Christian Beecks

Proceedings of the Proceedings 27th International Conference on Extending Database Technology, 2024

2023

Risk Identification of Data Science Projects: A Literature Review.

[BibT_eX]

[DOI]

Proceedings of the Lernen, 2023

Interpreting Black-box Machine Learning Models for High Dimensional Datasets.

[BibT_eX]

[DOI]

Proceedings of the 10th IEEE International Conference on Data Science and Advanced Analytics, 2023

Gaussian Process Component Mining with the Apriori Algorithm.

[BibT_eX]

[DOI]

Proceedings of the Database and Expert Systems Applications, 2023

Prototyping a Virtual Tutor with Modular Teaching Styles.

[BibT_eX]

[DOI]

Proceedings of the DELFI 2023, 2023

Towards Automated Clustering.

[BibT_eX]

[DOI]

Georg Stefan Schlake

Proceedings of the IEEE International Conference on Big Data, 2023

Knowledge Graphs for Competency-Based Education.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Big Data, 2023

A Knowledge Graph for Query-Induced Analyses of Hierarchically Structured Time Series Information.

[BibT_eX]

[DOI]

Proceedings of the New Trends in Database and Information Systems, 2023

2022

Automated Model Inference for Gaussian Processes: An Overview of State-of-the-Art Methods and Algorithms.

[BibT_eX]

[DOI]

SN Comput. Sci., 2022

Interpreting Black-box Machine Learning Models for High Dimensional Datasets.

[BibT_eX]

[DOI]

CoRR, 2022

Dynamically Self-adjusting Gaussian Processes for Data Stream Modelling.

[BibT_eX]

[DOI]

Proceedings of the KI 2022: Advances in Artificial Intelligence, 2022

A Comparative Performance Analysis of Fast K-Means Clustering Algorithms.

[BibT_eX]

[DOI]

Proceedings of the Information Integration and Web Intelligence, 2022

Evaluating the Lottery Ticket Hypothesis to Sparsify Neural Networks for Time Series Classification.

[BibT_eX]

[DOI]

Proceedings of the 38th IEEE International Conference on Data Engineering Workshops, 2022

Sample-based Kernel Structure Learning with Deep Neural Networks for Automated Structure Discovery.

[BibT_eX]

[DOI]

Alexander Graß

Till Döhmen

Proceedings of the 38th IEEE International Conference on Data Engineering Workshops, 2022

GitSchemas: A Dataset for Automating Relational Data Preparation Tasks.

[BibT_eX]

[DOI]

Proceedings of the 38th IEEE International Conference on Data Engineering Workshops, 2022

Tracing Patterns in Electrophysiological Time Series Data.

[BibT_eX]

[DOI]

Proceedings of the 9th IEEE International Conference on Data Science and Advanced Analytics, 2022

Analysis of Extracellular Potential Recordings by High-Density Micro-electrode Arrays of Pancreatic Islets.

[BibT_eX]

[DOI]

Proceedings of the Database and Expert Systems Applications, 2022

2021

Local Gaussian Process Model Inference Classification for Time Series Data.

[BibT_eX]

[DOI]

Joschka Hannes Strueber

Proceedings of the SSDBM 2021: 33rd International Conference on Scientific and Statistical Database Management, 2021

Complexity-Adaptive Gaussian Process Model Inference for Large-Scale Data.

[BibT_eX]

[DOI]

Proceedings of the 2021 SIAM International Conference on Data Mining, 2021

Stochastic Time Series Representation for Interval Pattern Mining via Gaussian Processes.

[BibT_eX]

[DOI]

Proceedings of the 2021 SIAM International Conference on Data Mining, 2021

knowlEdge Project -Concept, Methodology and Innovations for Artificial Intelligence in Industry 4.0.

[BibT_eX]

[DOI]

Proceedings of the 19th IEEE International Conference on Industrial Informatics, 2021

On Kernel Search Based Gaussian Process Anomaly Detection.

[BibT_eX]

[DOI]

Andreas Besginow

Markus Lange-Hegermann

Proceedings of the Innovative Intelligent Industrial Production and Logistics, 2021

LOGIC: Probabilistic Machine Learning for Time Series Classification.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Data Mining, 2021

Automated Kernel Search for Gaussian Processes on Data Streams.

