Methods › General › Dimensionality Reduction › ICA › Papers, page 2
Independent Component Analysis
ICA
Papers archive 2025-07-28
archive papers tagged: 261 · with a code link: 72 · where Syntology ran a sample: 15 (13 with a run with no instrument failure, 2 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (15 of 261 tagged: 13 with a run with no instrument failure, 2 where every run was a failure of Syntology's instrument)
Page 2 of 3: papers 101 to 200 of 261, newest first by the archive's date (ties by slug), in archive order.
Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code, as “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the instrument figure counts failures of Syntology's instrument, not of the code. It is per sample and not a correctness claim. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from.
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Deep Deterministic Independent Component Analysis for Hyperspectral Unmixing 7 Feb 2022 · 1 repository · arXiv:2202.02951
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Configurable Independent Component Analysis Preprocessing Accelerator 10 Jan 2022 · 0 repositories · arXiv:2201.03206
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Differentiable Gaussianization Layers for Inverse Problems Regularized by Deep Generative Models 7 Dec 2021 · 1 repository · arXiv:2112.03860Syntology 7 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 1 violated, 0 with no contract checked; 6 where Syntology's instrument failed) · 8 unverified (of 15 harvested samples)
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Binary Independent Component Analysis: A Non-stationarity-based Approach 30 Nov 2021 · 1 repository · arXiv:2111.15431
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Second-order Approximation of Minimum Discrimination Information in Independent Component Analysis 30 Nov 2021 · 0 repositories · arXiv:2111.15060
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A Normative and Biologically Plausible Algorithm for Independent Component Analysis 17 Nov 2021 · 0 repositories · arXiv:2111.08858
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Exploring latent networks in resting-state fMRI using voxel-to-voxel causal modeling feature selection 15 Nov 2021 · 0 repositories · arXiv:2111.07488
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Spectral unmixing of Raman microscopic images of single human cells using Independent Component Analysis 25 Oct 2021 · 0 repositories · arXiv:2110.13189
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Cortical representations of Auditory Perception using Graph Independent Component on EEG 21 Oct 2021 · 0 repositories · arXiv:2110.12904
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Similarity-and-Independence-Aware Beamformer with Iterative Casting and Boost Start for Target Source Extraction Using Reference 18 Oct 2021 · 0 repositories · arXiv:2110.09019
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Compressive Independent Component Analysis: Theory and Algorithms 15 Oct 2021 · 1 repository · arXiv:2110.08045
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Discovery of Single Independent Latent Variable 12 Oct 2021 · 1 repository · arXiv:2110.05887Syntology official (archive's flag): 3 ran · 3 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (of 4 harvested samples)
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Automatic Identification of the End-Diastolic and End-Systolic Cardiac Frames from Invasive Coronary Angiography Videos 6 Oct 2021 · 0 repositories · arXiv:2110.02844
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Nonlinear ICA Using Volume-Preserving Transformations 29 Sep 2021 · 0 repositories
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Improving Phenotype Prediction using Long-Range Spatio-Temporal Dynamics of Functional Connectivity 7 Sep 2021 · 1 repository · arXiv:2109.03115
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Inference via Sparse Coding in a Hierarchical Vision Model 3 Aug 2021 · 1 repository · arXiv:2108.01548
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Assessment of Deep Learning-based Heart Rate Estimation using Remote Photoplethysmography under Different Illuminations 28 Jul 2021 · 0 repositories · arXiv:2107.13193
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Disentanglement via Mechanism Sparsity Regularization: A New Principle for Nonlinear ICA 21 Jul 2021 · 1 repository · arXiv:2107.10098
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Functional Magnetic Resonance Imaging data augmentation through conditional ICA 11 Jul 2021 · 2 repositories · arXiv:2107.06104
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Using Optimization Algorithms for Control of Multiple Output DC-DC Converters 10 Jul 2021 · 0 repositories · arXiv:2107.04778
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Atlas-Based Segmentation of Intracochlear Anatomy in Metal Artifact Affected CT Images of the Ear with Co-trained Deep Neural Networks 8 Jul 2021 · 0 repositories · arXiv:2107.03987
