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Christian Beecks

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affiliation (since 2021): University of Hagen, Germany
affiliation (since 2017): Fraunhofer Institute for Applied Information Technology FIT, Sankt Augustin, Germany
affiliation (2018-2021): University of Münster, Germany
affiliation (2007-2017): RWTH Aachen University, Germany

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2020 – today

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2024
[j9]
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Enrico Alberti, Sergio Álvarez-Napagao, Víctor Anaya, Marta Barroso, Cristian Barrué, Christian Beecks, Letizia Bergamasco, Sisay Adugna Chala, Victor Gimenez-Abalos, Alexander Graß, Daniel Hinjos, Maike Holtkemper, Natalia Jakubiak, Alexandros Nizamis, Edoardo Pristeri, Miquel Sànchez-Marrè, Georg Stefan Schlake, Jona Scholz, Gabriele Scivoletto, Stefan Walter:
AI Lifecycle Zero-Touch Orchestration within the Edge-to-Cloud Continuum for Industry 5.0. Syst. 12(2): 48 (2024)
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Jan David Hüwel, Christian Beecks:
Frequent Component Analysis for Large Time Series Databases with Gaussian Processes. EDBT 2024: 617-622
[i2]
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Andreas Besginow, Jan David Hüwel, Thomas Pawellek, Christian Beecks, Markus Lange-Hegermann:
On the Laplace Approximation as Model Selection Criterion for Gaussian Processes. CoRR abs/2403.09215 (2024)
2023
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Alexander Graß, Christian Beecks, Sisay Adugna Chala, Christoph Lange, Stefan Decker:
A Knowledge Graph for Query-Induced Analyses of Hierarchically Structured Time Series Information. ADBIS (Short Papers) 2023: 174-184
[c98]
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Andrea Linxen, Florian Endel, Simone Opel, Christian Beecks:
Knowledge Graphs for Competency-Based Education. IEEE Big Data 2023: 2942-2945
[c97]
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Georg Stefan Schlake, Christian Beecks:
Towards Automated Clustering. IEEE Big Data 2023: 6268-6270
[c96]
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Andrea Linxen, Simone Opel, Stephanie Ebbing, Christian Beecks:
Prototyping a Virtual Tutor with Modular Teaching Styles. DELFI 2023: 56
[c95]
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Jan David Hüwel, Christian Beecks:
Gaussian Process Component Mining with the Apriori Algorithm. DEXA (2) 2023: 423-429
[c94]
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Md. Rezaul Karim, Md Shajalal, Alexander Graß, Till Döhmen, Sisay Adugna Chala, Alexander Boden, Christian Beecks, Stefan Decker:
Interpreting Black-box Machine Learning Models for High Dimensional Datasets. DSAA 2023: 1-10
[c93]
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Maike Holtkemper, Maria Potanin, Alexander Oberst, Christian Beecks:
Risk Identification of Data Science Projects: A Literature Review. LWDA 2023: 1-13
2022
[j8]
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Fabian Berns, Jan David Hüwel, Christian Beecks:
Automated Model Inference for Gaussian Processes: An Overview of State-of-the-Art Methods and Algorithms. SN Comput. Sci. 3(4): 300 (2022)
[c92]
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Jan David Hüwel, Anne Gresch, Tim Berger, Martina Düfer, Christian Beecks:
Analysis of Extracellular Potential Recordings by High-Density Micro-electrode Arrays of Pancreatic Islets. DEXA (2) 2022: 270-276
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Jan David Hüwel, Anne Gresch, Fabian Berns, Ruben Koch, Martina Düfer, Christian Beecks:
Tracing Patterns in Electrophysiological Time Series Data. DSAA 2022: 1-10
[c90]
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Georg Stefan Schlake, Jan David Hüwel, Fabian Berns, Christian Beecks:
Evaluating the Lottery Ticket Hypothesis to Sparsify Neural Networks for Time Series Classification. ICDE Workshops 2022: 70-73
[c89]
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Till Döhmen, Madelon Hulsebos, Christian Beecks, Sebastian Schelter:
GitSchemas: A Dataset for Automating Relational Data Preparation Tasks. ICDE Workshops 2022: 74-78
[c88]
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Alexander Graß, Till Döhmen, Christian Beecks:
Sample-based Kernel Structure Learning with Deep Neural Networks for Automated Structure Discovery. ICDE Workshops 2022: 79-83
[c87]