[BibT_eX]

[DOI]

Vinoth Pandian Sermuga Pandian

Proceedings of the 2021 IEEE International Conference on Big Data (Big Data), 2021

2020

MetaMorph: AI Assistance to Transform Lo-Fi Sketches to Higher Fidelities.

[BibT_eX]

[DOI]

Sarah Suleri

Matthias Jarke

Proceedings of the OzCHI '20: 32nd Australian Conference on Human-Computer-Interaction, 2020

Towards Gaussian Processes for Automatic and Interpretable Anomaly Detection in Industry 4.0.

[BibT_eX]

[DOI]

Markus Lange-Hegermann

Proceedings of the International Conference on Innovative Intelligent Industrial Production and Logistics, 2020

3CS Algorithm for Efficient Gaussian Process Model Retrieval.

[BibT_eX]

[DOI]

Proceedings of the 25th International Conference on Pattern Recognition, 2020

Machine Learning for Storage Location Prediction in Industrial High Bay Warehouses.

[BibT_eX]

[DOI]

Timo Ramsdorf

Proceedings of the Pattern Recognition. ICPR International Workshops and Challenges, 2020

Large-scale Retrieval of Bayesian Machine Learning Models for Time Series Data via Gaussian Processes.

[BibT_eX]

[DOI]

Proceedings of the 12th International Joint Conference on Knowledge Discovery, 2020

Towards Large-scale Gaussian Process Models for Efficient Bayesian Machine Learning.

[BibT_eX]

[DOI]

Proceedings of the 9th International Conference on Data Science, 2020

Automatic Gaussian Process Model Retrieval for Big Data.

[BibT_eX]

[DOI]

Proceedings of the CIKM '20: The 29th ACM International Conference on Information and Knowledge Management, 2020

2019

lifeXplore at the Lifelog Search Challenge 2019.

[BibT_eX]

[DOI]

Andreas Leibetseder

Bernd Münzer

Manfred Jürgen Primus

Proceedings of the ACM Workshop on Lifelog Search Challenge, 2019

V3C1 Dataset: An Evaluation of Content Characteristics.

[BibT_eX]

[DOI]

Proceedings of the 2019 on International Conference on Multimedia Retrieval, 2019

Gaussian Processes for Anomaly Description in Production Environments.

[BibT_eX]

[DOI]

Proceedings of the Workshops of the EDBT/ICDT 2019 Joint Conference, 2019

A New Approach for Efficient Structure Discovery in IoT.

[BibT_eX]

[DOI]

Proceedings of the 2019 IEEE International Conference on Big Data (IEEE BigData), 2019

Ptolemaic Indexing for Managing and Querying Internet of Things (IoT) Data.

[BibT_eX]

[DOI]

Kjeld Willy Schmidt

Proceedings of the 2019 IEEE International Conference on Big Data (IEEE BigData), 2019

2018

Video retrieval in laparoscopic video recordings with dynamic content descriptors.

[BibT_eX]

[DOI]

Multim. Tools Appl., 2018

Unsupervised Anomaly Detection in Production Lines.

[BibT_eX]

[DOI]

Alexander Graß

José Angel Carvajal Soto

Proceedings of the Machine Learning for Cyber Physical Systems, 2018

Machine Learning for Enhanced Waste Quantity Reduction: Insights from the MONSOON Industry 4.0 Project.

[BibT_eX]

[DOI]

Shreekantha Devasya

Ruben Schlutter

Proceedings of the Machine Learning for Cyber Physical Systems, 2018

Efficient Point-Based Pattern Search in 3D Motion Capture Databases.

[BibT_eX]

[DOI]

Alexander Grass

Proceedings of the 6th IEEE International Conference on Future Internet of Things and Cloud, 2018

Metric Indexing for Efficient Data Access in the Internet of Things.

[BibT_eX]

[DOI]

Alexander Grass

Shreekantha Devasya

Proceedings of the IEEE International Conference on Big Data (IEEE BigData 2018), 2018

Optimal k-Nearest-Neighbor Query Processing via Multiple Lower Bound Approximations.

