articleTop 1% cited
A variable selection method based on mutual information and variance inflation factor
Spectrochimica Acta Part A Molecular and Biomolecular Spectroscopy · 2021 · Vol. 268 · pp. 120652–120652
Jiehong Cheng(Jiangsu University)Jun Sun✉(Jiangsu University)Kunshan Yao(Jiangsu University)Min Xu(Jiangsu University)Yan Cao(Jiangsu University)
Spectroscopy and Chemometric AnalysesFace and Expression RecognitionWater Quality Monitoring and AnalysisMulticollinearityVariance inflation factorCollinearityFeature selectionMutual informationStatisticsVariablesVariable (mathematics)Variance (accounting)Dimensionality reduction
MeSH terms
AlgorithmsGasolineLinear ModelsLeast-Squares AnalysisSpectroscopy, Near-Infrared
Funding
- Priority Academic Program Development of Jiangsu Higher Education Institutions
Citations
257
FWCI
14.03
field-weighted impact
References
25
Percentile
100%
vs. same field & year
Citations per year
References
Statistical pattern recognition: a review
IEEE Transactions on Pattern Analysis and Machine Intelligence · 2000 · 6,719 citations
Using mutual information for selecting features in supervised neural net learning
IEEE Transactions on Neural Networks · 1994 · 2,571 citations
Feature selection based on mutual information criteria of max-dependency, max-relevance, and min-redundancy
IEEE Transactions on Pattern Analysis and Machine Intelligence · 2005 · 10,286 citations
Normalized Mutual Information Feature Selection
IEEE Transactions on Neural Networks · 2009 · 1,271 citations
Citation Network
How this paper connects to the literature. Drag to explore, click any node to open that paper.