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Christian Beecks, Fabian Berns, Jan David Hüwel, Andrea Linxen, Georg Stefan Schlake, Tim Düsterhus:
A Comparative Performance Analysis of Fast K-Means Clustering Algorithms. iiWAS 2022: 119-125
[c86]
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Jan David Hüwel, Florian Haselbeck, Dominik G. Grimm, Christian Beecks:
Dynamically Self-adjusting Gaussian Processes for Data Stream Modelling. KI 2022: 96-114
[i1]
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Md. Rezaul Karim, Md Shajalal, Alexander Graß, Till Döhmen, Sisay Adugna Chala, Christian Beecks, Stefan Decker:
Interpreting Black-box Machine Learning Models for High Dimensional Datasets. CoRR abs/2208.13405 (2022)
2021
[c85]
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Jan David Hüwel, Fabian Berns, Christian Beecks:
Automated Kernel Search for Gaussian Processes on Data Streams. IEEE BigData 2021: 3584-3588
[c84]
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Fabian Berns, Jan David Hüwel, Christian Beecks:
LOGIC: Probabilistic Machine Learning for Time Series Classification. ICDM 2021: 1000-1005
[c83]
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Jan David Hüwel, Andreas Besginow, Fabian Berns, Markus Lange-Hegermann, Christian Beecks:
On Kernel Search Based Gaussian Process Anomaly Detection. IN4PL (Revised Selected Papers) 2021: 1-23
[c82]
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  - conf/indin/Alvarez-Napagao21
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Sergio Álvarez-Napagao, Boki Ashmore, Marta Barroso, Cristian Barrué, Christian Beecks, Fabian Berns, Ilaria Bosi, Sisay Adugna Chala, Nicola Ciulli, Marta Garcia-Gasulla, Alexander Grass, Dimosthenis Ioannidis, Natalia Jakubiak, Karl Köpke, Ville Lämsä, Pedro Megias, Alexandros Nizamis, Claudio Pastrone, Rosaria Rossini, Miquel Sànchez-Marrè, Luca Ziliotti:
knowlEdge Project -Concept, Methodology and Innovations for Artificial Intelligence in Industry 4.0. INDIN 2021: 1-7
[c81]
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Fabian Berns, Christian Beecks:
Stochastic Time Series Representation for Interval Pattern Mining via Gaussian Processes. SDM 2021: 10-18
[c80]
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Fabian Berns, Christian Beecks:
Complexity-Adaptive Gaussian Process Model Inference for Large-Scale Data. SDM 2021: 360-368
[c79]
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Fabian Berns, Joschka Hannes Strueber, Christian Beecks:
Local Gaussian Process Model Inference Classification for Time Series Data. SSDBM 2021: 209-213
2020
[c78]
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Fabian Berns, Christian Beecks:
Automatic Gaussian Process Model Retrieval for Big Data. CIKM 2020: 1965-1968
[c77]
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Fabian Berns, Christian Beecks:
Towards Large-scale Gaussian Process Models for Efficient Bayesian Machine Learning. DATA 2020: 275-282
[c76]
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Fabian Berns, Christian Beecks:
Large-scale Retrieval of Bayesian Machine Learning Models for Time Series Data via Gaussian Processes. KDIR 2020: 71-80
[c75]
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Fabian Berns, Timo Ramsdorf, Christian Beecks:
Machine Learning for Storage Location Prediction in Industrial High Bay Warehouses. ICPR Workshops (4) 2020: 650-661
[c74]
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Fabian Berns, Kjeld Schmidt, Ingolf Bracht, Christian Beecks:
3CS Algorithm for Efficient Gaussian Process Model Retrieval. ICPR 2020: 1773-1780
[c73]
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Fabian Berns, Markus Lange-Hegermann, Christian Beecks:
Towards Gaussian Processes for Automatic and Interpretable Anomaly Detection in Industry 4.0. IN4PL 2020: 87-92
[c72]
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Vinoth Pandian Sermuga Pandian, Sarah Suleri, Christian Beecks, Matthias Jarke:
MetaMorph: AI Assistance to Transform Lo-Fi Sketches to Higher Fidelities. OZCHI 2020: 403-412

2010 – 2019

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2019
[c71]
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Christian Beecks, Fabian Berns, Kjeld Willy Schmidt:
Ptolemaic Indexing for Managing and Querying Internet of Things (IoT) Data. IEEE BigData 2019: 4148-4151
[c70]
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Fabian Berns, Kjeld Willy Schmidt, Alexander Grass, Christian Beecks:
A New Approach for Efficient Structure Discovery in IoT. IEEE BigData 2019: 4152-4156
[c69]