[BibT_eX]

[DOI]

Max Berrendorf

Proceedings of the IEEE International Conference on Big Data (IEEE BigData 2018), 2018

2017

Automated Pattern Analysis in Gesture Research: Similarity Measuring in 3D Motion Capture Models of Communicative Action.

[BibT_eX]

[DOI]

Digit. Humanit. Q., 2017

When content-based video retrieval and human computation unite: Towards effective collaborative video search.

[BibT_eX]

[DOI]

Bernd Münzer

Manfred Jürgen Primus

Proceedings of the 2017 IEEE International Conference on Multimedia & Expo Workshops, 2017

Large-Scale Endoscopic Image and Video Linking with Gradient-Based Signatures.

[BibT_eX]

[DOI]

Sabrina Kletz

Proceedings of the Third IEEE International Conference on Multimedia Big Data, 2017

2016

Efficient Query Processing in 3D Motion Capture Gesture Databases.

[BibT_eX]

[DOI]

Int. J. Semantic Comput., 2016

A Distance-Based Approach for Semantic Dissimilarity in Knowledge Graphs.

[BibT_eX]

[DOI]

Proceedings of the Tenth IEEE International Conference on Semantic Computing, 2016

Finding the chameleon in your video collection.

[BibT_eX]

[DOI]

Marco A. Hudelist

Proceedings of the 7th International Conference on Multimedia Systems, 2016

Collaborative Video Search Combining Video Retrieval with Human-Based Visual Inspection.

[BibT_eX]

[DOI]

Proceedings of the MultiMedia Modeling - 22nd International Conference, 2016

A New Tool for Collaborative Video Search via Content-based Retrieval and Visual Inspection.

[BibT_eX]

[DOI]

Wolfgang Hürst

Algernon Ip Vai Ching

Marco A. Hudelist

Manfred Jürgen Primus

Proceedings of the 2016 ACM Conference on Multimedia Conference, 2016

Content-based retrieval in videos from laparoscopic surgery.

[BibT_eX]

[DOI]

Proceedings of the Medical Imaging 2016: Image-Guided Procedures, Robotic Interventions, and Modeling, San Diego, California, United States, 27 February, 2016

Effect of Heuristics on Serendipity in Path-Based Storytelling with Linked Data.

[BibT_eX]

[DOI]

Proceedings of the Human Interface and the Management of Information: Information, Design and Interaction, 2016

Normalized Semantic Web Distance.

[BibT_eX]

[DOI]

Proceedings of the Semantic Web. Latest Advances and New Domains, 2016

Efficient Query Processing using the Earth's Mover Distance in Video Databases.

[BibT_eX]

[DOI]

Proceedings of the 19th International Conference on Extending Database Technology, 2016

Multi-step threshold algorithm for efficient feature-based query processing in large-scale multimedia databases.

[BibT_eX]

[DOI]

Alexander Graß

Proceedings of the 2016 IEEE International Conference on Big Data (IEEE BigData 2016), 2016

2015

Efficient similarity search in scientific databases with feature signatures.

[BibT_eX]

[DOI]

Proceedings of the 27th International Conference on Scientific and Statistical Database Management, 2015

Spatiotemporal Similarity Search in 3D Motion Capture Gesture Streams.

[BibT_eX]

[DOI]

Proceedings of the Advances in Spatial and Temporal Databases, 2015

FELICITY: A Flexible Video Similarity Search Framework Using the Earth Mover's Distance.

[BibT_eX]

[DOI]

Proceedings of the Similarity Search and Applications - 8th International Conference, 2015

Content-Based Image Retrieval with Gaussian Mixture Models.

[BibT_eX]

[DOI]

Proceedings of the MultiMedia Modeling - 21st International Conference, 2015

Mining Sequential Patterns of Event Streams in a Smart Home Application.

[BibT_eX]

[DOI]

Proceedings of the LWA 2015 Workshops: KDML, 2015

Effective Content-Based Near-Duplicate Video Detection.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE International Symposium on Multimedia, 2015

Earth Mover's Distance vs. Quadratic form Distance: An Analytical and Empirical Comparison.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE International Symposium on Multimedia, 2015

Endoscopic Video Retrieval: A Signature-Based Approach for Linking Endoscopic Images with Video Segments.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE International Symposium on Multimedia, 2015

Efficient Query Processing in 3D Motion Capture Databases via Lower Bound Approximation of the Gesture Matching Distance.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE International Symposium on Multimedia, 2015

Efficient Distance-Based Gestural Pattern Mining in Spatiotemporal 3D Motion Capture Databases.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Data Mining Workshop, 2015

Improving Semantic Relatedness in Paths for Storytelling with Linked Data on the Web.

