Martin Kleinsteuber

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2023

2022

Cluster-Aware Heterogeneous Information Network Embedding.

[BibT_eX]

[DOI]

Proceedings of the WSDM '22: The Fifteenth ACM International Conference on Web Search and Data Mining, Virtual Event / Tempe, AZ, USA, February 21, 2022

On Leveraging Variational Graph Embeddings for Open World Compositional Zero-Shot Learning.

[BibT_eX]

[DOI]

Zhihui Pan

Proceedings of the MM '22: The 30th ACM International Conference on Multimedia, Lisboa, Portugal, October 10, 2022

On Leveraging the Metapath and Entity Aware Subgraphs for Recommendation.

[BibT_eX]

[DOI]

Proceedings of the MCFR@MM 2022: Proceedings of the 1st Workshop on Multimedia Computing towards Fashion Recommendation, 2022

2021

Cash flow prediction: MLP and LSTM compared to ARIMA and Prophet.

[BibT_eX]

[DOI]

Hans Weytjens

Enrico Lohmann

Electron. Commer. Res., 2021

A Framework for Joint Unsupervised Learning of Cluster-Aware Embedding for Heterogeneous Networks.

[BibT_eX]

[DOI]

CoRR, 2021

Variational Embeddings for Community Detection and Node Representation.

[BibT_eX]

[DOI]

CoRR, 2021

Compositional Learning of Image-Text Query for Image Retrieval.

[BibT_eX]

[DOI]

Egor Labintcev

Proceedings of the IEEE Winter Conference on Applications of Computer Vision, 2021

Unsupervised Learning of Joint Embeddings for Node Representation and Community Detection.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning and Knowledge Discovery in Databases. Research Track, 2021

A Contrastive Learning Approach for Compositional Zero-Shot Learning.

[BibT_eX]

[DOI]

Proceedings of the ICMI '21: International Conference on Multimodal Interaction, 2021

2020

Glyphboard: Visual Exploration of High-Dimensional Data Combining Glyphs with Dimensionality Reduction.

[BibT_eX]

[DOI]

IEEE Trans. Vis. Comput. Graph., 2020

Trace Quotient with Sparsity Priors for Learning Low Dimensional Image Representations.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., 2020

Metapath- and Entity-aware Graph Neural Network for Recommendation.

[BibT_eX]

[DOI]

CoRR, 2020

Epitomic Variational Graph Autoencoder.

[BibT_eX]

[DOI]

CoRR, 2020

Mend the Learning Approach, Not the Data: Insights for Ranking E-Commerce Products.

[BibT_eX]

[DOI]

Dmytro Rybalko

Proceedings of the Machine Learning and Knowledge Discovery in Databases. Applied Data Science and Demo Track, 2020

Epitomic Variational Graph Autoencoder.

[BibT_eX]

[DOI]

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

2019

Reconstructible Nonlinear Dimensionality Reduction via Joint Dictionary Learning.

[BibT_eX]

[DOI]

IEEE Trans. Neural Networks Learn. Syst., 2019

Counterfactual Learning from Logs for Improved Ranking of E-Commerce Products.

[BibT_eX]

[DOI]

Dmytro Rybalko

CoRR, 2019

2018

Model-Based Learning of Local Image Features for Unsupervised Texture Segmentation.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2018

Alignment Distances on Systems of Bags.

[BibT_eX]

[DOI]

Alexander Sagel

IEEE Trans. Circuits Syst. Video Technol., 2018

Clustering with Simultaneous Local and Global View of Data: A message passing based approach.

[BibT_eX]

[DOI]

Rana Ali Amjad

CoRR, 2018

Gaussian process for 6-DoF rigid motions.

[BibT_eX]

[DOI]

Muriel Lang

Sandra Hirche

Auton. Robots, 2018

2017

Dynamical Textures Modeling via Joint Video Dictionary Learning.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2017

Data estimation with predictive switching mechanism in wireless sensor networks.

[BibT_eX]

[DOI]

Jyotirmoy Karjee

Int. J. Sens. Networks, 2017

Towards Glyph-based visualizations for big data clustering.

[BibT_eX]

[DOI]

Proceedings of the 10th International Symposium on Visual Information Communication and Interaction, 2017

A Framework for Training Hybrid Recommender Systems.

[BibT_eX]

[DOI]

Proceedings of the 1st Workshop on Intelligent Recommender Systems by Knowledge Transfer & Learning co-located with ACM Conference on Recommender Systems (RecSys 2017), 2017

A RGB/NIR Data Set For Evaluating Dehazing Algorithms.

[BibT_eX]

[DOI]

Proceedings of the Image Quality and System Performance XIV, Electronic Imaging 2017, 2017

2016

Learning Co-Sparse Analysis Operators With Separable Structures.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2016

Network Volume Anomaly Detection and Identification in Large-Scale Networks Based on Online Time-Structured Traffic Tensor Tracking.

