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Pattern Recognition Letters, ISSN 0167-8655, 2018
Previous feature selection methods equivalently consider the samples to select important features. However, the samples are often diverse. For example, the... 
Robust statistic | Self-paced learning | Feature selection
Journal Article
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), ISSN 0302-9743, 2017, Volume 10534, pp. 272 - 287
Conference Proceeding
Journal of Machine Learning Research, ISSN 1532-4435, 07/2007, Volume 8, pp. 1519 - 1555
Journal Article
Journal of Machine Learning Research, ISSN 1532-4435, 01/2012, Volume 13, pp. 27 - 66
We present a unifying framework for information theoretic feature selection, bringing almost two decades of research on heuristic filter criteria under a... 
Conditional likelihood | Feature selection | Mutual information | RELEVANCE | mutual information | REDUNDANCY | feature selection | AUTOMATION & CONTROL SYSTEMS | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | conditional likelihood
Journal Article
Information Sciences, ISSN 0020-0255, 01/2020, Volume 509, pp. 227 - 242
The Markov blanket (MB), a key concept in a Bayesian network (BN), is essential for large-scale BN structure learning and optimal feature selection. Many MB... 
Markov blanket | Bayesian network | Feature selection
Journal Article
IEEE Transactions on Geoscience and Remote Sensing, ISSN 0196-2892, 7/2019, pp. 1 - 14
Hyperspectral remote sensing imagery provides valuable and rich information to distinguish the characteristics of materials. However, this advantage of... 
Feature extraction | feature selection | hyperspectral imagery
Journal Article
IEEE Transactions on Neural Networks and Learning Systems, ISSN 2162-237X, 8/2019, pp. 1 - 11
Current unsupervised feature selection methods cannot well select the effective features from the corrupted data. To this end, we propose a robust unsupervised... 
reconstruction | clustering | 1-norm | feature selection
Journal Article
PLOS ONE, ISSN 1932-6203, 05/2019, Volume 14, Issue 5
The Text Forum Threads (TFThs) contain a large amount of Initial-Posts Replies pairs (IPR pairs) which are related to information exchange and discussion... 
FEATURE-SELECTION | MULTIDISCIPLINARY SCIENCES | ONLINE
Journal Article
Pattern Recognition Letters, ISSN 0167-8655, 12/2019, Volume 128, pp. 183 - 189
The last decade saw a considerable increase in the availability of data. Unfortunately, this increase was overshadowed by various technical difficulties that... 
Clustering | Unsupervised feature selection | Big data
Journal Article
Fuzzy Sets and Systems, ISSN 0165-0114, 08/2019
Journal Article
The Annals of Statistics, ISSN 0090-5364, 12/2016, Volume 44, Issue 6, pp. 2366 - 2371
Journal Article
Genomics, ISSN 0888-7543, 2019
Feature selection is the problem of finding the best subset of features which have the most impact in predicting class labels. It is noteworthy that... 
Mutual congestion | Feature selection | Whale algorithm
Journal Article
Future Generation Computer Systems, ISSN 0167-739X, 01/2020, Volume 102, pp. 426 - 436
Feature selection is a crucial step nowadays in machine learning and data analytics to remove irrelevant and redundant characteristics and thus to provide fast... 
CUDA | Feature selection | Multithreading | GPU | Machine learning
Journal Article
Journal of Statistical Software, ISSN 1548-7660, 2010, Volume 36, Issue 11, pp. 1 - 13
This article describes a R package Boruta, implementing a novel feature selection algorithm for finding all relevant variables. The algorithm is designed as a... 
Feature ranking | Feature selection | Random forest | feature ranking | STATISTICS & PROBABILITY | COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS | random forest | feature selection
Journal Article
Neurocomputing, ISSN 0925-2312, 07/2019
Journal Article
by Dash, M and Liu, H
Intelligent Data Analysis, ISSN 1088-467X, 1997, Volume 1, Issue 3, pp. 131 - 156
Journal Article
Journal of Computational and Applied Mathematics, ISSN 0377-0427, 04/2019
Journal Article
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