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ORCIDBibTeX records: Giovanni Montana
@article{DBLP:journals/ml/BeesonM24,
author = {Alex Beeson and
Giovanni Montana},
title = {Balancing policy constraint and ensemble size in uncertainty-based
offline reinforcement learning},
journal = {Mach. Learn.},
volume = {113},
number = {1},
pages = {443--488},
year = {2024},
url = {https://doi.org/10.1007/s10994-023-06458-y},
doi = {10.1007/S10994-023-06458-Y},
timestamp = {Sat, 13 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ml/BeesonM24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/HepburnM24,
author = {Charles A. Hepburn and
Giovanni Montana},
title = {Model-based trajectory stitching for improved behavioural cloning
and its applications},
journal = {Mach. Learn.},
volume = {113},
number = {2},
pages = {647--674},
year = {2024},
url = {https://doi.org/10.1007/s10994-023-06392-z},
doi = {10.1007/S10994-023-06392-Z},
timestamp = {Fri, 08 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ml/HepburnM24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2401-08850,
author = {David Ireland and
Giovanni Montana},
title = {REValueD: Regularised Ensemble Value-Decomposition for Factorisable
Markov Decision Processes},
journal = {CoRR},
volume = {abs/2401.08850},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2401.08850},
doi = {10.48550/ARXIV.2401.08850},
eprinttype = {arXiv},
eprint = {2401.08850},
timestamp = {Thu, 01 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2401-08850.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/PesceM23,
author = {Emanuele Pesce and
Giovanni Montana},
title = {Learning multi-agent coordination through connectivity-driven communication},
journal = {Mach. Learn.},
volume = {112},
number = {2},
pages = {483--514},
year = {2023},
url = {https://doi.org/10.1007/s10994-022-06286-6},
doi = {10.1007/S10994-022-06286-6},
timestamp = {Tue, 28 Feb 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ml/PesceM23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/npjdm/BrentnallAHSDCMD23,
author = {Adam R. Brentnall and
Emma C. Atakpa and
Harry Hill and
Ruggiero Santeramo and
Celeste Damiani and
Jack Cuzick and
Giovanni Montana and
Stephen W. Duffy},
title = {An optimization framework to guide the choice of thresholds for risk-based
cancer screening},
journal = {npj Digit. Medicine},
volume = {6},
year = {2023},
url = {https://doi.org/10.1038/s41746-023-00967-9},
doi = {10.1038/S41746-023-00967-9},
timestamp = {Sun, 31 Dec 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/npjdm/BrentnallAHSDCMD23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pr/GaoHZYM23,
author = {Mingqi Gao and
Jungong Han and
Feng Zheng and
James J. Q. Yu and
Giovanni Montana},
title = {Video Object Segmentation using Point-based Memory Network},
journal = {Pattern Recognit.},
volume = {134},
pages = {109073},
year = {2023},
url = {https://doi.org/10.1016/j.patcog.2022.109073},
doi = {10.1016/J.PATCOG.2022.109073},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pr/GaoHZYM23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tcsv/GaoYHLZM23,
author = {Mingqi Gao and
Jinyu Yang and
Jungong Han and
Ke Lu and
Feng Zheng and
Giovanni Montana},
title = {Decoupling Multimodal Transformers for Referring Video Object Segmentation},
journal = {{IEEE} Trans. Circuits Syst. Video Technol.},
volume = {33},
number = {9},
pages = {4518--4528},
year = {2023},
url = {https://doi.org/10.1109/TCSVT.2023.3284979},
doi = {10.1109/TCSVT.2023.3284979},
timestamp = {Sun, 24 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tcsv/GaoYHLZM23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tmi/ByrneCVMK23,
author = {Nick Byrne and
James R. Clough and
Israel Valverde and
Giovanni Montana and
Andrew P. King},
title = {A Persistent Homology-Based Topological Loss for CNN-Based Multiclass
Segmentation of {CMR}},
journal = {{IEEE} Trans. Medical Imaging},
volume = {42},
number = {1},
pages = {3--14},
year = {2023},
url = {https://doi.org/10.1109/TMI.2022.3203309},
doi = {10.1109/TMI.2022.3203309},
timestamp = {Sun, 12 Feb 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tmi/ByrneCVMK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lion/WatkinsMB23,
author = {George Watkins and
Giovanni Montana and
J{\"{u}}rgen Branke},
editor = {Meinolf Sellmann and
Kevin Tierney},
title = {Generating a Graph Colouring Heuristic with Deep Q-Learning and Graph
Neural Networks},
booktitle = {Learning and Intelligent Optimization - 17th International Conference,
{LION} 17, Nice, France, June 4-8, 2023, Revised Selected Papers},
series = {Lecture Notes in Computer Science},
volume = {14286},
pages = {491--505},
publisher = {Springer},
year = {2023},
url = {https://doi.org/10.1007/978-3-031-44505-7\_33},
doi = {10.1007/978-3-031-44505-7\_33},
timestamp = {Wed, 08 Nov 2023 08:45:56 +0100},
biburl = {https://dblp.org/rec/conf/lion/WatkinsMB23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2303-09367,
author = {Mianchu Wang and
Yue Jin and
Giovanni Montana},
title = {Goal-conditioned Offline Reinforcement Learning through State Space
Partitioning},
journal = {CoRR},
volume = {abs/2303.09367},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2303.09367},
doi = {10.48550/ARXIV.2303.09367},
eprinttype = {arXiv},
eprint = {2303.09367},
timestamp = {Mon, 20 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2303-09367.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2303-14716,
author = {Alex Beeson and
Giovanni Montana},
title = {Balancing policy constraint and ensemble size in uncertainty-based
offline reinforcement learning},
journal = {CoRR},
volume = {abs/2303.14716},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2303.14716},
doi = {10.48550/ARXIV.2303.14716},
eprinttype = {arXiv},
eprint = {2303.14716},
timestamp = {Fri, 14 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2303-14716.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2304-04051,
author = {George Watkins and
Giovanni Montana and
J{\"{u}}rgen Branke},
title = {Generating a Graph Colouring Heuristic with Deep Q-Learning and Graph
Neural Networks},
journal = {CoRR},
volume = {abs/2304.04051},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2304.04051},
doi = {10.48550/ARXIV.2304.04051},
eprinttype = {arXiv},
eprint = {2304.04051},
timestamp = {Tue, 18 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2304-04051.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/KilincM22,
author = {Ozsel Kilinc and
Giovanni Montana},
title = {Reinforcement learning for robotic manipulation using simulated locomotion
demonstrations},
journal = {Mach. Learn.},
volume = {111},
number = {2},
pages = {465--486},
year = {2022},
url = {https://doi.org/10.1007/s10994-021-06116-1},
doi = {10.1007/S10994-021-06116-1},
timestamp = {Fri, 13 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ml/KilincM22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/IrelandM22,
author = {David Ireland and
Giovanni Montana},
editor = {Kamalika Chaudhuri and
Stefanie Jegelka and
Le Song and
Csaba Szepesv{\'{a}}ri and
Gang Niu and
Sivan Sabato},
title = {LeNSE: Learning To Navigate Subgraph Embeddings for Large-Scale Combinatorial
Optimisation},
booktitle = {International Conference on Machine Learning, {ICML} 2022, 17-23 July
2022, Baltimore, Maryland, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {162},
pages = {9622--9638},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v162/ireland22a.html},
timestamp = {Tue, 12 Jul 2022 17:36:52 +0200},
biburl = {https://dblp.org/rec/conf/icml/IrelandM22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/miccai/MacPhersonMAHGM22,
author = {Matthew MacPherson and
Keerthini Muthuswamy and
Ashik Amlani and
Charles Hutchinson and
Vicky Goh and
Giovanni Montana},
editor = {Linwei Wang and
Qi Dou and
P. Thomas Fletcher and
Stefanie Speidel and
Shuo Li},
title = {Assessing the Performance of Automated Prediction and Ranking of Patient
Age from Chest X-rays Against Clinicians},
booktitle = {Medical Image Computing and Computer Assisted Intervention - {MICCAI}
2022 - 25th International Conference, Singapore, September 18-22,