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Christian Beecks, Kjeld Willy Schmidt, Fabian Berns, Alexander Graß:
Gaussian Processes for Anomaly Description in Production Environments. EDBT/ICDT Workshops 2019
[c68]
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Andreas Leibetseder, Bernd Münzer, Manfred Jürgen Primus, Sabrina Kletz, Klaus Schoeffmann, Fabian Berns, Christian Beecks:
lifeXplore at the Lifelog Search Challenge 2019. LSC@ICMR 2019: 13-17
[c67]
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Fabian Berns, Luca Rossetto, Klaus Schoeffmann, Christian Beecks, George Awad:
V3C1 Dataset: An Evaluation of Content Characteristics. ICMR 2019: 334-338
2018
[j7]
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Klaus Schoeffmann, Heinrich Husslein, Sabrina Kletz, Stefan Petscharnig, Bernd Münzer, Christian Beecks:
Video retrieval in laparoscopic video recordings with dynamic content descriptors. Multim. Tools Appl. 77(13): 16813-16832 (2018)
[c66]
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Christian Beecks, Max Berrendorf:
Optimal k-Nearest-Neighbor Query Processing via Multiple Lower Bound Approximations. IEEE BigData 2018: 614-623
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Christian Beecks, Alexander Grass, Shreekantha Devasya:
Metric Indexing for Efficient Data Access in the Internet of Things. IEEE BigData 2018: 5132-5136
[c64]
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Christian Beecks, Alexander Grass:
Efficient Point-Based Pattern Search in 3D Motion Capture Databases. FiCloud 2018: 230-235
[c63]
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Christian Beecks, Shreekantha Devasya, Ruben Schlutter:
Machine Learning for Enhanced Waste Quantity Reduction: Insights from the MONSOON Industry 4.0 Project. ML4CPS 2018: 1-6
[c62]
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Alexander Graß, Christian Beecks, José Angel Carvajal Soto:
Unsupervised Anomaly Detection in Production Lines. ML4CPS 2018: 18-25
2017
[j6]
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Daniel Schüller, Christian Beecks, Marwan Hassani, Jennifer Hinnell, Bela Brenger, Thomas Seidl, Irene Mittelberg:
Automated Pattern Analysis in Gesture Research: Similarity Measuring in 3D Motion Capture Models of Communicative Action. Digit. Humanit. Q. 11(2) (2017)
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Christian Beecks, Sabrina Kletz, Klaus Schoeffmann:
Large-Scale Endoscopic Image and Video Linking with Gradient-Based Signatures. BigMM 2017: 17-21
[c60]
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Bernd Münzer, Manfred Jürgen Primus, Marco A. Hudelist, Christian Beecks, Wolfgang Hürst, Klaus Schoeffmann:
When content-based video retrieval and human computation unite: Towards effective collaborative video search. ICME Workshops 2017: 214-219
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Christian Beecks, Felix Borutta, Peer Kröger, Thomas Seidl:
Similarity Search and Applications - 10th International Conference, SISAP 2017, Munich, Germany, October 4-6, 2017, Proceedings. Lecture Notes in Computer Science 10609, Springer 2017, ISBN 978-3-319-68473-4 [contents]
2016
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Christian Beecks, Marwan Hassani, Bela Brenger, Jennifer Hinnell, Daniel Schüller, Irene Mittelberg, Thomas Seidl:
Efficient Query Processing in 3D Motion Capture Gesture Databases. Int. J. Semantic Comput. 10(1): 5-26 (2016)
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Christian Beecks, Alexander Graß:
Multi-step threshold algorithm for efficient feature-based query processing in large-scale multimedia databases. IEEE BigData 2016: 596-605
[c58]
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Merih Seran Uysal, Christian Beecks, Daniel Sabinasz, Jochen Schmücking, Thomas Seidl:
Efficient Query Processing using the Earth's Mover Distance in Video Databases. EDBT 2016: 389-400
[c57]
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Christian Beecks, Merih Seran Uysal, Thomas Seidl:
Distance-based Multimedia Indexing. EDBT 2016: 722-723
[c56]
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Tom De Nies, Christian Beecks, Fréderic Godin, Wesley De Neve, Grzegorz Stepien, Dörthe Arndt, Laurens De Vocht, Ruben Verborgh, Thomas Seidl, Erik Mannens, Rik Van de Walle:
Normalized Semantic Web Distance. ESWC 2016: 69-84
[c55]
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Laurens De Vocht, Christian Beecks, Ruben Verborgh, Erik Mannens, Thomas Seidl, Rik Van de Walle:
Effect of Heuristics on Serendipity in Path-Based Storytelling with Linked Data. HCI (4) 2016: 238-251
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Klaus Schoeffmann, Christian Beecks, Mathias Lux, Merih Seran Uysal, Thomas Seidl:
Content-based retrieval in videos from laparoscopic surgery. Medical Imaging: Image-Guided Procedures 2016: 97861V
[c53]
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Wolfgang Hürst, Algernon Ip Vai Ching, Marco A. Hudelist, Manfred Jürgen Primus, Klaus Schoeffmann, Christian Beecks:
A New Tool for Collaborative Video Search via Content-based Retrieval and Visual Inspection. ACM Multimedia 2016: 731-732
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Marco A. Hudelist, Claudiu Cobârzan, Christian Beecks, Rob van de Werken, Sabrina Kletz, Wolfgang Hürst, Klaus Schoeffmann:
Collaborative Video Search Combining Video Retrieval with Human-Based Visual Inspection. MMM (2) 2016: 400-405
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Marco A. Hudelist, Christian Beecks, Klaus Schoeffmann:
Finding the chameleon in your video collection. MMSys 2016: 31:1-31:4
[c50]
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Tom De Nies, Christian Beecks, Fréderic Godin, Wesley De Neve, Grzegorz Stepien, Dörthe Arndt, Laurens De Vocht, Ruben Verborgh, Thomas Seidl, Erik Mannens, Rik Van de Walle:
A Distance-Based Approach for Semantic Dissimilarity in Knowledge Graphs. ICSC 2016: 254-257
2015
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Christian Beecks, Merih Seran Uysal, Thomas Seidl:
Gradient-based signatures for big multimedia data. IEEE BigData 2015: 2834-2835
[c48]
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Daniel Töws, Marwan Hassani, Christian Beecks, Thomas Seidl:
Optimizing Sequential Pattern Mining Within Multiple Streams. BTW Workshops 2015: 223-232
[c47]
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Christian Beecks, Merih Seran Uysal, Thomas Seidl:
Distance-based Multimedia Indexing. BTW Workshops 2015: 265-268
[c46]
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Marwan Hassani, Christian Beecks, Daniel Töws, Tatiana Serbina, Max Haberstroh, Paula Niemietz, Sabina Jeschke, Stella Neumann, Thomas Seidl:
Sequential Pattern Mining of Multimodal Streams in the Humanities. BTW 2015: 683-686
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Merih Seran Uysal, Christian Beecks, Thomas Seidl:
On efficient content-based near-duplicate video detection. CBMI 2015: 1-6
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Merih Seran Uysal, Christian Beecks, Daniel Sabinasz, Thomas Seidl:
Large-scale Efficient and Effective Video Similarity Search. LSDS-IR@CIKM 2015: 3-8
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Christian Beecks, Merih Seran Uysal, Judith Hermanns, Thomas Seidl:
Gradient-based Signatures for Efficient Similarity Search in Large-scale Multimedia Databases. CIKM 2015: 1241-1250
[c42]
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Laurens De Vocht, Christian Beecks, Ruben Verborgh, Thomas Seidl, Erik Mannens, Rik Van de Walle:
Improving Semantic Relatedness in Paths for Storytelling with Linked Data on the Web. ESWC (Satellite Events) 2015: 31-35
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Christian Beecks, Marwan Hassani, Florian Obeloer, Thomas Seidl:
Efficient Distance-Based Gestural Pattern Mining in Spatiotemporal 3D Motion Capture Databases. ICDM Workshops 2015: 1425-1432
[c40]
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Christian Beecks, Klaus Schoeffmann, Mathias Lux, Merih Seran Uysal, Thomas Seidl:
Endoscopic Video Retrieval: A Signature-Based Approach for Linking Endoscopic Images with Video Segments. ISM 2015: 33-38
[c39]
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Christian Beecks, Marwan Hassani, Florian Obeloer, Thomas Seidl:
Efficient Query Processing in 3D Motion Capture Databases via Lower Bound Approximation of the Gesture Matching Distance. ISM 2015: 148-153
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Christian Beecks, Merih Seran Uysal, Thomas Seidl:
Earth Mover's Distance vs. Quadratic form Distance: An Analytical and Empirical Comparison. ISM 2015: 233-236
[c37]
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Merih Seran Uysal, Christian Beecks, Daniel Sabinasz, Thomas Seidl:
Effective Content-Based Near-Duplicate Video Detection. ISM 2015: 254-257
[c36]
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Marwan Hassani, Christian Beecks, Daniel Töws, Thomas Seidl:
Mining Sequential Patterns of Event Streams in a Smart Home Application. LWA 2015: 159-170
