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Disambiguation of "Hyvärinen, Aapo"

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Unsupervised Feature Extraction by Time-Contrastive Learning and Nonlinear ICA.

, and . NIPS, page 3765-3773. (2016)

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A two-layer temporal generative model of natural video exhibits complex-cell-like pooling of simple cell outputs., and . Neurocomputing, (2003)Image Feature Extraction and Denoising by Sparse Coding., , and . Pattern Anal. Appl., 2 (2): 104-110 (1999)A Two-Layer Sparse Coding Model Learns Simple and Complex Cell Receptive Fields and Topography From Natural Images, and . Vision Research, 41 (18): 2413--2423 (2001)Finding a causal ordering via independent component analysis, , , and . Computational Statistics & Data Analysis, 50 (11): 3278--3293 (Jul 20, 2006)A unifying model for blind separation of independent sources. Signal Processing, 85 (7): 1419--1427 (July 2005)Fast and robust fixed-point algorithms for independent component analysis.. IEEE Trans. Neural Networks, 10 (3): 626-634 (1999)Consistency of Pseudolikelihood Estimation of Fully Visible Boltzmann Machines.. Neural Comput., 18 (10): 2283-2292 (2006)Variational Autoencoders and Nonlinear ICA: A Unifying Framework., , , and . AISTATS, volume 108 of Proceedings of Machine Learning Research, page 2207-2217. PMLR, (2020)Independent innovation analysis for nonlinear vector autoregressive process., and . CoRR, (2020)Clustering via Mode Seeking by Direct Estimation of the Gradient of a Log-Density., , and . ECML/PKDD (3), volume 8726 of Lecture Notes in Computer Science, page 19-34. Springer, (2014)