Christian Beecks

Publication Activity (10 Years)

Years Active: 2008-2024
Publications (10 Years): 59

Top Venues

IEEE BigData

ISM

CIKM

ICDE Workshops

RWTH Aachen University (PHD)

Education History

RWTH Aachen University

PHD

Publications

Jan David Hüwel, Christian Beecks
Frequent Component Analysis for Large Time Series Databases with Gaussian Processes. EDBT (2024)
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) (2024)
Andreas Besginow, Jan David Hüwel, Thomas Pawellek, Christian Beecks, Markus Lange-Hegermann
On the Laplace Approximation as Model Selection Criterion for Gaussian Processes. CoRR (2024)
Max Pernklau, Christian Beecks
Towards Ptolemaic metric properties of the z-normalized Euclidean distance for multivariate time series indexing. ICDEW (2024)
Georg Stefan Schlake, Christian Beecks
Towards Automated Clustering. BigData (2023)
Jan David Hüwel, Christian Beecks
Gaussian Process Component Mining with the Apriori Algorithm. DEXA (2) (2023)
Andrea Linxen, Simone Opel, Stephanie Ebbing, Christian Beecks
Prototyping a Virtual Tutor with Modular Teaching Styles. DELFI (2023)
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)
Maike Holtkemper, Maria Potanin, Alexander Oberst, Christian Beecks
Risk Identification of Data Science Projects: A Literature Review. LWDA (2023)
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)
Andrea Linxen, Florian Endel, Simone Opel, Christian Beecks
Knowledge Graphs for Competency-Based Education. BigData (2023)
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)
Jan David Hüwel, Florian Haselbeck, Dominik G. Grimm, Christian Beecks
Dynamically Self-adjusting Gaussian Processes for Data Stream Modelling. KI (2022)
Jan David Hüwel, Anne Gresch, Fabian Berns, Ruben Koch, Martina Düfer, Christian Beecks
Tracing Patterns in Electrophysiological Time Series Data. DSAA (2022)
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 (2022)
Till Döhmen, Madelon Hulsebos, Christian Beecks, Sebastian Schelter
GitSchemas: A Dataset for Automating Relational Data Preparation Tasks. ICDE Workshops (2022)
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)
Alexander Graß, Till Döhmen, Christian Beecks
Sample-based Kernel Structure Learning with Deep Neural Networks for Automated Structure Discovery. ICDE Workshops (2022)
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) (2022)
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)
Fabian Berns, Jan David Hüwel, Christian Beecks
LOGIC: Probabilistic Machine Learning for Time Series Classification. ICDM (2021)
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)
Jan David Hüwel, Fabian Berns, Christian Beecks
Automated Kernel Search for Gaussian Processes on Data Streams. IEEE BigData (2021)
Fabian Berns, Christian Beecks
Stochastic Time Series Representation for Interval Pattern Mining via Gaussian Processes. SDM (2021)
Fabian Berns, Christian Beecks
Complexity-Adaptive Gaussian Process Model Inference for Large-Scale Data. SDM (2021)
Fabian Berns, Joschka Hannes Strueber, Christian Beecks
Local Gaussian Process Model Inference Classification for Time Series Data. SSDBM (2021)
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)
Fabian Berns, Christian Beecks
Large-scale Retrieval of Bayesian Machine Learning Models for Time Series Data via Gaussian Processes. KDIR (2020)
Fabian Berns, Christian Beecks
Towards Large-scale Gaussian Process Models for Efficient Bayesian Machine Learning. DATA (2020)
Fabian Berns, Markus Lange-Hegermann, Christian Beecks
Towards Gaussian Processes for Automatic and Interpretable Anomaly Detection in Industry 4.0. IN4PL (2020)
Vinoth Pandian Sermuga Pandian, Sarah Suleri, Christian Beecks, Matthias Jarke
MetaMorph: AI Assistance to Transform Lo-Fi Sketches to Higher Fidelities. OZCHI (2020)
Fabian Berns, Kjeld Schmidt, Ingolf Bracht, Christian Beecks
3CS Algorithm for Efficient Gaussian Process Model Retrieval. ICPR (2020)
Fabian Berns, Christian Beecks
