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independent component analysis

116 papers

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Also known as

ICA

Co-occurring keywords

blind source separation (62) representation learning (6174) source separation (132) unsupervised learning (3255) feature extraction (1578) causal inference (1619) causal discovery (459) tensor decomposition (374) gaussian noise (56) generative model (2889)

Papers

Towards efficient representation identification in supervised learning CLEAR 2022
On Finite-Sample Identifiability of Contrastive Learning-Based Nonlinear Independent Component Analysis ICML 2022
Artistic Style Discovery With Independent Components CVPR 2022
Learning Bijective Feature Maps for Linear ICA AISTATS 2021
Stochastic Approximation for Online Tensorial Independent Component Analysis COLT 2021
Shared Independent Component Analysis for Multi-Subject Neuroimaging NIPS 2021
Contrastive Learning Inverts the Data Generating Process ICML 2021
Joint Online Multichannel Acoustic Echo Cancellation, Speech Dereverberation and Source Separation INTERSPEECH 2021
A Normative and Biologically Plausible Algorithm for Independent Component Analysis NIPS 2021
Local Disentanglement in Variational Auto-Encoders Using Jacobian $L_1$ Regularization NIPS 2021
On Linear Identifiability of Learned Representations ICML 2021
Independent mechanism analysis, a new concept? NIPS 2021
Modeling Shared responses in Neuroimaging Studies through MultiView ICA NIPS 2020
Causal Mosaic: Cause-Effect Inference via Nonlinear ICA and Ensemble Method AISTATS 2020
ICE-BeeM: Identifiable Conditional Energy-Based Deep Models Based on Nonlinear ICA NIPS 2020
A Semi-Blind Source Separation Approach for Speech Dereverberation INTERSPEECH 2020
Relative gradient optimization of the Jacobian term in unsupervised deep learning NIPS 2020
Similarity-and-Independence-Aware Beamformer: Method for Target Source Extraction Using Magnitude Spectrogram as Reference INTERSPEECH 2020
Independent Skill Transfer for Deep Reinforcement Learning IJCAI 2020
Stochastic algorithms with descent guarantees for ICA AISTATS 2019
Likelihood-Free Overcomplete ICA and Applications In Causal Discovery NIPS 2019
Overcomplete Independent Component Analysis via SDP AISTATS 2019
Learning Overcomplete, Low Coherence Dictionaries with Linear Inference JMLR 2019
Robustifying Independent Component Analysis by Adjusting for Group-Wise Stationary Noise JMLR 2019
The Incomplete Rosetta Stone problem: Identifiability results for Multi-view Nonlinear ICA UAI 2019