Closed haoawesome closed 9 years ago
http://nsr.oxfordjournals.org/content/early/2014/02/06/nsr.nwt032.short Challenges of Big Data analysis Jianqing Fan, Fang Han and Han Liu
这里有一段是讲 Dimension reduction , 另外,你是特指eigenspace dimension reduction 吗?
http://courses.cms.caltech.edu/cs253/slides/cs253-06-dimreduction.pdf CS/CNS/EE 253: Advanced Topics in Machine Learning Topic: Dimensionality Reduction Lecturer: Andreas Krause Scribe: Matt Faulkner Date: 25 January 2010
http://stat.wharton.upenn.edu/~skakade/courses/stat991_mult/ Stat 991, Spring 2010 Multivariate Analysis, Dimensionality Reduction, and Spectral Methods
http://computation.llnl.gov/casc/sapphire/pubs/148494.pdf A survey of dimension reduction techniques (2002) Fodor
http://arxiv.org/ftp/arxiv/papers/1403/1403.2877.pdf A survey of dimensionality reduction techniques
(2014)
C.O.S. Sorzano, J. Vargas, A. Pascual Montano
background
https://www.cs.cmu.edu/~tom/10701_sp11/slides/DimensionalityReduction_04_5_2011_ann.pdf Machine Learning 10-701 2011 Tom M. Mitchell
https://class.coursera.org/ml-005/lecture/preview Machine Learning by Andrew Ng
http://research.microsoft.com/pubs/150728/FnT_dimensionReduction.pdf Dimension Reduction: A Guided Tour By Christopher J. C. Burges (2009)