Titlebook: Microarray Bioinformatics; Verónica Bolón-Canedo,Amparo Alonso-Betanzos Book 2019 Springer Science+Business Media, LLC, part of Springer N

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Classification of Microarray Data,balanced data and missing of data. To conclude, we present an exhaustive review of the main scientific works in journals to show the most successful techniques applied in this discipline as well as the most used datasets to verify their effectiveness.

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1064-3745 expertsThis book provides a comprehensive, interdisciplinary collection of the main, up-to-date methods, tools, and techniques for microarray data analysis, covering the necessary steps for the acquisition of the data, its preprocessing, and its posterior analysis. Featuring perspectives from biolo

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A Review of Microarray Datasets: Where to Find Them and Specific Characteristics,res and the small sample sizes. This chapter is devoted to reviewing the microarray databases most frequently used in the literature. We also make the interested reader aware of the problematic of data characteristics in this domain, such as the imbalance of the data, their complexity, and the so-called dataset shift.