[BibT_eX]

[DOI]

Proceedings of the Semantic Web: ESWC 2015 Satellite Events - ESWC 2015 Satellite Events Portorož, Slovenia, May 31, 2015

Large-scale Efficient and Effective Video Similarity Search.

[BibT_eX]

[DOI]

Proceedings of the 2015 Workshop on Large-Scale and Distributed System for Information Retrieval, 2015

Gradient-based Signatures for Efficient Similarity Search in Large-scale Multimedia Databases.

[BibT_eX]

[DOI]

Proceedings of the 24th ACM International Conference on Information and Knowledge Management, 2015

On efficient content-based near-duplicate video detection.

[BibT_eX]

[DOI]

Proceedings of the 13th International Workshop on Content-Based Multimedia Indexing, 2015

Optimizing Sequential Pattern Mining Within Multiple Streams.

[BibT_eX]

[DOI]

Proceedings of the Datenbanksysteme für Business, Technologie und Web (BTW 2015), 2015

Sequential Pattern Mining of Multimodal Streams in the Humanities.

[BibT_eX]

[DOI]

Proceedings of the Datenbanksysteme für Business, 2015

Distance-based Multimedia Indexing.

[BibT_eX]

[DOI]

Proceedings of the Datenbanksysteme für Business, Technologie und Web (BTW 2015), 2015

Gradient-based signatures for big multimedia data.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE International Conference on Big Data (IEEE BigData 2015), Santa Clara, CA, USA, October 29, 2015

2014

On stability of signature-based similarity measures for content-based image retrieval.

[BibT_eX]

[DOI]

Steffen Kirchhoff

Multim. Tools Appl., 2014

On the Stability of Signature-Based Distance Functions for Content-Based Image Retrieval.

[BibT_eX]

[DOI]

Steffen Kirchhoff

Proceedings of the 16th LWA Workshops: KDML, 2014

The Normalized Freebase Distance.

[BibT_eX]

[DOI]

Proceedings of the Semantic Web: ESWC 2014 Satellite Events, 2014

Efficient Filter Approximation Using the Earth Mover's Distance in Very Large Multimedia Databases with Feature Signatures.

[BibT_eX]

[DOI]

Proceedings of the 23rd ACM International Conference on Conference on Information and Knowledge Management, 2014

On Efficient Query Processing with the Earth Mover's Distance.

[BibT_eX]

[DOI]

Proceedings of the 7th Workshop on Ph.D Students, 2014

Towards Named-Entity-based Similarity Measures: Challenges and Opportunities.

[BibT_eX]

[DOI]

Proceedings of the 7th International Workshop on Exploiting Semantic Annotations in Information Retrieval, 2014

2013

Distance based similarity models for content based multimedia retrieval.

[BibT_eX]

[DOI]

PhD thesis, 2013

Ptolemaic access methods: Challenging the reign of the metric space model.

[BibT_eX]

[DOI]

Inf. Syst., 2013

Signature matching distance for content-based image retrieval.

[BibT_eX]

[DOI]

Steffen Kirchhoff

Proceedings of the International Conference on Multimedia Retrieval, 2013

Content-based exploration of multimedia databases.

[BibT_eX]

[DOI]

Proceedings of the 11th International Workshop on Content-Based Multimedia Indexing, 2013

2012

The ClasSi coefficient for the evaluation of ranking quality in the presence of class similarities.

[BibT_eX]

[DOI]

Frontiers Comput. Sci., 2012

Combining CPU and GPU architectures for fast similarity search.

[BibT_eX]

[DOI]

Distributed Parallel Databases, 2012

On Stability of Adaptive Similarity Measures for Content-Based Image Retrieval.

[BibT_eX]

[DOI]

Proceedings of the Advances in Multimedia Modeling - 18th International Conference, 2012

2011

Ptolemaic indexing of the signature quadratic form distance.

