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Independent component analysis (ICA) is a statistical method for transforming an observable multi-dimensional random vector into components that are as statistically independent as possible from each other.
On the translocation of masses
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A method for the construction of minimum redundancy codes
Huffman, David A, · 1952
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Information theoretical analysis of multivariate correlation
Watanabe, Satosi. 1960 · 1960
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Algorithm 64: Quicksort
Hoare, C. A. R. 1961 · 1961
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Spacings
Pyke, Ronald. 1965 · 1965
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Some methods for classification and analysis of multivariate observations
MacQueen, James, · 1967
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Universal noiseless coding
Davisson, Lee D. 1973 · 1973
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Optimal approximation of convex curves by functions which are piecewise linear
Gavrilović, Momčilo M. 1975 · 1975
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Coding of discrete sources with unknown statistics
Shtarkov, J. 1977 · 1977
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Asymptotically optimal block quantization
Gersho, Allen. 1979 · 1979
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Least squares quantization in PCM
Lloyd, Stuart P. 1982 · 1982
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Data compression using adaptive coding and partial string matching
Cleary, John G, & Witten, Ian H. 1984 · 1984
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Gram-schmidt orthogonalization
Arfken, George, · 1985
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Polar decomposition and increasing rearrangement of vector fields
Brenier, Y. 1987 · 1987
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Arithmetic coding for data compression
Witten, Ian H, Neal, Radford M, & Cleary, John G. 1987 · 1987
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Improving the convergence of back-propagation learning with second order methods
Becker, Sue, & Le Cun, Yann. 1988 · 1988
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Finding minimum entropy codes
Barlow, HB, Kaushal, TP, & Mitchison, GJ. 1989 · 1989
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Entropy-constrained vector quantization
Chou, Philip, Lookabaugh, Tom, Gray, Robert M, · 1989
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Towards a theory of early visual processing
Atick, Joseph J, & Redlich, A Norman. 1990 · 1990
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Elements of information theory
Cover, Thomas M, & Thomas, Joy A. 1991 · 1991
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75.9 Euler’s Constant
Young, Robert M. 1991 · 1991
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Learning factorial codes by predictability minimization
Schmidhuber, Jürgen. 1992 · 1992
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Efficient information transfer and anti-Hebbian neural networks
Plumbley, Mark D. 1993 · 1993
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Independent component analysis, a new concept?
Comon, Pierre. 1994 · 1994
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A new data structure for cumulative frequency tables
Fenwick, Peter M. 1994 · 1994
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Nonlinear and mixed-integer optimization: fundamentals and applications
Floudas, Christodoulos A. 1995 · 1995
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Unsupervised neural network learning procedures for feature extraction and classification
Becker, Suzanna, & Plumbley, Mark. 1996 · 1996
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An information-theoretic approach to neural computing
Obradovic, Dragan. 1996 · 1996
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Partial differential equations and Monge-Kantorovich mass transfer
Evans, Lawrence C. 1997 · 1997
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On the implementation of minimum redundancy prefix codes
Moffat, Alistair, & Turpin, Andrew. 1997 · 1997
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Independent component analysis for time-dependent stochastic processes
Hyvärinen, Aapo. 1998 · 1998
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Arithmetic coding revisited
Moffat, Alistair, Neal, Radford M, & Witten, Ian H. 1998 · 1998
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Noisy-or component analysis and its application to link analysis
Šingliar, Tomáš, & Hauskrecht, Miloš. 2006 · 2006
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Information maximization in face processing
Bartlett, Marian Stewart. 2007 · 2007
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A Simplicial Algorithm for Concave Minimization and Its Performance as a Heuristic Tool
Kuno, Takahito, Shiguro, Yoshiyuki, · 2007
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ICA in Boolean XOR mixtures
Yeredor, Arie. 2007 · 2007
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Multi-assignment clustering for Boolean data
Streich, Andreas P, Frank, Mario, Basin, David, & Buhmann, Joachim M. 2009 · 2009
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Limit results for ordered uniform spacings
Bairamov, Ismihan, Berred, Alexandre, & Stepanov, Alexei. 2010 · 2010
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Differential equations methods for the Monge-Kantorovich mass transfer problem
Evans, Lawrence C, & Gangbo, Wilfrid. 1999 · 1999
Cited alongside, same era.