2022, Proceedings, Part {VII}},
series = {Lecture Notes in Computer Science},
volume = {13437},
pages = {255--265},
publisher = {Springer},
year = {2022},
url = {https://doi.org/10.1007/978-3-031-16449-1\_25},
doi = {10.1007/978-3-031-16449-1\_25},
timestamp = {Tue, 13 Dec 2022 14:39:06 +0100},
biburl = {https://dblp.org/rec/conf/miccai/MacPhersonMAHGM22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2205-10106,
author = {David Ireland and
Giovanni Montana},
title = {LeNSE: Learning To Navigate Subgraph Embeddings for Large-Scale Combinatorial
Optimisation},
journal = {CoRR},
volume = {abs/2205.10106},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2205.10106},
doi = {10.48550/ARXIV.2205.10106},
eprinttype = {arXiv},
eprint = {2205.10106},
timestamp = {Mon, 23 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2205-10106.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2207-01302,
author = {Matthew MacPherson and
Keerthini Muthuswamy and
Ashik Amlani and
Charles Hutchinson and
Vicky Goh and
Giovanni Montana},
title = {Assessing the Performance of Automated Prediction and Ranking of Patient
Age from Chest X-rays Against Clinicians},
journal = {CoRR},
volume = {abs/2207.01302},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2207.01302},
doi = {10.48550/ARXIV.2207.01302},
eprinttype = {arXiv},
eprint = {2207.01302},
timestamp = {Wed, 06 Jul 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2207-01302.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-11603,
author = {Charles A. Hepburn and
Giovanni Montana},
title = {Model-based Trajectory Stitching for Improved Offline Reinforcement
Learning},
journal = {CoRR},
volume = {abs/2211.11603},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2211.11603},
doi = {10.48550/ARXIV.2211.11603},
eprinttype = {arXiv},
eprint = {2211.11603},
timestamp = {Thu, 24 Nov 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2211-11603.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-11802,
author = {Alex Beeson and
Giovanni Montana},
title = {Improving {TD3-BC:} Relaxed Policy Constraint for Offline Learning
and Stable Online Fine-Tuning},
journal = {CoRR},
volume = {abs/2211.11802},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2211.11802},
doi = {10.48550/ARXIV.2211.11802},
eprinttype = {arXiv},
eprint = {2211.11802},
timestamp = {Thu, 24 Nov 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2211-11802.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2212-04280,
author = {Charles A. Hepburn and
Giovanni Montana},
title = {Model-based trajectory stitching for improved behavioural cloning
and its applications},
journal = {CoRR},
volume = {abs/2212.04280},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2212.04280},
doi = {10.48550/ARXIV.2212.04280},
eprinttype = {arXiv},
eprint = {2212.04280},
timestamp = {Mon, 02 Jan 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2212-04280.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/CharlesworthM21,
author = {Henry Charlesworth and
Giovanni Montana},
editor = {Marina Meila and
Tong Zhang},
title = {Solving Challenging Dexterous Manipulation Tasks With Trajectory Optimisation
and Reinforcement Learning},
booktitle = {Proceedings of the 38th International Conference on Machine Learning,
{ICML} 2021, 18-24 July 2021, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {139},
pages = {1496--1506},
publisher = {{PMLR}},
year = {2021},
url = {http://proceedings.mlr.press/v139/charlesworth21a.html},
timestamp = {Wed, 25 Aug 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/CharlesworthM21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2105-10702,
author = {Aydan Gasimova and
Giovanni Montana and
Daniel Rueckert},
title = {Automated Knee X-ray Report Generation},
journal = {CoRR},
volume = {abs/2105.10702},
year = {2021},
url = {https://arxiv.org/abs/2105.10702},
eprinttype = {arXiv},
eprint = {2105.10702},
timestamp = {Mon, 31 May 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2105-10702.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2107-12689,
author = {Nick Byrne and
James R. Clough and
Isra Valverde and
Giovanni Montana and
Andrew P. King},
title = {A persistent homology-based topological loss for CNN-based multi-class
segmentation of {CMR}},
journal = {CoRR},
volume = {abs/2107.12689},
year = {2021},
url = {https://arxiv.org/abs/2107.12689},
eprinttype = {arXiv},
eprint = {2107.12689},
timestamp = {Thu, 29 Jul 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2107-12689.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/PesceM20,
author = {Emanuele Pesce and
Giovanni Montana},
title = {Improving coordination in small-scale multi-agent deep reinforcement
learning through memory-driven communication},
journal = {Mach. Learn.},
volume = {109},
number = {9-10},
pages = {1727--1747},
year = {2020},
url = {https://doi.org/10.1007/s10994-019-05864-5},
doi = {10.1007/S10994-019-05864-5},
timestamp = {Fri, 14 May 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ml/PesceM20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nca/SavioliGVCML20,
author = {Nicol{\'{o}} Savioli and
Enrico Grisan and
Silvia Visentin and
Erich Cosmi and
Giovanni Montana and
Pablo Lamata},
title = {Real-time diameter of the fetal aorta from ultrasound},
journal = {Neural Comput. Appl.},
volume = {32},
number = {11},
pages = {6735--6744},
year = {2020},
url = {https://doi.org/10.1007/s00521-019-04646-3},
doi = {10.1007/S00521-019-04646-3},
timestamp = {Fri, 14 May 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/nca/SavioliGVCML20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/miccai/ByrneCMK20,
author = {Nick Byrne and
James R. Clough and
Giovanni Montana and
Andrew P. King},
editor = {Esther Puyol{-}Ant{\'{o}}n and
Mihaela Pop and
Maxime Sermesant and
V{\'{\i}}ctor M. Campello and
Alain Lalande and
Karim Lekadir and
Avan Suinesiaputra and
Oscar Camara and
Alistair A. Young},
title = {A Persistent Homology-Based Topological Loss Function for Multi-class
{CNN} Segmentation of Cardiac {MRI}},
booktitle = {Statistical Atlases and Computational Models of the Heart. M{\&}Ms
and {EMIDEC} Challenges - 11th International Workshop, {STACOM} 2020,
Held in Conjunction with {MICCAI} 2020, Lima, Peru, October 4, 2020,
Revised Selected Papers},
series = {Lecture Notes in Computer Science},
volume = {12592},
pages = {3--13},
publisher = {Springer},
year = {2020},
url = {https://doi.org/10.1007/978-3-030-68107-4\_1},
doi = {10.1007/978-3-030-68107-4\_1},
timestamp = {Sun, 12 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/miccai/ByrneCMK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/miip/SokolovaBM20,
author = {Ksenia Sokolova and
Gareth J. Barker and
Giovanni Montana},
editor = {Ivana Isgum and
Bennett A. Landman},
title = {Convolutional neural-network-based ordinal regression for brain age
prediction from {MRI} scans},
booktitle = {Medical Imaging 2020: Image Processing, Houston, TX, USA, February
15-20, 2020},
series = {{SPIE} Proceedings},
volume = {11313},
pages = {113132B},
publisher = {{SPIE}},
year = {2020},
url = {https://doi.org/10.1117/12.2549636},
doi = {10.1117/12.2549636},
timestamp = {Tue, 29 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/miip/SokolovaBM20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/CharlesworthM20,
author = {Henry Charlesworth and
Giovanni Montana},
editor = {Hugo Larochelle and
Marc'Aurelio Ranzato and
Raia Hadsell and
Maria{-}Florina Balcan and
Hsuan{-}Tien Lin},
title = {PlanGAN: Model-based Planning With Sparse Rewards and Multiple Goals},
booktitle = {Advances in Neural Information Processing Systems 33: Annual Conference
on Neural Information Processing Systems 2020, NeurIPS 2020, December
6-12, 2020, virtual},
year = {2020},
url = {https://proceedings.neurips.cc/paper/2020/hash/6101903146e4bbf4999c449d78441606-Abstract.html},
timestamp = {Tue, 19 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/CharlesworthM20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2002-05233,
author = {Emanuele Pesce and
Giovanni Montana},
title = {Connectivity-driven Communication in Multi-agent Reinforcement Learning
