Concepedia

Low-Redundant Unsupervised Feature Selection based on Data Structure Learning and Feature Orthogonalization

Mahsa Samareh-Jahani, Farid Saberi-Movahed, Mahdi Eftekhari, Gholamreza Aghamollaei, Prayag Tiwari

Expert Systems with Applications · 2023 · 31 citations · 42 references

Concepts

ComputingComputer ScienceData ScienceData MiningFeature EngineeringMachine LearningDimensionality ReductionFeature ExtractionFeature SelectionPattern RecognitionRepresentation LearningUnsupervised LearningFeature Dimensionality ReductionFeature Subset SelectionRedundant Feature EliminationSparse Feature SelectionUnsupervised Feature LearningUnsupervised Feature Selection

References

42

Statistical Comparisons of Classifiers over Multiple Data Sets

Janez Demšar · 2006 · 11.2K citations

Computing, Computer Science, Data Science +17

Independent component analysis, A new concept?

Pierre Comon · Signal Processing · 1994 · 8.2K citations · Full text

Natural Sciences, Data Science, Complex Systems +6

Advanced nonparametric tests for multiple comparisons in the design of experiments in computational intelligence and data mining: Experimental analysis of power

Salvador García, Alberto Fernández, Julián Luengo et al. · Information Sciences · 2009 · 2.2K citations

Natural Sciences, Biostatistics, Computer Science +17

Efficient and Robust Feature Selection via Joint ℓ2,1-Norms Minimization

Feiping Nie, Heng Huang, Xiao Cai et al. · 2010 · 1.6K citations

Computing, Bioinformatics, Computer Science +17

Comparing clusterings—an information based distance

Marina Meilă · Journal of Multivariate Analysis · 2006 · 1.6K citations

Computing, Computer Science, Data Mining +4