Managing gigabytes: compressing and indexing documents and images
Witten, Ian H, Moffat, Alistair, & Bell, Timothy C. 1999 · 1999
Cited alongside, same era.
Factorial code representation of faces for recognition
Choi, Seungjin, & Lee, Oyoung. 2000 · 2000
Cited alongside, same era.
Universal lossless coding of sources with large and unbounded alphabets
Yang, En-Hui, & Jia, Yunwei. 2000 · 2000
Cited alongside, same era.
On the Monge mass transfer problem
Trudinger, Neil S, & Wang, Xu-Jia. 2001 · 2001
Cited alongside, same era.
Constructing optimal maps for Monge’s transport problem as a limit of strictly convex costs
Caffarelli, Luis, Feldman, Mikhail, & McCann, Robert. 2002 · 2002
Cited alongside, same era.
Discovery of optimal factors in binary data via a novel method of matrix decomposition
Belohlavek, Radim, & Vychodil, Vilem. 2010 · 2010
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An immune-inspired information-theoretic approach to the problem of ICA over a Galois field
Attux, R, Nadalin, EZ, Duarte, LT, Suyama, R, · 2011
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Binary Independent Component Analysis with OR mixtures
Nguyen, Huy, & Zheng, Rong. 2011 · 2011
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Uniqueness and Monge solutions in the multimarginal optimal transportation problem
Pass, Brendan. 2011 · 2011
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On fast deep nets for AGI vision
Schmidhuber, Jurgen, Cireşan, Dan, Meier, Ueli, Masci, Jonathan, & Graves, Alex. 2011 · 2011
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Optimal feedback communication via posterior matching
Shayevitz, Ofer, & Feder, Meir. 2011 · 2011
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Independent Analysis over Galois fields of prime order
Yeredor, Arie. 2011 · 2011
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ICA over finite fields - Separability and algorithms
Gutch, Harold W, Gruber, Peter, Yeredor, Arie, & Theis, Fabian J. 2012 · 2012
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On the hardness of entropy minimization and related problems
Kovacevic, Mladen, Stanojevic, Ivan, & Senk, Vojin. 2012 · 2012
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On the local structure of optimal measures in the multi-marginal optimal transportation problem
Pass, Brendan. 2012 · 2012
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Minimax pointwise redundancy for memoryless models over large alphabets
Szpankowski, Wojciech, & Weinberger, Marcelo J. 2012 · 2012
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A non-parametric Bayesian method for inferring hidden causes
Wood, Frank, Griffiths, Thomas, & Ghahramani, Zoubin. 2012 · 2012
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Memoryless representation of Markov processes
Painsky, Amichai, Rosset, Saharon, & Feder, Meir. 2013 · 2013
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On a class of optimal transportation problems with infinitely many marginals
Pass, Brendan. 2013 · 2013
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Generalized Binary Independent Component Analysis
Painsky, Amichai, Rosset, Saharon, & Feder, Meir. 2014 · 2014
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Zamir, Ram. 2014 · 2014
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Measure theory and fine properties of functions
Evans, Lawrence Craig, & Gariepy, Ronald F. 2015 · 2015
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Universal Compression of Memoryless Sources over Large Alphabets via Independent Component Analysis
Painsky, Amichai, Rosset, Saharon, & Feder, Meir. 2015 · 2015
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Deep learning in neural networks: An overview
Schmidhuber, Jürgen. 2015 · 2015
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Large Alphabet Source Coding Using Independent Component Analysis
Painsky, Amichai, Rosset, Saharon, & Feder, Meir. 2017 · 2017
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