through Diffusion Processes on Graphs},
journal = {CoRR},
volume = {abs/2002.05233},
year = {2020},
url = {https://arxiv.org/abs/2002.05233},
eprinttype = {arXiv},
eprint = {2002.05233},
timestamp = {Fri, 14 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2002-05233.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2002-06946,
author = {Saad Mohamad and
Giovanni Montana},
title = {Adaptive Experience Selection for Policy Gradient},
journal = {CoRR},
volume = {abs/2002.06946},
year = {2020},
url = {https://arxiv.org/abs/2002.06946},
eprinttype = {arXiv},
eprint = {2002.06946},
timestamp = {Tue, 03 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2002-06946.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-00900,
author = {Henry Charlesworth and
Giovanni Montana},
title = {PlanGAN: Model-based Planning With Sparse Rewards and Multiple Goals},
journal = {CoRR},
volume = {abs/2006.00900},
year = {2020},
url = {https://arxiv.org/abs/2006.00900},
eprinttype = {arXiv},
eprint = {2006.00900},
timestamp = {Mon, 08 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2006-00900.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2008-02066,
author = {Ozsel Kilinc and
Giovanni Montana},
title = {Follow the Object: Curriculum Learning for Manipulation Tasks with
Imagined Goals},
journal = {CoRR},
volume = {abs/2008.02066},
year = {2020},
url = {https://arxiv.org/abs/2008.02066},
eprinttype = {arXiv},
eprint = {2008.02066},
timestamp = {Fri, 07 Aug 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2008-02066.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2008-09585,
author = {Nick Byrne and
James R. Clough and
Giovanni Montana and
Andrew P. King},
title = {A persistent homology-based topological loss function for multi-class
{CNN} segmentation of cardiac {MRI}},
journal = {CoRR},
volume = {abs/2008.09585},
year = {2020},
url = {https://arxiv.org/abs/2008.09585},
eprinttype = {arXiv},
eprint = {2008.09585},
timestamp = {Fri, 28 Aug 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2008-09585.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2009-05104,
author = {Henry Charlesworth and
Giovanni Montana},
title = {Solving Challenging Dexterous Manipulation Tasks With Trajectory Optimisation
and Reinforcement Learning},
journal = {CoRR},
volume = {abs/2009.05104},
year = {2020},
url = {https://arxiv.org/abs/2009.05104},
eprinttype = {arXiv},
eprint = {2009.05104},
timestamp = {Thu, 17 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2009-05104.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/mia/PesceWYBGM19,
author = {Emanuele Pesce and
Samuel Withey and
Petros{-}Pavlos Ypsilantis and
Robert Bakewell and
Vicky Goh and
Giovanni Montana},
title = {Learning to detect chest radiographs containing pulmonary lesions
using visual attention networks},
journal = {Medical Image Anal.},
volume = {53},
pages = {26--38},
year = {2019},
url = {https://doi.org/10.1016/j.media.2018.12.007},
doi = {10.1016/J.MEDIA.2018.12.007},
timestamp = {Sat, 30 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/mia/PesceWYBGM19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/itsc/GangopadhyayKDD19,
author = {Briti Gangopadhyay and
Siddartha Khastgir and
Sumanta Dey and
Pallab Dasgupta and
Giovanni Montana and
Paul A. Jennings},
title = {Identification of Test Cases for Automated Driving Systems Using Bayesian
Optimization},
booktitle = {2019 {IEEE} Intelligent Transportation Systems Conference, {ITSC}
2019, Auckland, New Zealand, October 27-30, 2019},
pages = {1961--1967},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.1109/ITSC.2019.8917103},
doi = {10.1109/ITSC.2019.8917103},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/itsc/GangopadhyayKDD19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/miccai/ByrneCVMK19,
author = {Nick Byrne and
James R. Clough and
Isra Valverde and
Giovanni Montana and
Andrew P. King},
editor = {Qian Wang and
Alberto G{\'{o}}mez and
Jana Hutter and
Kristin McLeod and
Veronika A. M. Zimmer and
Oliver Zettinig and
Roxane Licandro and
Emma C. Robinson and
Daan Christiaens and
Esra Abaci Turk and
Andrew Melbourne},
title = {Topology-Preserving Augmentation for CNN-Based Segmentation of Congenital
Heart Defects from 3D Paediatric {CMR}},
booktitle = {Smart Ultrasound Imaging and Perinatal, Preterm and Paediatric Image
Analysis - First International Workshop, {SUSI} 2019, and 4th International
Workshop, {PIPPI} 2019, Held in Conjunction with {MICCAI} 2019, Shenzhen,
China, October 13 and 17, 2019, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {11798},
pages = {181--188},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-32875-7\_20},
doi = {10.1007/978-3-030-32875-7\_20},
timestamp = {Sun, 12 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/miccai/ByrneCVMK19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1901-03887,
author = {Emanuele Pesce and
Giovanni Montana},
title = {Improving Coordination in Multi-Agent Deep Reinforcement Learning
through Memory-driven Communication},
journal = {CoRR},
volume = {abs/1901.03887},
year = {2019},
url = {http://arxiv.org/abs/1901.03887},
eprinttype = {arXiv},
eprint = {1901.03887},
timestamp = {Fri, 01 Feb 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1901-03887.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1901-10521,
author = {Zhana Kuncheva and
Giovanni Montana},
title = {Spectral Multi-scale Community Detection in Temporal Networks with
an Application},
journal = {CoRR},
volume = {abs/1901.10521},
year = {2019},
url = {http://arxiv.org/abs/1901.10521},
eprinttype = {arXiv},
eprint = {1901.10521},
timestamp = {Sun, 03 Feb 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1901-10521.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1908-05265,
author = {Yang Hu and
Giovanni Montana},
title = {Skill Transfer in Deep Reinforcement Learning under Morphological
Heterogeneity},
journal = {CoRR},
volume = {abs/1908.05265},
year = {2019},
url = {http://arxiv.org/abs/1908.05265},
eprinttype = {arXiv},
eprint = {1908.05265},
timestamp = {Mon, 19 Aug 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1908-05265.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1908-08870,
author = {Nick Byrne and
James R. Clough and
Isra Valverde and
Giovanni Montana and
Andrew P. King},
title = {Topology-preserving augmentation for CNN-based segmentation of congenital
heart defects from 3D paediatric {CMR}},
journal = {CoRR},
volume = {abs/1908.08870},
year = {2019},
url = {http://arxiv.org/abs/1908.08870},
eprinttype = {arXiv},
eprint = {1908.08870},
timestamp = {Mon, 26 Aug 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1908-08870.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1910-07294,
author = {Ozsel Kilinc and
Yang Hu and
Giovanni Montana},
title = {Reinforcement Learning for Robotic Manipulation using Simulated Locomotion
Demonstrations},
journal = {CoRR},
volume = {abs/1910.07294},
year = {2019},
url = {http://arxiv.org/abs/1910.07294},
eprinttype = {arXiv},
eprint = {1910.07294},
timestamp = {Tue, 22 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1910-07294.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/prl/TsagkrasoulisM18,
author = {Dimosthenis Tsagkrasoulis and
Giovanni Montana},
title = {Random forest regression for manifold-valued responses},
journal = {Pattern Recognit. Lett.},
volume = {101},
pages = {6--13},
year = {2018},
url = {https://doi.org/10.1016/j.patrec.2017.11.008},
doi = {10.1016/J.PATREC.2017.11.008},
timestamp = {Sat, 22 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/prl/TsagkrasoulisM18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sadm/MontiAM18,
author = {Ricardo Pio Monti and
Christoforos Anagnostopoulos and
Giovanni Montana},
title = {Adaptive regularization for Lasso models in the context of nonstationary
data streams},
journal = {Stat. Anal. Data Min.},
volume = {11},
number = {5},
pages = {237--247},
year = {2018},
url = {https://doi.org/10.1002/sam.11390},
doi = {10.1002/SAM.11390},
timestamp = {Thu, 01 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/sadm/MontiAM18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/SavioliVCGLM18,
