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Disambiguation of "Hyvärinen, Aapo"

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Noise-contrastive estimation of unnormalized statistical models, with applications to natural image statistics

, and . Journal of Machine Learning Research, 13 (Feb): 307--361 (2012)

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Spatiotemporal receptive fields maximizing temporal coherence in natural image sequences., , and . Neurocomputing, (2004)Independent component analysis with an inverse problem motivated penalty term., and . IJCNN, page 1-7. IEEE, (2015)A direct method for estimating a causal ordering in a linear non-Gaussian acyclic model., , and . CoRR, (2014)Nonlinear ICA Using Auxiliary Variables and Generalized Contrastive Learning., , and . CoRR, (2018)Estimation of Non-Normalized Mixture Models and Clustering Using Deep Representation., and . CoRR, (2018)Consistency of Pseudolikelihood Estimation of Fully Visible Boltzmann Machines.. Neural Comput., 18 (10): 2283-2292 (2006)Independent innovation analysis for nonlinear vector autoregressive process., and . CoRR, (2020)Variational Autoencoders and Nonlinear ICA: A Unifying Framework., , , and . AISTATS, volume 108 of Proceedings of Machine Learning Research, page 2207-2217. PMLR, (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)Fast and robust fixed-point algorithms for independent component analysis.. IEEE Trans. Neural Networks, 10 (3): 626-634 (1999)