Introduction to Machine Learning and Bioinformatics

ISBN-13: 9781584886822 / Angielski / Twarda / 2008 / 384 str.

Sushmita Mitra; George Michailidis

Opis

Presents an introduction to the basic ideas and developments in machine learning and bioinformatics. This book describes various problems in bioinformatics and the concepts and algorithms of machine learning. It demonstrates the capabilities of key machine

Spis treści

Introduction. The Biology of a Living Organism. Probabilistic and Model-Based Learning. Classification Techniques. Unsupervised Learning Techniques. Computational Intelligence in Bioinformatics. Connections. Machine Learning in Structural Biology. Soft Computing in Biclustering. Bayesian Methods for Tumor Classification. Modeling and Analysis of iTRAQ Data. Mass Spectrometry Classification. Index.

O autorze

Mitra, Sushmita; Datta, Sujay; Perkins, Theodore; Michailidis, George