author = {Nicol{\'{o}} Savioli and
Silvia Visentin and
Erich Cosmi and
Enrico Grisan and
Pablo Lamata and
Giovanni Montana},
editor = {Vera Kurkov{\'{a}} and
Yannis Manolopoulos and
Barbara Hammer and
Lazaros S. Iliadis and
Ilias Maglogiannis},
title = {Temporal Convolution Networks for Real-Time Abdominal Fetal Aorta
Analysis with Ultrasound},
booktitle = {Artificial Neural Networks and Machine Learning - {ICANN} 2018 - 27th
International Conference on Artificial Neural Networks, Rhodes, Greece,
October 4-7, 2018, Proceedings, Part {II}},
series = {Lecture Notes in Computer Science},
volume = {11140},
pages = {148--157},
publisher = {Springer},
year = {2018},
url = {https://doi.org/10.1007/978-3-030-01421-6\_15},
doi = {10.1007/978-3-030-01421-6\_15},
timestamp = {Sun, 25 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icann/SavioliVCGLM18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/miccai/SavioliML18,
author = {Nicol{\'{o}} Savioli and
Giovanni Montana and
Pablo Lamata},
editor = {Mihaela Pop and
Maxime Sermesant and
Jichao Zhao and
Shuo Li and
Kristin McLeod and
Alistair A. Young and
Kawal S. Rhode and
Tommaso Mansi},
title = {{V-FCNN:} Volumetric Fully Convolution Neural Network for Automatic
Atrial Segmentation},
booktitle = {Statistical Atlases and Computational Models of the Heart. Atrial
Segmentation and {LV} Quantification Challenges - 9th International
Workshop, {STACOM} 2018, Held in Conjunction with {MICCAI} 2018, Granada,
Spain, September 16, 2018, Revised Selected Papers},
series = {Lecture Notes in Computer Science},
volume = {11395},
pages = {273--281},
publisher = {Springer},
year = {2018},
url = {https://doi.org/10.1007/978-3-030-12029-0\_30},
doi = {10.1007/978-3-030-12029-0\_30},
timestamp = {Tue, 14 May 2019 10:00:50 +0200},
biburl = {https://dblp.org/rec/conf/miccai/SavioliML18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/miccai/SanteramoWM18,
author = {Ruggiero Santeramo and
Samuel Withey and
Giovanni Montana},
editor = {Danail Stoyanov and
Zeike Taylor and
Gustavo Carneiro and
Tanveer F. Syeda{-}Mahmood and
Anne L. Martel and
Lena Maier{-}Hein and
Jo{\~{a}}o Manuel R. S. Tavares and
Andrew P. Bradley and
Jo{\~{a}}o Paulo Papa and
Vasileios Belagiannis and
Jacinto C. Nascimento and
Zhi Lu and
Sailesh Conjeti and
Mehdi Moradi and
Hayit Greenspan and
Anant Madabhushi},
title = {Longitudinal Detection of Radiological Abnormalities with Time-Modulated
{LSTM}},
booktitle = {Deep Learning in Medical Image Analysis - and - Multimodal Learning
for Clinical Decision Support - 4th International Workshop, {DLMIA}
2018, and 8th International Workshop, {ML-CDS} 2018, Held in Conjunction
with {MICCAI} 2018, Granada, Spain, September 20, 2018, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {11045},
pages = {326--333},
publisher = {Springer},
year = {2018},
url = {https://doi.org/10.1007/978-3-030-00889-5\_37},
doi = {10.1007/978-3-030-00889-5\_37},
timestamp = {Tue, 18 Apr 2023 21:52:48 +0200},
biburl = {https://dblp.org/rec/conf/miccai/SanteramoWM18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sac/AnnarummaM18,
author = {Mauro Annarumma and
Giovanni Montana},
editor = {Hisham M. Haddad and
Roger L. Wainwright and
Richard Chbeir},
title = {Deep metric learning for multi-labelled radiographs},
booktitle = {Proceedings of the 33rd Annual {ACM} Symposium on Applied Computing,
{SAC} 2018, Pau, France, April 09-13, 2018},
pages = {34--37},
publisher = {{ACM}},
year = {2018},
url = {https://doi.org/10.1145/3167132.3167379},
doi = {10.1145/3167132.3167379},
timestamp = {Wed, 25 Sep 2019 18:12:13 +0200},
biburl = {https://dblp.org/rec/conf/sac/AnnarummaM18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/snams/SavioliVLM18,
author = {Nicol{\'{o}} Savioli and
Miguel Silva Vieira and
Pablo Lamata and
Giovanni Montana},
title = {Automated Segmentation on the Entire Cardiac Cycle Using a Deep Learning
Work - Flow},
booktitle = {Fifth International Conference on Social Networks Analysis, Management
and Security, {SNAMS} 2018, Valencia, Spain, October 15-18, 2018},
pages = {153--158},
publisher = {{IEEE}},
year = {2018},
url = {https://doi.org/10.1109/SNAMS.2018.8554962},
doi = {10.1109/SNAMS.2018.8554962},
timestamp = {Wed, 16 Oct 2019 14:14:53 +0200},
biburl = {https://dblp.org/rec/conf/snams/SavioliVLM18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1807-04056,
author = {Nicol{\'{o}} Savioli and
Silvia Visentin and
Erich Cosmi and
Enrico Grisan and
Pablo Lamata and
Giovanni Montana},
title = {Temporal Convolution Networks for Real-Time Abdominal Fetal Aorta
Analysis with Ultrasound},
journal = {CoRR},
volume = {abs/1807.04056},
year = {2018},
url = {http://arxiv.org/abs/1807.04056},
eprinttype = {arXiv},
eprint = {1807.04056},
timestamp = {Thu, 30 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1807-04056.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1807-06144,
author = {Ruggiero Santeramo and
Samuel Withey and
Giovanni Montana},
title = {Longitudinal detection of radiological abnormalities with time-modulated
{LSTM}},
journal = {CoRR},
volume = {abs/1807.06144},
year = {2018},
url = {http://arxiv.org/abs/1807.06144},
eprinttype = {arXiv},
eprint = {1807.06144},
timestamp = {Sat, 23 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1807-06144.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1808-01944,
author = {Nicol{\'{o}} Savioli and
Giovanni Montana and
Pablo Lamata},
title = {{V-FCNN:} Volumetric Fully Convolution Neural Network For Automatic
Atrial Segmentation},
journal = {CoRR},
volume = {abs/1808.01944},
year = {2018},
url = {http://arxiv.org/abs/1808.01944},
eprinttype = {arXiv},
eprint = {1808.01944},
timestamp = {Sun, 02 Sep 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1808-01944.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1809-01015,
author = {Nicol{\'{o}} Savioli and
Miguel S. Vieira and
Pablo Lamata and
Giovanni Montana},
title = {Automated segmentation on the entire cardiac cycle using a deep learning
work-flow},
journal = {CoRR},
volume = {abs/1809.01015},
year = {2018},
url = {http://arxiv.org/abs/1809.01015},
eprinttype = {arXiv},
eprint = {1809.01015},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1809-01015.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1810-03969,
author = {Nicol{\'{o}} Savioli and
Miguel Silva Vieira and
Pablo Lamata and
Giovanni Montana},
title = {A Generative Adversarial Model for Right Ventricle Segmentation},
journal = {CoRR},
volume = {abs/1810.03969},
year = {2018},
url = {http://arxiv.org/abs/1810.03969},
eprinttype = {arXiv},
eprint = {1810.03969},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1810-03969.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1812-00922,
author = {Ozsel Kilinc and
Giovanni Montana},
title = {Multi-agent Deep Reinforcement Learning with Extremely Noisy Observations},
journal = {CoRR},
volume = {abs/1812.00922},
year = {2018},
url = {http://arxiv.org/abs/1812.00922},
eprinttype = {arXiv},
eprint = {1812.00922},
timestamp = {Tue, 01 Jan 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1812-00922.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ficn/MontiLHLAM17,
author = {Ricardo Pio Monti and
Romy Lorenz and
Peter Hellyer and
Robert Leech and
Christoforos Anagnostopoulos and
Giovanni Montana},
title = {Decoding Time-Varying Functional Connectivity Networks via Linear
Graph Embedding Methods},
journal = {Frontiers Comput. Neurosci.},
volume = {11},
pages = {14},
year = {2017},
url = {https://doi.org/10.3389/fncom.2017.00014},
doi = {10.3389/FNCOM.2017.00014},
timestamp = {Sat, 23 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ficn/MontiLHLAM17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/ColePTCSSM17,
author = {James H. Cole and
Rudra P. K. Poudel and
Dimosthenis Tsagkrasoulis and
Matthan W. A. Caan and
Claire J. Steves and
Tim D. Spector and
Giovanni Montana},
title = {Predicting brain age with deep learning from raw imaging data results
in a reliable and heritable biomarker},
journal = {NeuroImage},
volume = {163},
pages = {115--124},