Automatic Gaussian Process Model Retrieval for Big Data. CIKM (2020)
Fabian Berns, Timo Ramsdorf, Christian Beecks
Machine Learning for Storage Location Prediction in Industrial High Bay Warehouses. ICPR Workshops (4) (2020)
Fabian Berns, Luca Rossetto, Klaus Schoeffmann, Christian Beecks, George Awad
V3C1 Dataset: An Evaluation of Content Characteristics. ICMR (2019)
Christian Beecks, Fabian Berns, Kjeld Willy Schmidt
Ptolemaic Indexing for Managing and Querying Internet of Things (IoT) Data. IEEE BigData (2019)
Fabian Berns, Kjeld Willy Schmidt, Alexander Grass, Christian Beecks
A New Approach for Efficient Structure Discovery in IoT. IEEE BigData (2019)
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)
Christian Beecks, Kjeld Willy Schmidt, Fabian Berns, Alexander Graß
Gaussian Processes for Anomaly Description in Production Environments. EDBT/ICDT Workshops (2019)
Christian Beecks, Max Berrendorf
Optimal k-Nearest-Neighbor Query Processing via Multiple Lower Bound Approximations. IEEE BigData (2018)
Alexander Graß, Christian Beecks, José Angel Carvajal Soto
Unsupervised Anomaly Detection in Production Lines. ML4CPS (2018)
Christian Beecks, Alexander Grass
Efficient Point-Based Pattern Search in 3D Motion Capture Databases. FiCloud (2018)
Christian Beecks, Shreekantha Devasya, Ruben Schlutter
Machine Learning for Enhanced Waste Quantity Reduction: Insights from the MONSOON Industry 4.0 Project. ML4CPS (2018)
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) (2018)
Christian Beecks, Alexander Grass, Shreekantha Devasya
Metric Indexing for Efficient Data Access in the Internet of Things. IEEE BigData (2018)
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)
Christian Beecks, Sabrina Kletz, Klaus Schoeffmann
Large-Scale Endoscopic Image and Video Linking with Gradient-Based Signatures. BigMM (2017)
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)
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)
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)
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)
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)
Christian Beecks, Merih Seran Uysal, Thomas Seidl
Distance-based Multimedia Indexing. EDBT (2016)
Christian Beecks, Alexander Graß
Multi-step threshold algorithm for efficient feature-based query processing in large-scale multimedia databases. IEEE BigData (2016)
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) (2016)
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)
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)
Marco A. Hudelist, Christian Beecks, Klaus Schoeffmann
Finding the chameleon in your video collection. MMSys (2016)
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)
Christian Beecks, Merih Seran Uysal, Thomas Seidl
Distance-based Multimedia Indexing. BTW Workshops (2015)
Christian Beecks, Marwan Hassani, Florian Obeloer, Thomas Seidl
Efficient Distance-Based Gestural Pattern Mining in Spatiotemporal 3D Motion Capture Databases. ICDM Workshops (2015)
Christian Beecks, Merih Seran Uysal, Judith Hermanns, Thomas Seidl
Gradient-based Signatures for Efficient Similarity Search in Large-scale Multimedia Databases. CIKM (2015)
Christian Beecks, Merih Seran Uysal, Thomas Seidl
Earth Mover's Distance vs. Quadratic form Distance: An Analytical and Empirical Comparison. ISM (2015)
Merih Seran Uysal, Christian Beecks, Daniel Sabinasz, Thomas Seidl
FELICITY: A Flexible Video Similarity Search Framework Using the Earth Mover's Distance. SISAP (2015)
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)
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)
Merih Seran Uysal, Christian Beecks, Daniel Sabinasz, Thomas Seidl
Large-scale Efficient and Effective Video Similarity Search. LSDS-IR@CIKM (2015)
Merih Seran Uysal, Christian Beecks, Thomas Seidl
On efficient content-based near-duplicate video detection. CBMI (2015)
Merih Seran Uysal, Christian Beecks, Daniel Sabinasz, Thomas Seidl