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Disentangling Identifiable Features from Noisy Data with Structured Nonlinear ICA 17 Jun 2021 · 1 repository · arXiv:2106.09620Syntology official (archive's flag): 23 ran · 23 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 4 honoured, 1 violated, 0 with no contract checked; 18 where Syntology's instrument failed) · 17 unverified (of 40 harvested samples)
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I Don't Need u: Identifiable Non-Linear ICA Without Side Information 9 Jun 2021 · 1 repository · arXiv:2106.05238
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Deriving Autism Spectrum Disorder Functional Networks from RS-FMRI Data using Group ICA and Dictionary Learning 7 Jun 2021 · 1 repository · arXiv:2106.09000
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Higher-order tensor independent component analysis to realize MIMO remote sensing of respiration and heartbeat signals 3 May 2021 · 0 repositories · arXiv:2105.00723
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The Effects of Spectral Dimensionality Reduction on Hyperspectral Pixel Classification: A Case Study 1 Apr 2021 · 0 repositories · arXiv:2104.00788
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FRITL: A Hybrid Method for Causal Discovery in the Presence of Latent Confounders 26 Mar 2021 · 0 repositories · arXiv:2103.14238
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Learning Stable Representations with Full Encoder 25 Mar 2021 · 0 repositories · arXiv:2103.14082
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Adaptive Multi-View ICA: Estimation of noise levels for optimal inference 22 Feb 2021 · 0 repositories · arXiv:2102.10964
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Nonlinear Independent Component Analysis for Discrete-Time and Continuous-Time Signals 4 Feb 2021 · 1 repository · arXiv:2102.02876
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Representation learning for maximization of MI, nonlinear ICA and nonlinear subspaces with robust density ratio estimation 6 Jan 2021 · 0 repositories · arXiv:2101.02083
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Self-supervised Disentangled Representation Learning 1 Jan 2021 · 0 repositories
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Stochastic Approximation for Online Tensorial Independent Component Analysis 28 Dec 2020 · 0 repositories · arXiv:2012.14415
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Fat Tailed Factors 27 Nov 2020 · 0 repositories · arXiv:2011.13637
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An Open Framework for Remote-PPG Methods and their Assessment 26 Nov 2020 · 1 repository
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Joint analysis of structural connectivity and cortical surface features: correlates with mild traumatic brain injury 18 Nov 2020 · 0 repositories · arXiv:2012.03671
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Spectral independent component analysis with noise modeling for M/EEG source separation 21 Aug 2020 · 0 repositories · arXiv:2008.09693
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Nonlinear ISA with Auxiliary Variables for Learning Speech Representations 25 Jul 2020 · 0 repositories · arXiv:2007.12948
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Automated Intracranial Artery Labeling using a Graph Neural Network and Hierarchical Refinement 11 Jul 2020 · 1 repository · arXiv:2007.14472
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Electromyogram (EMG) Removal by Adding Sources of EMG (ERASE) -- A novel ICA-based algorithm for removing myoelectric artifacts from EEG -- Part 2 7 Jul 2020 · 0 repositories · arXiv:2007.03136
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Electromyogram (EMG) Removal by Adding Sources of EMG (ERASE) -- A novel ICA-based algorithm for removing myoelectric artifacts from EEG -- Part 1 6 Jul 2020 · 0 repositories · arXiv:2007.03130
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On Linear Identifiability of Learned Representations 1 Jul 2020 · 0 repositories · arXiv:2007.00810
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Hidden Markov Nonlinear ICA: Unsupervised Learning from Nonstationary Time Series 22 Jun 2020 · 1 repository · arXiv:2006.12107Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
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Independent Component Analysis for Trustworthy Cyberspace during High Impact Events: An Application to Covid-19 1 Jun 2020 · 0 repositories · arXiv:2006.01284
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Deep Learning and Bayesian Deep Learning Based Gender Prediction in Multi-Scale Brain Functional Connectivity 18 May 2020 · 0 repositories · arXiv:2005.08431
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Early soft and flexible fusion of EEG and fMRI via tensor decompositions 12 May 2020 · 0 repositories · arXiv:2005.07134
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Understanding l4-based Dictionary Learning: Interpretation, Stability, and Robustness 1 May 2020 · 1 repository