year = {2017},
url = {https://doi.org/10.1016/j.neuroimage.2017.07.059},
doi = {10.1016/J.NEUROIMAGE.2017.07.059},
timestamp = {Fri, 06 Nov 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/neuroimage/ColePTCSSM17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/KunchevaM17,
author = {Zhana Kuncheva and
Giovanni Montana},
editor = {Riccardo Guidotti and
Anna Monreale and
Dino Pedreschi and
Serge Abiteboul},
title = {Multi-scale Community Detection in Temporal Networks Using Spectral
Graph Wavelets},
booktitle = {Personal Analytics and Privacy. An Individual and Collective Perspective
- First International Workshop, {PAP} 2017, Held in Conjunction with
{ECML} {PKDD} 2017, Skopje, Macedonia, September 18, 2017, Revised
Selected Papers},
series = {Lecture Notes in Computer Science},
volume = {10708},
pages = {139--154},
publisher = {Springer},
year = {2017},
url = {https://doi.org/10.1007/978-3-319-71970-2\_12},
doi = {10.1007/978-3-319-71970-2\_12},
timestamp = {Tue, 14 May 2019 10:00:47 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/KunchevaM17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/psb/KunchevaKM17,
author = {Zhana Kuncheva and
Michelle L. Krishnan and
Giovanni Montana},
editor = {Russ B. Altman and
A. Keith Dunker and
Lawrence Hunter and
Marylyn D. Ritchie and
Teri E. Klein},
title = {Exploring Brain Transcriptomic Patterns: {A} Topological Analysis
Using Spatial Expression Networks},
booktitle = {Biocomputing 2017: Proceedings of the Pacific Symposium, Kohala Coast,
Hawaii, USA, January 3-7, 2017},
pages = {70--81},
year = {2017},
url = {http://psb.stanford.edu/psb-online/proceedings/psb17/kuncheva.pdf},
timestamp = {Thu, 12 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/psb/KunchevaKM17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/YpsilantisM17,
author = {Petros{-}Pavlos Ypsilantis and
Giovanni Montana},
title = {Learning what to look in chest X-rays with a recurrent visual attention
model},
journal = {CoRR},
volume = {abs/1701.06452},
year = {2017},
url = {http://arxiv.org/abs/1701.06452},
eprinttype = {arXiv},
eprint = {1701.06452},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/YpsilantisM17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1708-04060,
author = {Zhana Kuncheva and
Giovanni Montana},
title = {Multi-scale Community Detection in Temporal Networks Using Spectral
Graph Wavelets},
journal = {CoRR},
volume = {abs/1708.04060},
year = {2017},
url = {http://arxiv.org/abs/1708.04060},
eprinttype = {arXiv},
eprint = {1708.04060},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1708-04060.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1712-00996,
author = {Emanuele Pesce and
Petros{-}Pavlos Ypsilantis and
Samuel Withey and
Robert Bakewell and
Vicky Goh and
Giovanni Montana},
title = {Learning to detect chest radiographs containing lung nodules using
visual attention networks},
journal = {CoRR},
volume = {abs/1712.00996},
year = {2017},
url = {http://arxiv.org/abs/1712.00996},
eprinttype = {arXiv},
eprint = {1712.00996},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1712-00996.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1712-07682,
author = {Mauro Annarumma and
Giovanni Montana},
title = {Deep metric learning for multi-labelled radiographs},
journal = {CoRR},
volume = {abs/1712.07682},
year = {2017},
url = {http://arxiv.org/abs/1712.07682},
eprinttype = {arXiv},
eprint = {1712.07682},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1712-07682.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/csda/BerryLMAZ16,
author = {Michael W. Berry and
Jung Jin Lee and
Giovanni Montana and
Stefan Van Aelst and
Ruben H. Zamar},
title = {Special Issue on Advances in Data Mining and Robust Statistics},
journal = {Comput. Stat. Data Anal.},
volume = {93},
pages = {388--389},
year = {2016},
url = {https://doi.org/10.1016/j.csda.2015.09.004},
doi = {10.1016/J.CSDA.2015.09.004},
timestamp = {Tue, 18 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/csda/BerryLMAZ16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/LorenzMVAFML16,
author = {Romy Lorenz and
Ricardo Pio Monti and
In{\^{e}}s R. Violante and
Christoforos Anagnostopoulos and
Aldo A. Faisal and
Giovanni Montana and
Robert Leech},
title = {The Automatic Neuroscientist: {A} framework for optimizing experimental
design with closed-loop real-time fMRI},
journal = {NeuroImage},
volume = {129},
pages = {320--334},
year = {2016},
url = {https://doi.org/10.1016/j.neuroimage.2016.01.032},
doi = {10.1016/J.NEUROIMAGE.2016.01.032},
timestamp = {Tue, 04 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/neuroimage/LorenzMVAFML16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/ChungSKBAEM16,
author = {Ai Wern Chung and
Markus Schirmer and
Michelle L. Krishnan and
Gareth Ball and
Paul Aljabar and
A. David Edwards and
Giovanni Montana},
title = {Characterising brain network topologies: {A} dynamic analysis approach
using heat kernels},
journal = {NeuroImage},
volume = {141},
pages = {490--501},
year = {2016},
url = {https://doi.org/10.1016/j.neuroimage.2016.07.006},
doi = {10.1016/J.NEUROIMAGE.2016.07.006},
timestamp = {Fri, 27 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/neuroimage/ChungSKBAEM16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/acl-louhi/CornegrutaBWM16,
author = {Savelie Cornegruta and
Robert Bakewell and
Samuel Withey and
Giovanni Montana},
editor = {Cyril Grouin and
Thierry Hamon and
Aur{\'{e}}lie N{\'{e}}v{\'{e}}ol and
Pierre Zweigenbaum},
title = {Modelling Radiological Language with Bidirectional Long Short-Term
Memory Networks},
booktitle = {Proceedings of the Seventh International Workshop on Health Text Mining
and Information Analysis, Louhi@EMNLP 2016, Austin, TX, USA, November
5, 2016},
pages = {17--27},
publisher = {Association for Computational Linguistics},
year = {2016},
url = {https://doi.org/10.18653/v1/W16-6103},
doi = {10.18653/V1/W16-6103},
timestamp = {Fri, 06 Aug 2021 00:41:34 +0200},
biburl = {https://dblp.org/rec/conf/acl-louhi/CornegrutaBWM16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/miccai/PoudelLM16,
author = {Rudra P. K. Poudel and
Pablo Lamata and
Giovanni Montana},
editor = {Maria A. Zuluaga and
Kanwal K. Bhatia and
Bernhard Kainz and
Mehdi Hedjazi Moghari and
Danielle F. Pace},
title = {Recurrent Fully Convolutional Neural Networks for Multi-slice {MRI}
Cardiac Segmentation},
booktitle = {Reconstruction, Segmentation, and Analysis of Medical Images - First
International Workshops, {RAMBO} 2016 and {HVSMR} 2016, Held in Conjunction
with {MICCAI} 2016, Athens, Greece, October 17, 2016, Revised Selected
Papers},
series = {Lecture Notes in Computer Science},
volume = {10129},
pages = {83--94},
year = {2016},
url = {https://doi.org/10.1007/978-3-319-52280-7\_8},
doi = {10.1007/978-3-319-52280-7\_8},
timestamp = {Fri, 08 Oct 2021 17:23:21 +0200},
biburl = {https://dblp.org/rec/conf/miccai/PoudelLM16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/prni/ChungPMM16,
author = {Ai Wern Chung and
Emanuele Pesce and
Ricardo Pio Monti and
Giovanni Montana},
title = {Classifying {HCP} task-fMRI networks using heat kernels},
booktitle = {International Workshop on Pattern Recognition in Neuroimaging, {PRNI}
2016, Trento, Italy, June 22-24, 2016},
pages = {1--4},
publisher = {{IEEE}},
year = {2016},
url = {https://doi.org/10.1109/PRNI.2016.7552339},
doi = {10.1109/PRNI.2016.7552339},
timestamp = {Wed, 16 Oct 2019 14:14:53 +0200},
biburl = {https://dblp.org/rec/conf/prni/ChungPMM16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/prni/LorenzMHKAFSMLV16,
author = {Romy Lorenz and
Ricardo Pio Monti and
Adam Hampshire and
Yury Koush and
Christoforos Anagnostopoulos and
Aldo A. Faisal and
David J. Sharp and
Giovanni Montana and
Robert Leech and
In{\^{e}}s R. Violante},
title = {Towards tailoring non-invasive brain stimulation using real-time fMRI
and Bayesian optimization},
booktitle = {International Workshop on Pattern Recognition in Neuroimaging, {PRNI}
2016, Trento, Italy, June 22-24, 2016},
pages = {1--4},
publisher = {{IEEE}},
year = {2016},
url = {https://doi.org/10.1109/PRNI.2016.7552338},