Effective Content-Based Near-Duplicate Video Detection. ISM (2015)
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)
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)
Merih Seran Uysal, Christian Beecks, Jochen Schmücking, Thomas Seidl
Efficient similarity search in scientific databases with feature signatures. SSDBM (2015)
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)
Christian Beecks, Merih Seran Uysal, Thomas Seidl
Gradient-based signatures for big multimedia data. IEEE BigData (2015)
Christian Beecks, Merih Seran Uysal, Thomas Seidl
Content-Based Image Retrieval with Gaussian Mixture Models. MMM (1) (2015)
Marwan Hassani, Christian Beecks, Daniel Töws, Thomas Seidl
Mining Sequential Patterns of Event Streams in a Smart Home Application. LWA (2015)
Daniel Töws, Marwan Hassani, Christian Beecks, Thomas Seidl
Optimizing Sequential Pattern Mining Within Multiple Streams. BTW Workshops (2015)
Christian Beecks, Steffen Kirchhoff, Thomas Seidl
On the Stability of Signature-Based Distance Functions for Content-Based Image Retrieval. LWA (2014)
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)
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)
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)
Christian Beecks, Steffen Kirchhoff, Thomas Seidl
On stability of signature-based similarity measures for content-based image retrieval. Multim. Tools Appl. 71 (1) (2014)
Merih Seran Uysal, Christian Beecks, Thomas Seidl
On Efficient Query Processing with the Earth Mover's Distance. PIKM@CIKM (2014)
Christian Beecks, Merih Seran Uysal, Philip Driessen, Thomas Seidl
Content-based exploration of multimedia databases. CBMI (2013)
Magnus Lie Hetland, Tomás Skopal, Jakub Lokoc, Christian Beecks
Ptolemaic access methods: Challenging the reign of the metric space model. Inf. Syst. 38 (7) (2013)
Christian Beecks, Steffen Kirchhoff, Thomas Seidl
Signature matching distance for content-based image retrieval. ICMR (2013)
Christian Beecks, Thomas Seidl
On Stability of Adaptive Similarity Measures for Content-Based Image Retrieval. MMM (2012)
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) (2012)
Martin Krulis, Tomás Skopal, Jakub Lokoc, Christian Beecks
Combining CPU and GPU architectures for fast similarity search. Distributed Parallel Databases 30 (3-4) (2012)
Christian Beecks, Anca Maria Ivanescu, Steffen Kirchhoff, Thomas Seidl
Modeling image similarity by Gaussian mixture models and the Signature Quadratic Form Distance. ICCV (2011)
Christian Beecks, Ira Assent, Thomas Seidl
Content-Based Multimedia Retrieval in the Presence of Unknown User Preferences. MMM (1) (2011)
Martin Krulis, Jakub Lokoc, Christian Beecks, Tomás Skopal, Thomas Seidl
Processing the signature quadratic form distance on many-core GPU architectures. CIKM (2011)
Christian Beecks, Anca Maria Ivanescu, Steffen Kirchhoff, Thomas Seidl
Modeling multimedia contents through probabilistic feature signatures. ACM Multimedia (2011)
Christian Beecks, Jakub Lokoc, Thomas Seidl, Tomás Skopal
Indexing the signature quadratic form distance for efficient content-based multimedia retrieval. ICMR (2011)
Christian Beecks, Thomas Seidl
Analyzing the inner workings of the Signature Quadratic Form Distance. ICME (2011)
Klaus Schoeffmann, David Ahlström, Christian Beecks
3D Image Browsing on Mobile Devices. ISM (2011)
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)
Christian Beecks, Merih Seran Uysal, Thomas Seidl
2-Signature Quadratic Form Distance for Efficient Query Processing in Very Large Multimedia Databases. MMM (1) (2011)
Jakub Lokoc, Christian Beecks, Thomas Seidl, Tomás Skopal
Parameterized earth mover's distance for efficient metric space indexing. SISAP (2011)
Jakub Lokoc, Magnus Lie Hetland, Tomás Skopal, Christian Beecks
Ptolemaic indexing of the signature quadratic form distance. SISAP (2011)

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Publication Activity (10 Years)

Top Topics

Top Venues

Christian Beecks