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Hybrid 2-stage Imperialist Competitive Algorithm with Ant Colony Optimization for Solving Multi-Depot Vehicle Routing Problem 7 Apr 2020 · 0 repositories · arXiv:2005.04157
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Imperialist Competitive Algorithm with Independence and Constrained Assimilation for Solving 0-1 Multidimensional Knapsack Problem 14 Mar 2020 · 0 repositories · arXiv:2003.06617
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Amateur Drones Detection: A machine learning approach utilizing the acoustic signals in the presence of strong interference 28 Feb 2020 · 0 repositories · arXiv:2003.01519
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ICE-BeeM: Identifiable Conditional Energy-Based Deep Models Based on Nonlinear ICA 26 Feb 2020 · 1 repository · arXiv:2002.11537Syntology official (archive's flag): 2 ran · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 4 harvested samples) · 1 pointer-only (licence)
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Learning Bijective Feature Maps for Linear ICA 18 Feb 2020 · 0 repositories · arXiv:2002.07766
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Disentanglement by Nonlinear ICA with General Incompressible-flow Networks (GIN) 14 Jan 2020 · 1 repository · arXiv:2001.04872Syntology 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 5 harvested samples)
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WICA: nonlinear weighted ICA 13 Jan 2020 · 1 repository · arXiv:2001.04147
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Robust Pose Invariant Shape and Texture based Hand Recognition 22 Dec 2019 · 0 repositories · arXiv:1912.10373
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Using image-extracted features to determine heart rate and blink duration for driver sleepiness detection 4 Nov 2019 · 0 repositories · arXiv:1911.01333
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Robust contrastive learning and nonlinear ICA in the presence of outliers 1 Nov 2019 · 0 repositories · arXiv:1911.00265
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Improved Differentially Private Decentralized Source Separation for fMRI Data 28 Oct 2019 · 0 repositories · arXiv:1910.12913
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Likelihood-Free Overcomplete ICA and Applications in Causal Discovery 4 Sep 2019 · 1 repository · arXiv:1909.01525
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ProSper -- A Python Library for Probabilistic Sparse Coding with Non-Standard Priors and Superpositions 1 Aug 2019 · 0 repositories · arXiv:1908.06843
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Variational Autoencoders and Nonlinear ICA: A Unifying Framework 10 Jul 2019 · 3 repositories · arXiv:1907.04809Syntology 11 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 0 violated, 10 with no contract checked; 1 where Syntology's instrument failed) · 6 unverified (of 17 harvested samples) · 1 pointer-only (licence)
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Modified swarm-based metaheuristics enhance Gradient Descent initialization performance: Application for EEG spatial filtering 13 Jun 2019 · 0 repositories · arXiv:1907.08220
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Deep learning analysis of coronary arteries in cardiac CT angiography for detection of patients requiring invasive coronary angiography 11 Jun 2019 · 0 repositories · arXiv:1906.04419
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Independent Component Analysis based on multiple data-weighting 31 May 2019 · 0 repositories · arXiv:1906.00028
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The Incomplete Rosetta Stone Problem: Identifiability Results for Multi-View Nonlinear ICA 16 May 2019 · 0 repositories · arXiv:1905.06642
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Free Component Analysis: Theory, Algorithms & Applications 5 May 2019 · 0 repositories · arXiv:1905.01713
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ISA-VAE: Independent Subspace Analysis with Variational Autoencoders 1 May 2019 · 0 repositories
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Learning gradient-based ICA by neurally estimating mutual information 22 Apr 2019 · 0 repositories · arXiv:1904.09858
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Causal Discovery with General Non-Linear Relationships Using Non-Linear ICA 19 Apr 2019 · 0 repositories · arXiv:1904.09096
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A constrained ICA-EMD Model for Group Level fMRI Analysis 22 Mar 2019 · 0 repositories · arXiv:1903.09412
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Non-linear ICA based on Cramer-Wold metric 1 Mar 2019 · 0 repositories · arXiv:1903.00201
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Biologically plausible deep learning -- but how far can we go with shallow networks? 27 Feb 2019 · 1 repository · arXiv:1905.04101