doi = {10.1109/PRNI.2016.7552338},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/prni/LorenzMHKAFSMLV16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/prni/MontiLLAM16,
author = {Ricardo Pio Monti and
Romy Lorenz and
Robert Leech and
Christoforos Anagnostopoulos and
Giovanni Montana},
title = {Text-mining the neurosynth corpus using deep boltzmann machines},
booktitle = {International Workshop on Pattern Recognition in Neuroimaging, {PRNI}
2016, Trento, Italy, June 22-24, 2016},
pages = {1--4},
publisher = {{IEEE}},
year = {2016},
url = {https://doi.org/10.1109/PRNI.2016.7552329},
doi = {10.1109/PRNI.2016.7552329},
timestamp = {Sat, 19 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/prni/MontiLLAM16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/prni/WangKNM16,
author = {Zi Wang and
Vyacheslav Karolis and
Chiara Nosarti and
Giovanni Montana},
title = {Studying the brain from adolescence to adulthood through sparse multi-view
matrix factorisations},
booktitle = {International Workshop on Pattern Recognition in Neuroimaging, {PRNI}
2016, Trento, Italy, June 22-24, 2016},
pages = {1--4},
publisher = {{IEEE}},
year = {2016},
url = {https://doi.org/10.1109/PRNI.2016.7552340},
doi = {10.1109/PRNI.2016.7552340},
timestamp = {Sun, 02 Jun 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/prni/WangKNM16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MontiLLAM16,
author = {Ricardo Pio Monti and
Romy Lorenz and
Robert Leech and
Christoforos Anagnostopoulos and
Giovanni Montana},
title = {Text-mining the NeuroSynth corpus using Deep Boltzmann Machines},
journal = {CoRR},
volume = {abs/1605.00223},
year = {2016},
url = {http://arxiv.org/abs/1605.00223},
eprinttype = {arXiv},
eprint = {1605.00223},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/MontiLLAM16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/WangKNM16,
author = {Zi Wang and
Vyacheslav Karolis and
Chiara Nosarti and
Giovanni Montana},
title = {Studying the brain from adolescence to adulthood through sparse multi-view
matrix factorisations},
journal = {CoRR},
volume = {abs/1605.02560},
year = {2016},
url = {http://arxiv.org/abs/1605.02560},
eprinttype = {arXiv},
eprint = {1605.02560},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/WangKNM16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/PoudelLM16,
author = {Rudra P. K. Poudel and
Pablo Lamata and
Giovanni Montana},
title = {Recurrent Fully Convolutional Neural Networks for Multi-slice {MRI}
Cardiac Segmentation},
journal = {CoRR},
volume = {abs/1608.03974},
year = {2016},
url = {http://arxiv.org/abs/1608.03974},
eprinttype = {arXiv},
eprint = {1608.03974},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/PoudelLM16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/CornegrutaBWM16,
author = {Savelie Cornegruta and
Robert Bakewell and
Samuel Withey and
Giovanni Montana},
title = {Modelling Radiological Language with Bidirectional Long Short-Term
Memory Networks},
journal = {CoRR},
volume = {abs/1609.08409},
year = {2016},
url = {http://arxiv.org/abs/1609.08409},
eprinttype = {arXiv},
eprint = {1609.08409},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/CornegrutaBWM16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/YpsilantisM16,
author = {Petros{-}Pavlos Ypsilantis and
Giovanni Montana},
title = {Recurrent Convolutional Networks for Pulmonary Nodule Detection in
{CT} Imaging},
journal = {CoRR},
volume = {abs/1609.09143},
year = {2016},
url = {http://arxiv.org/abs/1609.09143},
eprinttype = {arXiv},
eprint = {1609.09143},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/YpsilantisM16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MontiAM16,
author = {Ricardo Pio Monti and
Christoforos Anagnostopoulos and
Giovanni Montana},
title = {A framework for adaptive regularization in streaming Lasso models},
journal = {CoRR},
volume = {abs/1610.09127},
year = {2016},
url = {http://arxiv.org/abs/1610.09127},
eprinttype = {arXiv},
eprint = {1610.09127},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/MontiAM16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ColePTCSSM16,
author = {James H. Cole and
Rudra P. K. Poudel and
Dimosthenis Tsagkrasoulis and
Matthan W. A. Caan and
Claire J. Steves and
Tim D. Spector and
Giovanni Montana},
title = {Predicting brain age with deep learning from raw imaging data results
in a reliable and heritable biomarker},
journal = {CoRR},
volume = {abs/1612.02572},
year = {2016},
url = {http://arxiv.org/abs/1612.02572},
eprinttype = {arXiv},
eprint = {1612.02572},
timestamp = {Fri, 06 Nov 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/ColePTCSSM16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/WangYM15,
author = {Zi Wang and
Wei Yuan and
Giovanni Montana},
title = {Sparse multi-view matrix factorization: a multivariate approach to
multiple tissue comparisons},
journal = {Bioinform.},
volume = {31},
number = {19},
pages = {3163--3171},
year = {2015},
url = {https://doi.org/10.1093/bioinformatics/btv344},
doi = {10.1093/BIOINFORMATICS/BTV344},
timestamp = {Mon, 02 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/bioinformatics/WangYM15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcbi/RuanYM15,
author = {Da Ruan and
Alastair Young and
Giovanni Montana},
title = {Differential analysis of biological networks},
journal = {{BMC} Bioinform.},
volume = {16},
pages = {327:1--327:13},
year = {2015},
url = {https://doi.org/10.1186/s12859-015-0735-5},
doi = {10.1186/S12859-015-0735-5},
timestamp = {Mon, 26 Oct 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/bmcbi/RuanYM15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/asunam/KunchevaM15,
author = {Zhana Kuncheva and
Giovanni Montana},
editor = {Jian Pei and
Fabrizio Silvestri and
Jie Tang},
title = {Community Detection in Multiplex Networks using Locally Adaptive Random
Walks},
booktitle = {Proceedings of the 2015 {IEEE/ACM} International Conference on Advances
in Social Networks Analysis and Mining, {ASONAM} 2015, Paris, France,
August 25 - 28, 2015},
pages = {1308--1315},
publisher = {{ACM}},
year = {2015},
url = {https://doi.org/10.1145/2808797.2808852},
doi = {10.1145/2808797.2808852},
timestamp = {Thu, 11 Mar 2021 17:04:51 +0100},
biburl = {https://dblp.org/rec/conf/asunam/KunchevaM15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/BrebissonM15,
author = {Alexandre de Br{\'{e}}bisson and
Giovanni Montana},
title = {Deep neural networks for anatomical brain segmentation},
booktitle = {2015 {IEEE} Conference on Computer Vision and Pattern Recognition
Workshops, {CVPR} Workshops 2015, Boston, MA, USA, June 7-12, 2015},
pages = {20--28},
publisher = {{IEEE} Computer Society},
year = {2015},
url = {https://doi.org/10.1109/CVPRW.2015.7301312},
doi = {10.1109/CVPRW.2015.7301312},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/cvpr/BrebissonM15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/fedcsis/JanousovaSMK15,
author = {Eva Janousov{\'{a}} and
Daniel Schwarz and
Giovanni Montana and
Tom{\'{a}}s Kasp{\'{a}}rek},
editor = {Maria Ganzha and
Leszek A. Maciaszek and
Marcin Paprzycki},
title = {Brain image classification based on automated morphometry and penalised
linear discriminant analysis with resampling},
booktitle = {2015 Federated Conference on Computer Science and Information Systems,
FedCSIS 2015, L{\'{o}}dz, Poland, September 13-16, 2015},
series = {Annals of Computer Science and Information Systems},
volume = {5},
pages = {263--268},
publisher = {{IEEE}},
year = {2015},
url = {https://doi.org/10.15439/2015F147},
doi = {10.15439/2015F147},
timestamp = {Mon, 07 Aug 2023 11:27:13 +0200},
biburl = {https://dblp.org/rec/conf/fedcsis/JanousovaSMK15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icpram/PayanM15,
author = {Adrien Payan and
Giovanni Montana},
editor = {Maria De Marsico and
M{\'{a}}rio A. T. Figueiredo and
Ana L. N. Fred},
title = {Predicting Alzheimer's Disease - {A} Neuroimaging Study with 3D Convolutional
Neural Networks},
booktitle = {{ICPRAM} 2015 - Proceedings of the International Conference on Pattern
Recognition Applications and Methods, Volume 2, Lisbon, Portugal,
10-12 January, 2015},
