Zweigstelle	Standorte	Status	Vorbestellungen	Frist	Barcode	Lageplan	Ausleihhinweis
Zweigstelle: Dauerleihe	Standorte: MA-20 399	Status: Entliehen	Vorbestellungen: 0	Frist: 10.06.2013	Barcode: 00229245	Lagepläne: Lageplan	Ausleihhinweis:

This book covers a wide range of subjects in applying machine learning approaches for bioinformatics projects. The book succeeds on two key unique features. First, it introduces the most widely used machine learning approaches in bioinformatics and discusses, with evaluations from real case studies, how they are used in individual bioinformatics projects. Second, it introduces state-of-the-art bioinformatics research methods. The theoretical parts and the practical parts are well integrated for readers to follow the existing procedures in individual research.

 

Unlike most of the bioinformatics books on the market, the content coverage is not limited to just one subject. A broad spectrum of relevant topics in bioinformatics including systematic data mining and computational systems biology researches are brought together in this book, thereby offering an efficient and convenient platform for teaching purposes.

 

An essential reference for both final year undergraduates and graduate students in universities, as well as a comprehensive handbook for new researchers, this book will also serve as a practical guide for software development in relevant bioinformatics projects.

 

 

Contents:

Introduction to Unsupervised Learning

Probability Density Estimation Approaches

Dimension Reduction

Cluster Analysis

Self-Organizing Map

Introduction to Supervised Learning

Linear/Quadratic Discriminant Analysis and K-Nearest Neighbour

Classification and Regression Trees, Random Forest Algorithm

Multi-Layer Perceptron

Basis Function Approach and Vector Machines

Hidden Markov Model

Feature Selection

Feature Extraction (Biological Data Coding)

Sequence/Structural Bioinformatics Foundation — Peptide Classification

Gene Network — Causal Network and Bayesian Networks

S-Systems

Future Directions