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Learning Compositional Representations of Interacting Systems with Restricted Boltzmann Machines: Comparative Study of Lattice Proteins 18 Feb 2019 · 0 repositories · arXiv:1902.06495
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Visualizing Topographic Independent Component Analysis with Movies 24 Jan 2019 · 0 repositories · arXiv:1901.08239
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ICLabel: An automated electroencephalographic independent component classifier, dataset, and website 22 Jan 2019 · 1 repository · arXiv:1901.07915Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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Dimensionality Reduction and (Bucket) Ranking: a Mass Transportation Approach 15 Oct 2018 · 1 repository · arXiv:1810.06291
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SPECMAR: Fast Heart Rate Estimation from PPG Signal using a Modified Spectral Subtraction Scheme with Composite Motion Artifacts Reference Generation 15 Oct 2018 · 1 repository · arXiv:1810.06196
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Linear Independent Component Analysis over Finite Fields: Algorithms and Bounds 16 Sep 2018 · 0 repositories · arXiv:1809.05815
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PhD Dissertation: Generalized Independent Components Analysis Over Finite Alphabets 13 Sep 2018 · 0 repositories · arXiv:1809.05043
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On the achievability of blind source separation for high-dimensional nonlinear source mixtures 2 Aug 2018 · 1 repository · arXiv:1808.00668
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Non-Gaussian Component Analysis using Entropy Methods 13 Jul 2018 · 0 repositories · arXiv:1807.04936
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Deep Density Destructors 1 Jul 2018 · 1 repository
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Accelerating likelihood optimization for ICA on real signals 25 Jun 2018 · 0 repositories · arXiv:1806.09390
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Robustifying Independent Component Analysis by Adjusting for Group-Wise Stationary Noise 4 Jun 2018 · 3 repositories · arXiv:1806.01094Syntology official: harvested, nothing ran · 0 ran · 1 unverified (of 1 harvested sample) · 1 pointer-only (licence)
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Stochastic algorithms with descent guarantees for ICA 25 May 2018 · 1 repository · arXiv:1805.10054
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Nonlinear ICA Using Auxiliary Variables and Generalized Contrastive Learning 22 May 2018 · 1 repository · arXiv:1805.08651
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Independent Component Analysis via Energy-based and Kernel-based Mutual Dependence Measures 17 May 2018 · 0 repositories · arXiv:1805.06639
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Randomized ICA and LDA Dimensionality Reduction Methods for Hyperspectral Image Classification 19 Apr 2018 · 0 repositories · arXiv:1804.07347
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Sparse Gaussian ICA 2 Apr 2018 · 0 repositories · arXiv:1804.00408
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Distributed Adaptive Sampling for Kernel Matrix Approximation 27 Mar 2018 · 0 repositories · arXiv:1803.10172
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Trace your sources in large-scale data: one ring to find them all 23 Mar 2018 · 1 repository · arXiv:1803.08882
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Detecting non-causal artifacts in multivariate linear regression models 2 Mar 2018 · 0 repositories · arXiv:1803.00810
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ICA based on Split Generalized Gaussian 14 Feb 2018 · 0 repositories · arXiv:1802.05550
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Development of ICA and IVA Algorithms with Application to Medical Image Analysis 25 Jan 2018 · 0 repositories · arXiv:1801.08600
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Optimization and Testing in Linear Non-Gaussian Component Analysis 23 Dec 2017 · 0 repositories · arXiv:1712.08837
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Assessing Information Transmission in Data Transformations with the Channel Multivariate Entropy Triangle 30 Nov 2017 · 1 repository · arXiv:1711.11510
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Faster ICA under orthogonal constraint 29 Nov 2017 · 1 repository · arXiv:1711.10873
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Deep learning analysis of the myocardium in coronary CT angiography for identification of patients with functionally significant coronary artery stenosis 24 Nov 2017 · 0 repositories · arXiv:1711.08917
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The Scaling Limit of High-Dimensional Online Independent Component Analysis 15 Oct 2017 · 0 repositories · arXiv:1710.05384
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Learning Independent Features with Adversarial Nets for Non-linear ICA 13 Oct 2017 · 1 repository · arXiv:1710.05050Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 4 harvested samples)