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Christian Beecks, Merih Seran Uysal, Thomas Seidl:
Content-Based Image Retrieval with Gaussian Mixture Models. MMM (1) 2015: 294-305
[c34]
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Merih Seran Uysal, Christian Beecks, Daniel Sabinasz, Thomas Seidl:
FELICITY: A Flexible Video Similarity Search Framework Using the Earth Mover's Distance. SISAP 2015: 347-350
[c33]
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Christian Beecks, Marwan Hassani, Jennifer Hinnell, Daniel Schüller, Bela Brenger, Irene Mittelberg, Thomas Seidl:
Spatiotemporal Similarity Search in 3D Motion Capture Gesture Streams. SSTD 2015: 355-372
[c32]
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Merih Seran Uysal, Christian Beecks, Jochen Schmücking, Thomas Seidl:
Efficient similarity search in scientific databases with feature signatures. SSDBM 2015: 30:1-30:12
2014
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Christian Beecks, Steffen Kirchhoff, Thomas Seidl:
On stability of signature-based similarity measures for content-based image retrieval. Multim. Tools Appl. 71(1): 349-362 (2014)
[c31]
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Tom De Nies, Christian Beecks, Wesley De Neve, Thomas Seidl, Erik Mannens, Rik Van de Walle:
Towards Named-Entity-based Similarity Measures: Challenges and Opportunities. ESAIR 2014: 9-11
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Merih Seran Uysal, Christian Beecks, Thomas Seidl:
On Efficient Query Processing with the Earth Mover's Distance. PIKM@CIKM 2014: 25-32
[c29]
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Merih Seran Uysal, Christian Beecks, Jochen Schmücking, Thomas Seidl:
Efficient Filter Approximation Using the Earth Mover's Distance in Very Large Multimedia Databases with Feature Signatures. CIKM 2014: 979-988
[c28]
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Fréderic Godin, Tom De Nies, Christian Beecks, Laurens De Vocht, Wesley De Neve, Erik Mannens, Thomas Seidl, Rik Van de Walle:
The Normalized Freebase Distance. ESWC (Satellite Events) 2014: 218-221
[c27]
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Christian Beecks, Steffen Kirchhoff, Thomas Seidl:
On the Stability of Signature-Based Distance Functions for Content-Based Image Retrieval. LWA 2014: 226
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Thomas Seidl, Marwan Hassani, Christian Beecks:
Proceedings of the 16th LWA Workshops: KDML, IR and FGWM, Aachen, Germany, September 8-10, 2014. CEUR Workshop Proceedings 1226, CEUR-WS.org 2014 [contents]
2013
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Christian Beecks:
Distance based similarity models for content based multimedia retrieval. RWTH Aachen University, 2013, pp. 1-204
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Magnus Lie Hetland, Tomás Skopal, Jakub Lokoc, Christian Beecks:
Ptolemaic access methods: Challenging the reign of the metric space model. Inf. Syst. 38(7): 989-1006 (2013)
[c26]
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Christian Beecks, Merih Seran Uysal, Philip Driessen, Thomas Seidl:
Content-based exploration of multimedia databases. CBMI 2013: 59-64
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Christian Beecks, Steffen Kirchhoff, Thomas Seidl:
Signature matching distance for content-based image retrieval. ICMR 2013: 41-48
2012
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Martin Krulis, Tomás Skopal, Jakub Lokoc, Christian Beecks:
Combining CPU and GPU architectures for fast similarity search. Distributed Parallel Databases 30(3-4): 179-207 (2012)
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Anca Maria Ivanescu, Marc Wichterich, Christian Beecks, Thomas Seidl:
The ClasSi coefficient for the evaluation of ranking quality in the presence of class similarities. Frontiers Comput. Sci. 6(5): 568-580 (2012)
[c24]
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Christian Beecks, Thomas Seidl:
On Stability of Adaptive Similarity Measures for Content-Based Image Retrieval. MMM 2012: 346-357
2011
[c23]
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Martin Krulis, Jakub Lokoc, Christian Beecks, Tomás Skopal, Thomas Seidl:
Processing the signature quadratic form distance on many-core GPU architectures. CIKM 2011: 2373-2376
[c22]
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Christian Beecks, Anca Maria Ivanescu, Steffen Kirchhoff, Thomas Seidl:
Modeling image similarity by Gaussian mixture models and the Signature Quadratic Form Distance. ICCV 2011: 1754-1761