[BibT_eX]

[DOI]

Hiroyuki Kasai

Wolfgang Kellerer

IEEE Trans. Netw. Serv. Manag., 2016

A Binary Time Series Model of LTE Scheduling for Machine Learning Prediction.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE 1st International Workshops on Foundations and Applications of Self* Systems (FAS*W), 2016

Joint learning dictionary and discriminative features for high dimensional data.

[BibT_eX]

[DOI]

Proceedings of the 23rd International Conference on Pattern Recognition, 2016

Active classifier selection for RGB-D object categorization using a Markov random field ensemble method.

[BibT_eX]

[DOI]

Proceedings of the Ninth International Conference on Machine Vision, 2016

Trace Quotient Meets Sparsity: A Method for Learning Low Dimensional Image Representations.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE Conference on Computer Vision and Pattern Recognition, 2016

2015

Sample Complexity of Dictionary Learning and Other Matrix Factorizations.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2015

A Bimodal Co-sparse Analysis Model for Image Processing.

[BibT_eX]

[DOI]

Int. J. Comput. Vis., 2015

Learning Driving Scene Prediction from Environmental Perception of Vehicle Fleet Data.

[BibT_eX]

[DOI]

Proceedings of the IEEE 18th International Conference on Intelligent Transportation Systems, 2015

Invertible Nonlinear Dimensionality Reduction via Joint Dictionary Learning.

[BibT_eX]

[DOI]

Proceedings of the Latent Variable Analysis and Signal Separation, 2015

A Block-Jacobi Algorithm for Non-Symmetric Joint Diagonalization of Matrices.

[BibT_eX]

[DOI]

Proceedings of the Latent Variable Analysis and Signal Separation, 2015

Robust Structured Low-Rank Approximation on the Grassmannian.

[BibT_eX]

[DOI]

Proceedings of the Latent Variable Analysis and Signal Separation, 2015

Block-Jacobi Methods with Newton-Steps and Non-unitary Joint Matrix Diagonalization.

[BibT_eX]

[DOI]

Proceedings of the Geometric Science of Information - Second International Conference, 2015

Gaussian process dynamical models over dual quaternions.

[BibT_eX]

[DOI]

Proceedings of the 14th European Control Conference, 2015

Improving Non-profiled Attacks on Exponentiations Based on Clustering and Extracting Leakage from Multi-channel High-Resolution EM Measurements.

[BibT_eX]

[DOI]

Proceedings of the Constructive Side-Channel Analysis and Secure Design, 2015

2014

Joint Matrices Decompositions and Blind Source Separation: A survey of methods, identification, and applications.

[BibT_eX]

[DOI]

IEEE Signal Process. Mag., 2014

pROST: a smoothed ℓ<sub>p</sub>-norm robust online subspace tracking method for background subtraction in video.

[BibT_eX]

[DOI]

Florian Seidel

Mach. Vis. Appl., 2014

Sparse matrices in data analysis.

[BibT_eX]

[DOI]

Nickolay T. Trendafilov

Hui Zou

Comput. Stat., 2014

Robust PCA and subspace tracking from incomplete observations using (ℓ<sub>0</sub>)-surrogates.

[BibT_eX]

[DOI]

Comput. Stat., 2014

Sparse DOA Estimation of Wideband Sound Sources Using Circular Harmonics.

[BibT_eX]

[DOI]

Tim Habigt

CoRR, 2014

On the sample complexity of sparse dictionary learning.

[BibT_eX]

[DOI]

Proceedings of the IEEE Workshop on Statistical Signal Processing, 2014

Vehicle mass estimation based on vehicle vertical dynamics using a multi-model filter.

[BibT_eX]

[DOI]

Proceedings of the 17th International IEEE Conference on Intelligent Transportation Systems, 2014

An ontology-based approach for decentralized monitoring and diagnostics.

[BibT_eX]

[DOI]

Proceedings of the 12th IEEE International Conference on Industrial Informatics, 2014

An adaptive dictionary learning approach for modeling dynamical textures.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2014

Separable cosparse Analysis Operator learning.

[BibT_eX]

[DOI]

Proceedings of the 22nd European Signal Processing Conference, 2014

Co-Sparse Textural Similarity for Interactive Segmentation.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision - ECCV 2014, 2014

2013

Uniqueness Analysis of Non-Unitary Matrix Joint Diagonalization.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2013

Analysis Operator Learning and its Application to Image Reconstruction.

[BibT_eX]

[DOI]

Klaus Diepold

IEEE Trans. Image Process., 2013

Analysis Based Blind Compressive Sensing.

[BibT_eX]

[DOI]

Julian Wörmann

IEEE Signal Process. Lett., 2013

Averaging complex subspaces via a Karcher mean approach.