[BibT_eX]

[DOI]

Proceedings of the Fourth International Conference on Similarity Search and Applications, 2011

Parameterized earth mover's distance for efficient metric space indexing.

[BibT_eX]

[DOI]

Proceedings of the Fourth International Conference on Similarity Search and Applications, 2011

Applying similarity search for the investigation of the fuel injection process.

[BibT_eX]

[DOI]

Proceedings of the Fourth International Conference on Similarity Search and Applications, 2011

<i>L</i>2-Signature Quadratic Form Distance for Efficient Query Processing in Very Large Multimedia Databases.

[BibT_eX]

[DOI]

Proceedings of the Advances in Multimedia Modeling, 2011

Content-Based Multimedia Retrieval in the Presence of Unknown User Preferences.

[BibT_eX]

[DOI]

Ira Assent

Proceedings of the Advances in Multimedia Modeling, 2011

Modeling multimedia contents through probabilistic feature signatures.

[BibT_eX]

[DOI]

Proceedings of the 19th International Conference on Multimedia 2011, Scottsdale, AZ, USA, November 28, 2011

Indexing the signature quadratic form distance for efficient content-based multimedia retrieval.

[BibT_eX]

[DOI]

Proceedings of the 1st International Conference on Multimedia Retrieval, 2011

3D Image Browsing on Mobile Devices.

[BibT_eX]

[DOI]

David Ahlström

Proceedings of the 2011 IEEE International Symposium on Multimedia, 2011

Analyzing the inner workings of the Signature Quadratic Form Distance.

[BibT_eX]

[DOI]

Proceedings of the 2011 IEEE International Conference on Multimedia and Expo, 2011

Modeling image similarity by Gaussian mixture models and the Signature Quadratic Form Distance.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Computer Vision, 2011

Processing the signature quadratic form distance on many-core GPU architectures.

[BibT_eX]

[DOI]

Proceedings of the 20th ACM Conference on Information and Knowledge Management, 2011

2010

Similarity matrix compression for efficient signature quadratic form distance computation.

[BibT_eX]

[DOI]

Proceedings of the Third International Workshop on Similarity Search and Applications, 2010

Index support for content-based multimedia exploration.

[BibT_eX]

[DOI]

Philip Driessen

Proceedings of the 18th International Conference on Multimedia 2010, 2010

Improving the Efficiency of Content-Based Multimedia Exploration.

[BibT_eX]

[DOI]

Sascha Wiedenfeld

Proceedings of the 20th International Conference on Pattern Recognition, 2010

A comparative study of similarity measures for content-based multimedia retrieval.

[BibT_eX]

[DOI]

Proceedings of the 2010 IEEE International Conference on Multimedia and Expo, 2010

Visual speaker model exploration.

[BibT_eX]

[DOI]

Proceedings of the 2010 IEEE International Conference on Multimedia and Expo, 2010

Efficient k-nearest neighbor queries with the Signature Quadratic Form Distance.

[BibT_eX]

[DOI]

Proceedings of the Workshops Proceedings of the 26th International Conference on Data Engineering, 2010

Signature Quadratic Form Distance.

[BibT_eX]

[DOI]

Proceedings of the 9th ACM International Conference on Image and Video Retrieval, 2010

2009

Signature quadratic form distances for content-based similarity.

[BibT_eX]

[DOI]

Proceedings of the 17th International Conference on Multimedia 2009, 2009

Exploring multimedia databases via optimization-based relevance feedback and the earth mover's distance.

[BibT_eX]

[DOI]

Proceedings of the 18th ACM Conference on Information and Knowledge Management, 2009

Metrische Anpassung der Earth Mover's Distanz zur Ähnlichkeitssuche in Multimedia-Datenbanken.

[BibT_eX]

[DOI]

Marc Wichterich

Proceedings of the Datenbanksysteme in Business, 2009

Relevance Feedback for the Earth Mover's Distance.

[BibT_eX]

[DOI]

Proceedings of the Adaptive Multimedia Retrieval. Understanding Media and Adapting to the User, 2009

2008

Ranking multimedia databases via relevance feedback with history and foresight support.

[BibT_eX]

[DOI]

Marc Wichterich