Algorithms for Data Science
DOI10.1007/978-3-319-45797-0zbMath1367.62005OpenAlexW2565912168MaRDI QIDQ2956500
John P. Chandler, Brian M. Steele, Swarna Reddy
Publication date: 17 January 2017
Full work available at URL: https://doi.org/10.1007/978-3-319-45797-0
Rcorrelationhistogramalgorithmsdata reductioncluster analysissimilarity measuresforecastinglinear regression\(k\)-means algorithmmatrixvectorcomputationMapReducedata visualizationPythonHadoopdata dictionarydata mapping\(k\)-nearest neighbor predictionassociative statisticscomputing similaritynaïve Bayes prediction
Inference from stochastic processes and prediction (62M20) Classification and discrimination; cluster analysis (statistical aspects) (62H30) Linear regression; mixed models (62J05) Applications of statistics to biology and medical sciences; meta analysis (62P10) Introductory exposition (textbooks, tutorial papers, etc.) pertaining to statistics (62-01) Learning and adaptive systems in artificial intelligence (68T05) Distributed systems (68M14) Statistical aspects of big data and data science (62R07)
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