[BibT_eX]

[DOI]

Signal Process., 2013

pROST : A Smoothed Lp-norm Robust Online Subspace Tracking Method for Realtime Background Subtraction in Video

[BibT_eX]

[DOI]

Florian Seidel

CoRR, 2013

Co-Sparse Textural Similarity for Image Segmentation.

[BibT_eX]

[DOI]

CoRR, 2013

A conjugate gradient algorithm for blind sensor calibration in sparse recovery.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing, 2013

A Knowledge Engineering Methodology for Resource Monitoring in the Industrial Domain.

[BibT_eX]

[DOI]

Lisa Abele

Thorbjørn Hansen

Proceedings of the 7th IFAC Conference on Manufacturing Modelling, Management, and Control, 2013

Combining Knowledge Modeling and Machine Learning for Alarm Root Cause Analysis.

[BibT_eX]

[DOI]

Proceedings of the 7th IFAC Conference on Manufacturing Modelling, Management, and Control, 2013

A Joint Intensity and Depth Co-sparse Analysis Model for Depth Map Super-resolution.

[BibT_eX]

[DOI]

Martin Kiechle

Proceedings of the IEEE International Conference on Computer Vision, 2013

A Geometric Framework for Non-Unitary Joint Diagonalization of Complex Symmetric Matrices.

[BibT_eX]

[DOI]

Proceedings of the Geometric Science of Information - First International Conference, 2013

Separable Dictionary Learning.

[BibT_eX]

[DOI]

Matthias Seibert

Proceedings of the 2013 IEEE Conference on Computer Vision and Pattern Recognition, 2013

2012

Blind Source Separation With Compressively Sensed Linear Mixtures.

[BibT_eX]

[DOI]

IEEE Signal Process. Lett., 2012

Non-Unitary Matrix Joint Diagonalization for Complex Independent Vector Analysis.

[BibT_eX]

[DOI]

EURASIP J. Adv. Signal Process., 2012

Tracking Solutions of Time Varying Linear Inverse Problems.

[BibT_eX]

Proceedings of the ICPRAM 2012, 2012

Cartoon-like image reconstruction via constrained ℓp-minimization.

[BibT_eX]

[DOI]

Klaus Diepold

Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

Algebraic Solutions to Complex Blind Source Separation.

[BibT_eX]

[DOI]

Proceedings of the Latent Variable Analysis and Signal Separation, 2012

A Matrix Joint Diagonalization Approach for Complex Independent Vector Analysis.

[BibT_eX]

[DOI]

Proceedings of the Latent Variable Analysis and Signal Separation, 2012

2011

Identifiability of Complex Blind Source Separation via Non-Unitary Joint Diagonalization

[BibT_eX]

[DOI]

CoRR, 2011

Dense disparity maps from sparse disparity measurements.

[BibT_eX]

[DOI]

Klaus Diepold

Proceedings of the IEEE International Conference on Computer Vision, 2011

A Compressive Sensing Scheme of Frequency Sparse Signals for Mobile and Wearable Platforms.

[BibT_eX]

[DOI]

Stephan da Costa Ribeiro

Andreas Möller

Matthias Kranz

Proceedings of the Computer Aided Systems Theory - EUROCAST 2011, 2011

Resource monitoring in industrial production with knowledge-based models and rules.

[BibT_eX]

[DOI]

Lisa Abele

Thorbjørn Hansen

Proceedings of the 4th workshop on Workshop for Ph.D. students in information & knowledge management, 2011

2010

A differential equation for diagonalizing complex semisimple Lie algebra elements.

[BibT_eX]

[DOI]

Uwe Helmke

Syst. Control. Lett., 2010

Complex Blind Source Separation via Simultaneous Strong Uncorrelating Transform.

[BibT_eX]

[DOI]

Proceedings of the Latent Variable Analysis and Signal Separation, 2010

2008

On the Deterministic CRB for DOA Estimation in Unknown Noise Fields Using Sparse Sensor Arrays.

[BibT_eX]

[DOI]

Abd-Krim Seghouane

IEEE Trans. Signal Process., 2008

Local Convergence Analysis of FastICA and Related Algorithms.

[BibT_eX]

[DOI]

IEEE Trans. Neural Networks, 2008

Rolling Stiefel manifolds.

[BibT_eX]

[DOI]

Fatima Silva Leite

Int. J. Syst. Sci., 2008

2007

An Intrinsic CG Algorithm for Computing Dominant Subspaces.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2007

Efficient geometric methods for kernel density estimation based Independent Component Analysis.

[BibT_eX]

[DOI]

Proceedings of the 15th European Signal Processing Conference, 2007

2006

Spin Dynamics: A Paradigm for Time Optimal Control on Compact Lie Groups.

[BibT_eX]

[DOI]

J. Glob. Optim., 2006

2004

Jacobi's Algorithm on Compact Lie Algebras.

[BibT_eX]

[DOI]

Uwe Helmke