[c21]
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Christian Beecks, Thomas Seidl:
Analyzing the inner workings of the Signature Quadratic Form Distance. ICME 2011: 1-6
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Klaus Schoeffmann, David Ahlström, Christian Beecks:
3D Image Browsing on Mobile Devices. ISM 2011: 335-336
[c19]
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Christian Beecks, Jakub Lokoc, Thomas Seidl, Tomás Skopal:
Indexing the signature quadratic form distance for efficient content-based multimedia retrieval. ICMR 2011: 24
[c18]
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Christian Beecks, Anca Maria Ivanescu, Steffen Kirchhoff, Thomas Seidl:
Modeling multimedia contents through probabilistic feature signatures. ACM Multimedia 2011: 1433-1436
[c17]
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Christian Beecks, Ira Assent, Thomas Seidl:
Content-Based Multimedia Retrieval in the Presence of Unknown User Preferences. MMM (1) 2011: 140-150
[c16]
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Christian Beecks, Merih Seran Uysal, Thomas Seidl:
L2-Signature Quadratic Form Distance for Efficient Query Processing in Very Large Multimedia Databases. MMM (1) 2011: 381-391
[c15]
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Jakub Lokoc, Magnus Lie Hetland, Tomás Skopal, Christian Beecks:
Ptolemaic indexing of the signature quadratic form distance. SISAP 2011: 9-16
[c14]
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Christian Beecks, Anca Maria Ivanescu, Thomas Seidl, Diana Martin, Philipp Pischke, Reinhold Kneer:
Applying similarity search for the investigation of the fuel injection process. SISAP 2011: 117-118
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Jakub Lokoc, Christian Beecks, Thomas Seidl, Tomás Skopal:
Parameterized earth mover's distance for efficient metric space indexing. SISAP 2011: 121-122
2010
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Christian Beecks, Merih Seran Uysal, Thomas Seidl:
Signature Quadratic Form Distance. CIVR 2010: 438-445
[c11]
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Christian Beecks, Merih Seran Uysal, Thomas Seidl:
Efficient k-nearest neighbor queries with the Signature Quadratic Form Distance. ICDE Workshops 2010: 10-15
[c10]
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Christian Beecks, Thilo Stadelmann, Bernd Freisleben, Thomas Seidl:
Visual speaker model exploration. ICME 2010: 727-728
[c9]
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Christian Beecks, Merih Seran Uysal, Thomas Seidl:
A comparative study of similarity measures for content-based multimedia retrieval. ICME 2010: 1552-1557
[c8]
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Christian Beecks, Sascha Wiedenfeld, Thomas Seidl:
Improving the Efficiency of Content-Based Multimedia Exploration. ICPR 2010: 3163-3166
[c7]
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Christian Beecks, Philip Driessen, Thomas Seidl:
Index support for content-based multimedia exploration. ACM Multimedia 2010: 999-1002
[c6]
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Christian Beecks, Merih Seran Uysal, Thomas Seidl:
Similarity matrix compression for efficient signature quadratic form distance computation. SISAP 2010: 109-114

2000 – 2009

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2009
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Marc Wichterich, Christian Beecks, Martin Sundermeyer, Thomas Seidl:
Relevance Feedback for the Earth Mover's Distance. Adaptive Multimedia Retrieval 2009: 72-86
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Christian Beecks, Marc Wichterich, Thomas Seidl:
Metrische Anpassung der Earth Mover's Distanz zur Ähnlichkeitssuche in Multimedia-Datenbanken. BTW 2009: 207-216
[c3]
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Marc Wichterich, Christian Beecks, Martin Sundermeyer, Thomas Seidl:
Exploring multimedia databases via optimization-based relevance feedback and the earth mover's distance. CIKM 2009: 1621-1624
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Christian Beecks, Merih Seran Uysal, Thomas Seidl:
Signature quadratic form distances for content-based similarity. ACM Multimedia 2009: 697-700
2008
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Marc Wichterich, Christian Beecks, Thomas Seidl:
Ranking multimedia databases via relevance feedback with history and foresight support. ICDE Workshops 2008: 596-599

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