Biological Knowledge Discovery Handbook: Preprocessing, Mining, and Postprocessing of Biological Data - Rilegato

Elloumi, Mourad; Zomaya, Albert Y.

 
9781118132739: Biological Knowledge Discovery Handbook: Preprocessing, Mining, and Postprocessing of Biological Data
Rilegato
ISBN 10: 1118132734 ISBN 13: 9781118132739
Casa editrice: John Wiley & Sons Inc, 2014

Sinossi

The first comprehensive overview of preprocessing, mining, and postprocessing of biological data

Molecular biology is undergoing exponential growth in both the volume and complexity of biological data?and knowledge discovery offers the capacity to automate complex search and data analysis tasks. This book presents a vast overview of the most recent developments on techniques and approaches in the field of biological knowledge discovery and data mining (KDD)?providing in-depth fundamental and technical field information on the most important topics encountered.

Written by top experts, Biological Knowledge Discovery Handbook: Preprocessing, Mining, and Postprocessing of Biological Data covers the three main phases of knowledge discovery (data preprocessing, data processing?also known as data mining?and data postprocessing) and analyzes both verification systems and discovery systems.

BIOLOGICAL DATA PREPROCESSING

  • Part A: Biological Data Management
  • Part B: Biological Data Modeling
  • Part C: Biological Feature Extraction
  • Part D Biological Feature Selection

BIOLOGICAL DATA MINING

  • Part E: Regression Analysis of Biological Data
  • Part F Biological Data Clustering
  • Part G: Biological Data Classification
  • Part H: Association Rules Learning from Biological Data
  • Part I: Text Mining and Application to Biological Data
  • Part J: High-Performance Computing for Biological Data Mining

Combining sound theory with practical applications in molecular biology, Biological Knowledge Discovery Handbook is ideal for courses in bioinformatics and biological KDD as well as for practitioners and professional researchers in computer science, life science, and mathematics.

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Informazioni sull?autore

MOURAD ELLOUMI is a Full Professor in Computer Science at the University of Tunis-El Manar, Tunisia. He is the author/coauthor of more than fifty publications in international journals and conference proceedings and the coeditor, along with Albert Zomaya, of Algorithms in Computational Molecular Biology: Techniques, Approaches and Applications (Wiley).

ALBERT Y. ZOMAYA is the Chair Professor of High Performance Computing & Networking at The University of Sydney's School of Information Technologies. He is the author/coauthor of seven books, more than 450 publications in technical journals and conference proceedings, and the editor of fourteen books and nineteen conference volumes. He is a Fellow of the IEEE, the American Association for the Advancement of Science, and IET (UK).

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Editore
John Wiley & Sons Inc
Data di pubblicazione
2014
Lingua
Inglese
ISBN 10 
1118132734
ISBN 13 
9781118132739
Rilegatura
Copertina rigida
Numero di pagine
1165
Contatto del produttore
non disponibile
Persona responsabile
non disponibile