Concepedia

K nearest neighbours with mutual information for simultaneous classification and missing data imputation

Pedro J. García-Laencina, José‐Luis Sancho‐Gómez, Anı́bal R. Figueiras-Vidal, Michel Verleysen

Neurocomputing · 2009 · 254 citations · 39 references

Concepts

ComputingBiostatisticsComputer ScienceData MiningMachine LearningData PreprocessingMissing Data ComputationMissing Data ImputationMissing Data MethodsMutual InformationNearest Neighbor SearchData ImputationImputation Of Missing ValuesK-nearest Neighbor ImputationK-nearest NeighborsK-nearest Neighbors ImputationMissing Data IdentificationMissing Value ImputationMultiple Imputation

References

39

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Computing, Computer Science, Computer Vision +13

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Natural Sciences, Biostatistics, Mathematics +12

Nearest neighbor pattern classification

Thomas M. Cover, Peter E. Hart · IEEE Transactions on Information Theory · 1967 · 16.1K citations

Computing, Computer Science, Data Mining +11

UCI Repository of machine learning databases

Catherine Blake · Medical Entomology and Zoology · 1998 · 10.5K citations

Computing, Computer Science, Data Mining +9

Information theory and statistics

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Natural Sciences, Computer Science, Mathematics +12