pages = {355--362},
publisher = {SciTePress},
year = {2015},
timestamp = {Tue, 15 Sep 2015 17:18:41 +0200},
biburl = {https://dblp.org/rec/conf/icpram/PayanM15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/prni/MontiLHLAM15,
author = {Ricardo Pio Monti and
Romy Lorenz and
Peter Hellyer and
Robert Leech and
Christoforos Anagnostopoulos and
Giovanni Montana},
title = {Graph Embeddings of Dynamic Functional Connectivity Reveal Discriminative
Patterns of Task Engagement in {HCP} Data},
booktitle = {2015 International Workshop on Pattern Recognition in NeuroImaging,
Stanford, CA, USA, June 10-12, 2015},
pages = {1--4},
publisher = {{IEEE} Computer Society},
year = {2015},
url = {https://doi.org/10.1109/PRNI.2015.21},
doi = {10.1109/PRNI.2015.21},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/prni/MontiLHLAM15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/BrebissonM15,
author = {Alexandre de Br{\'{e}}bisson and
Giovanni Montana},
title = {Deep Neural Networks for Anatomical Brain Segmentation},
journal = {CoRR},
volume = {abs/1502.02445},
year = {2015},
url = {http://arxiv.org/abs/1502.02445},
eprinttype = {arXiv},
eprint = {1502.02445},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/BrebissonM15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/PayanM15,
author = {Adrien Payan and
Giovanni Montana},
title = {Predicting Alzheimer's disease: a neuroimaging study with 3D convolutional
neural networks},
journal = {CoRR},
volume = {abs/1502.02506},
year = {2015},
url = {http://arxiv.org/abs/1502.02506},
eprinttype = {arXiv},
eprint = {1502.02506},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/PayanM15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/KunchevaM15,
author = {Zhana Kuncheva and
Giovanni Montana},
title = {Community detection in multiplex networks using locally adaptive random
walks},
journal = {CoRR},
volume = {abs/1507.01890},
year = {2015},
url = {http://arxiv.org/abs/1507.01890},
eprinttype = {arXiv},
eprint = {1507.01890},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/KunchevaM15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/WangCM14,
author = {Zi Wang and
Edward W. J. Curry and
Giovanni Montana},
title = {Network-guided regression for detecting associations between {DNA}
methylation and gene expression},
journal = {Bioinform.},
volume = {30},
number = {19},
pages = {2693--2701},
year = {2014},
url = {https://doi.org/10.1093/bioinformatics/btu361},
doi = {10.1093/BIOINFORMATICS/BTU361},
timestamp = {Mon, 02 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/bioinformatics/WangCM14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/csda/CozziniJMP14,
author = {Alberto Cozzini and
Ajay Jasra and
Giovanni Montana and
Adam Persing},
title = {A Bayesian mixture of lasso regressions with t-errors},
journal = {Comput. Stat. Data Anal.},
volume = {77},
pages = {84--97},
year = {2014},
url = {https://doi.org/10.1016/j.csda.2014.03.018},
doi = {10.1016/J.CSDA.2014.03.018},
timestamp = {Tue, 18 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/csda/CozziniJMP14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/datamine/McWilliamsM14,
author = {Brian McWilliams and
Giovanni Montana},
title = {Subspace clustering of high-dimensional data: a predictive approach},
journal = {Data Min. Knowl. Discov.},
volume = {28},
number = {3},
pages = {736--772},
year = {2014},
url = {https://doi.org/10.1007/s10618-013-0317-y},
doi = {10.1007/S10618-013-0317-Y},
timestamp = {Sat, 20 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/datamine/McWilliamsM14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/MontiHSLAM14,
author = {Ricardo Pio Monti and
Peter Hellyer and
David J. Sharp and
Robert Leech and
Christoforos Anagnostopoulos and
Giovanni Montana},
title = {Estimating time-varying brain connectivity networks from functional
{MRI} time series},
journal = {NeuroImage},
volume = {103},
pages = {427--443},
year = {2014},
url = {https://doi.org/10.1016/j.neuroimage.2014.07.033},
doi = {10.1016/J.NEUROIMAGE.2014.07.033},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neuroimage/MontiHSLAM14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sadm/MinasM14,
author = {Christopher Minas and
Giovanni Montana},
title = {Distance-Based Analysis of Variance: Approximate Inference},
journal = {Stat. Anal. Data Min.},
volume = {7},
number = {6},
pages = {450--470},
year = {2014},
url = {https://doi.org/10.1002/sam.11227},
doi = {10.1002/SAM.11227},
timestamp = {Thu, 01 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/sadm/MinasM14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/MinasCM13,
author = {Christopher Minas and
Edward W. J. Curry and
Giovanni Montana},
title = {A distance-based test of association between paired heterogeneous
genomic data},
journal = {Bioinform.},
volume = {29},
number = {20},
pages = {2555--2563},
year = {2013},
url = {https://doi.org/10.1093/bioinformatics/btt450},
doi = {10.1093/BIOINFORMATICS/BTT450},
timestamp = {Mon, 02 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/bioinformatics/MinasCM13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcbi/0006GWM13,
author = {Yue Wang and
Wilson Wen Bin Goh and
Limsoon Wong and
Giovanni Montana},
title = {Random forests on Hadoop for genome-wide association studies of multivariate
neuroimaging phenotypes},
journal = {{BMC} Bioinform.},
volume = {14},
number = {{S-16}},
pages = {S6},
year = {2013},
url = {https://doi.org/10.1186/1471-2105-14-S16-S6},
doi = {10.1186/1471-2105-14-S16-S6},
timestamp = {Sun, 15 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/bmcbi/0006GWM13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jbcb/CozziniJM13,
author = {Alberto Cozzini and
Ajay Jasra and
Giovanni Montana},
title = {Model-Based Clustering with gene Ranking using penalized Mixtures
of heavy-tailed Distributions},
journal = {J. Bioinform. Comput. Biol.},
volume = {11},
number = {3},
year = {2013},
url = {https://doi.org/10.1142/S0219720013410072},
doi = {10.1142/S0219720013410072},
timestamp = {Thu, 04 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jbcb/CozziniJM13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/VounouJWSTRM12,
author = {Maria Vounou and
Eva Janousov{\'{a}} and
Robin Wolz and
Jason L. Stein and
Paul M. Thompson and
Daniel Rueckert and
Giovanni Montana},
title = {Sparse reduced-rank regression detects genetic associations with voxel-wise
longitudinal phenotypes in Alzheimer's disease},
journal = {NeuroImage},
volume = {60},
number = {1},
pages = {700--716},
year = {2012},
url = {https://doi.org/10.1016/j.neuroimage.2011.12.029},
doi = {10.1016/J.NEUROIMAGE.2011.12.029},
timestamp = {Fri, 30 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/neuroimage/VounouJWSTRM12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/SilverJHTM12,
author = {Matt Silver and
Eva Janousov{\'{a}} and
Xue Hua and
Paul M. Thompson and
Giovanni Montana},
title = {Identification of gene pathways implicated in Alzheimer's disease
using longitudinal imaging phenotypes with sparse regression},
journal = {NeuroImage},
volume = {63},
number = {3},
pages = {1681--1694},
year = {2012},
url = {https://doi.org/10.1016/j.neuroimage.2012.08.002},
doi = {10.1016/J.NEUROIMAGE.2012.08.002},
timestamp = {Fri, 30 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/neuroimage/SilverJHTM12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sadm/McWilliamsM12,
author = {Brian McWilliams and
Giovanni Montana},
title = {Multi-view predictive partitioning in high dimensions},
journal = {Stat. Anal. Data Min.},
volume = {5},
number = {4},
pages = {304--321},
year = {2012},
url = {https://doi.org/10.1002/sam.11144},
doi = {10.1002/SAM.11144},
timestamp = {Thu, 01 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/sadm/McWilliamsM12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ida/BerkM12,
author = {Maurice Berk and
Giovanni Montana},
editor = {Jaakko Hollm{\'{e}}n and
Frank Klawonn and
Allan Tucker},
title = {A Skew-t-Normal Multi-level Reduced-Rank Functional {PCA} Model for
the Analysis of Replicated Genomics Time Course Data},
