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Multiobjective genetic algorithms for clustering

Applications in Data Mining and Bioinformatics

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This is the first book primarily dedicated to clustering using multiobjective genetic algorithms with extensive real-life applications in data mining and bioinformatics. The authors first offer detailed introductions to the relevant techniques – genetic algorithms, multiobjective optimization, soft computing, data mining and bioinformatics. They then demonstrate systematic applications of these techniques to real-world problems in the areas of data mining, bioinformatics and geoscience. The authors offer detailed theoretical and statistical notes, guides to future research, and chapter summaries. The book can be used as a textbook and as a reference book by graduate students and academic and industrial researchers in the areas of soft computing, data mining, bioinformatics and geoscience.

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Multiobjective genetic algorithms for clustering, Ujjwal Maulik

Sprache
Erscheinungsdatum
2011
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(Hardcover)
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Titel
Multiobjective genetic algorithms for clustering
Untertitel
Applications in Data Mining and Bioinformatics
Sprache
Englisch
Autor*innen
Ujjwal Maulik
Verlag
Springer
Erscheinungsdatum
2011
Einband
Hardcover
ISBN10
3642166148
ISBN13
9783642166143
Reihe
Beschreibung
This is the first book primarily dedicated to clustering using multiobjective genetic algorithms with extensive real-life applications in data mining and bioinformatics. The authors first offer detailed introductions to the relevant techniques – genetic algorithms, multiobjective optimization, soft computing, data mining and bioinformatics. They then demonstrate systematic applications of these techniques to real-world problems in the areas of data mining, bioinformatics and geoscience. The authors offer detailed theoretical and statistical notes, guides to future research, and chapter summaries. The book can be used as a textbook and as a reference book by graduate students and academic and industrial researchers in the areas of soft computing, data mining, bioinformatics and geoscience.