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Dimensionality reduction
Known as:
Dimension reduction
, Reduction
In machine learning and statistics, dimensionality reduction or dimension reduction is the process of reducing the number of random variables under…
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Related topics
Related topics
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Apache Spark
Autoencoder
Backpropagation
Bias–variance tradeoff
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Broader (1)
Machine learning
Papers overview
Semantic Scholar uses AI to extract papers important to this topic.
2013
2013
Multi-view hypergraph learning by patch alignment framework
Chao-qun Hong
,
Jun Yu
,
Jonathan Li
,
Xuhui Chen
Neurocomputing
2013
Corpus ID: 12318703
2012
2012
Forecasting trends of high-frequency KOSPI200 index data using learning classifiers
Youngdoo Son
,
Dong-jin Noh
,
Jaewook Lee
Expert systems with applications
2012
Corpus ID: 13757386
2011
2011
Statistical semantics for enhancing document clustering
Ahmed K. Farahat
,
M. Kamel
Knowledge and Information Systems
2011
Corpus ID: 12192178
Document clustering algorithms usually use vector space model (VSM) as their underlying model for document representation. VSM…
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2011
2011
Enhanced Sparse Imputation Techniques for a Robust Speech Recognition Front-End
Qun Feng Tan
,
P. Georgiou
,
Shrikanth S. Narayanan
IEEE Transactions on Audio, Speech, and Language…
2011
Corpus ID: 13356503
Missing data techniques (MDTs) have been widely employed and shown to improve speech recognition results under noisy conditions…
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2010
2010
Classification by semi-supervised discriminative regularization
Fei Wu
,
Wenhua Wang
,
Yi Yang
,
Yueting Zhuang
,
F. Nie
Neurocomputing
2010
Corpus ID: 3845034
Highly Cited
2009
Highly Cited
2009
Extracting the optimal dimensionality for local tensor discriminant analysis
F. Nie
,
Shiming Xiang
,
Yangqiu Song
,
Changshui Zhang
Pattern Recognition
2009
Corpus ID: 7394176
2006
2006
Discriminant common vectors versus neighbourhood components analysis and Laplacianfaces: A comparative study in small sample size problem
Jun Liu
,
Songcan Chen
Image and Vision Computing
2006
Corpus ID: 159672
Highly Cited
2002
Highly Cited
2002
A comparative analysis of basic pattern recognition techniques for the development of small size electronic nose
M. Bicego
,
G. Tessari
,
G. Tecchiolli
,
Marco Bettinelli
2002
Corpus ID: 7843975
Highly Cited
1999
Highly Cited
1999
Relational discriminant analysis
R. Duin
,
E. Pekalska
,
D. Ridder
Pattern Recognition Letters
1999
Corpus ID: 327622
Review
1980
Review
1980
Mapping algorithms in ispahan
E. Gelsema
,
G. Eden
Pattern Recognition
1980
Corpus ID: 5093252
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