memect / hao

好东西传送门
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@你是猴子搬来的救兵吗1 各位老师,我还想问一下目前特征降维这一个领域待解决的问题有哪些?存在哪些瓶颈?感谢您的回复。 #136

Closed haoawesome closed 9 years ago

haoawesome commented 10 years ago

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)

haoawesome commented 10 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?

haoawesome commented 10 years ago

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

haoawesome commented 10 years ago

http://stat.wharton.upenn.edu/~skakade/courses/stat991_mult/ Stat 991, Spring 2010 Multivariate Analysis, Dimensionality Reduction, and Spectral Methods

haoawesome commented 10 years ago

http://web.stanford.edu/class/cs246/slides/06-dim_red.pdf

haoawesome commented 10 years ago

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