booktitle = {Advances in Intelligent Data Analysis {XI} - 11th International Symposium,
{IDA} 2012, Helsinki, Finland, October 25-27, 2012. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {7619},
pages = {56--66},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-34156-4\_7},
doi = {10.1007/978-3-642-34156-4\_7},
timestamp = {Tue, 14 May 2019 10:00:49 +0200},
biburl = {https://dblp.org/rec/conf/ida/BerkM12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/BerkEM11,
author = {Maurice Berk and
Timothy M. D. Ebbels and
Giovanni Montana},
title = {A statistical framework for biomarker discovery in metabolomic time
course data},
journal = {Bioinform.},
volume = {27},
number = {14},
pages = {1979--1985},
year = {2011},
url = {https://doi.org/10.1093/bioinformatics/btr289},
doi = {10.1093/BIOINFORMATICS/BTR289},
timestamp = {Fri, 27 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/bioinformatics/BerkEM11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/MinasWM11,
author = {Christopher Minas and
Simon J. Waddell and
Giovanni Montana},
title = {Distance-based differential analysis of gene curves},
journal = {Bioinform.},
volume = {27},
number = {22},
pages = {3135--3141},
year = {2011},
url = {https://doi.org/10.1093/bioinformatics/btr528},
doi = {10.1093/BIOINFORMATICS/BTR528},
timestamp = {Mon, 02 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/bioinformatics/MinasWM11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cms/Triantafyllopoulos11,
author = {Kostas Triantafyllopoulos and
Giovanni Montana},
title = {Dynamic modeling of mean-reverting spreads for statistical arbitrage},
journal = {Comput. Manag. Sci.},
volume = {8},
number = {1-2},
pages = {23--49},
year = {2011},
url = {https://doi.org/10.1007/s10287-009-0105-8},
doi = {10.1007/S10287-009-0105-8},
timestamp = {Sun, 10 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/cms/Triantafyllopoulos11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/SilverMN11,
author = {Matt Silver and
Giovanni Montana and
Thomas E. Nichols},
title = {False positives in neuroimaging genetics using voxel-based morphometry
data},
journal = {NeuroImage},
volume = {54},
number = {2},
pages = {992--1000},
year = {2011},
url = {https://doi.org/10.1016/j.neuroimage.2010.08.049},
doi = {10.1016/J.NEUROIMAGE.2010.08.049},
timestamp = {Fri, 13 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neuroimage/SilverMN11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icmla/McWilliamsM11,
author = {Brian McWilliams and
Giovanni Montana},
editor = {Xue{-}wen Chen and
Tharam S. Dillon and
Hisao Ishibuchi and
Jian Pei and
Haixun Wang and
M. Arif Wani},
title = {Predictive Subspace Clustering},
booktitle = {10th International Conference on Machine Learning and Applications
and Workshops, {ICMLA} 2011, Honolulu, Hawaii, USA, December 18-21,
2011. Volume 1: Main Conference},
pages = {247--252},
publisher = {{IEEE} Computer Society},
year = {2011},
url = {https://doi.org/10.1109/ICMLA.2011.117},
doi = {10.1109/ICMLA.2011.117},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icmla/McWilliamsM11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/miua/JanousovaVWGRM11,
author = {Eva Janousov{\'{a}} and
Maria Vounou and
Robin Wolz and
Katherine R. Gray and
Daniel Rueckert and
Giovanni Montana},
editor = {William R. Crum and
Graeme P. Penney},
title = {Fast Brain-Wide Search of Highly Discriminative Regions in Medical
Images: an Application to Alzheimers Disease},
booktitle = {Medical Image Understanding and Analysis - {MIUA} 2011. 15th Annual
Conference, London, UK, July 14-15, 2011. Proceedings},
pages = {17--22},
publisher = {{BMVA}},
year = {2011},
timestamp = {Sun, 22 Feb 2015 17:39:54 +0100},
biburl = {https://dblp.org/rec/conf/miua/JanousovaVWGRM11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neuroimage/VounouNM10,
author = {Maria Vounou and
Thomas E. Nichols and
Giovanni Montana},
title = {Discovering genetic associations with high-dimensional neuroimaging
phenotypes: {A} sparse reduced-rank regression approach},
journal = {NeuroImage},
volume = {53},
number = {3},
pages = {1147--1159},
year = {2010},
url = {https://doi.org/10.1016/j.neuroimage.2010.07.002},
doi = {10.1016/J.NEUROIMAGE.2010.07.002},
timestamp = {Wed, 14 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/neuroimage/VounouNM10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sadm/McWilliamsM10,
author = {Brian McWilliams and
Giovanni Montana},
title = {Sparse partial least squares regression for on-line variable selection
with multivariate data streams},
journal = {Stat. Anal. Data Min.},
volume = {3},
number = {3},
pages = {170--193},
year = {2010},
url = {https://doi.org/10.1002/sam.10074},
doi = {10.1002/SAM.10074},
timestamp = {Thu, 01 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/sadm/McWilliamsM10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/eswa/MontanaTT09,
author = {Giovanni Montana and
Kostas Triantafyllopoulos and
Theodoros Tsagaris},
title = {Flexible least squares for temporal data mining and statistical arbitrage},
journal = {Expert Syst. Appl.},
volume = {36},
number = {2},
pages = {2819--2830},
year = {2009},
url = {https://doi.org/10.1016/j.eswa.2008.01.062},
doi = {10.1016/J.ESWA.2008.01.062},
timestamp = {Fri, 26 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/eswa/MontanaTT09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/hais/MontanaP08,
author = {Giovanni Montana and
Francesco Parrella},
editor = {Emilio Corchado and
Ajith Abraham and
Witold Pedrycz},
title = {Learning to Trade with Incremental Support Vector Regression Experts},
booktitle = {Hybrid Artificial Intelligence Systems, Third International Workshop,
{HAIS} 2008, Burgos, Spain, September 24-26, 2008. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {5271},
pages = {591--598},
publisher = {Springer},
year = {2008},
url = {https://doi.org/10.1007/978-3-540-87656-4\_73},
doi = {10.1007/978-3-540-87656-4\_73},
timestamp = {Tue, 14 May 2019 10:00:51 +0200},
biburl = {https://dblp.org/rec/conf/hais/MontanaP08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sac/MontanaTT08,
author = {Giovanni Montana and
Kostas Triantafyllopoulos and
Theodoros Tsagaris},
editor = {Roger L. Wainwright and
Hisham Haddad},
title = {Data stream mining for market-neutral algorithmic trading},
booktitle = {Proceedings of the 2008 {ACM} Symposium on Applied Computing (SAC),
Fortaleza, Ceara, Brazil, March 16-20, 2008},
pages = {966--970},
publisher = {{ACM}},
year = {2008},
url = {https://doi.org/10.1145/1363686.1363910},
doi = {10.1145/1363686.1363910},
timestamp = {Tue, 06 Nov 2018 11:06:48 +0100},
biburl = {https://dblp.org/rec/conf/sac/MontanaTT08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bib/MontanaH07,
author = {Giovanni Montana and
Clive J. Hoggart},
title = {Statistical software for gene mapping by admixture linkage disequilibrium},
journal = {Briefings Bioinform.},
volume = {8},
number = {6},
pages = {393--395},
year = {2007},
url = {https://doi.org/10.1093/bib/bbm035},
doi = {10.1093/BIB/BBM035},
timestamp = {Thu, 04 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/bib/MontanaH07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bib/Montana06,
author = {Giovanni Montana},
title = {Statistical methods in genetics},
journal = {Briefings Bioinform.},
volume = {7},
number = {3},
pages = {297--308},
year = {2006},
url = {https://doi.org/10.1093/bib/bbl028},
doi = {10.1093/BIB/BBL028},
timestamp = {Thu, 04 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/bib/Montana06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/Montana05,
author = {Giovanni Montana},
title = {HapSim: a simulation tool for generating haplotype data with pre-specified
allele frequencies and {LD} coefficients},
journal = {Bioinform.},
volume = {21},
number = {23},
pages = {4309--4311},
year = {2005},
url = {https://doi.org/10.1093/bioinformatics/bti689},
doi = {10.1093/BIOINFORMATICS/BTI689},
timestamp = {Mon, 02 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/bioinformatics/Montana05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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