Introduction to Machine Learning and Bioinformatics (Chapman & Hall/ CRC Computer Science & Data Analysis)

Sushmita Mitra, Sujay Datta, Theodore Perkins, George Michailidis

ISBN 10: 0367387239 / ISBN 13: 9780367387235

Verlag: Chapman and Hall/CRC 2019-08-30, 2019

Beschreibung

Bestandsnummer des Verkäufers 6666-IUK-9780367387235

Bibliografische Details

Titel: Introduction to Machine Learning and ...

Verlag: Chapman and Hall/CRC 2019-08-30

Erscheinungsdatum: 2019

Einband: Paperback

Zustand: New

Über diesen Titel

Inhaltsangabe:

Lucidly Integrates Current Activities

Focusing on both fundamentals and recent advances, Introduction to Machine Learning and Bioinformatics presents an informative and accessible account of the ways in which these two increasingly intertwined areas relate to each other.

Examines Connections between Machine Learning & Bioinformatics

The book begins with a brief historical overview of the technological developments in biology. It then describes the main problems in bioinformatics and the fundamental concepts and algorithms of machine learning. After forming this foundation, the authors explore how machine learning techniques apply to bioinformatics problems, such as electron density map interpretation, biclustering, DNA sequence analysis, and tumor classification. They also include exercises at the end of some chapters and offer supplementary materials on their website.

Explores How Machine Learning Techniques Can Help Solve Bioinformatics Problems

Shedding light on aspects of both machine learning and bioinformatics, this text shows how the innovative tools and techniques of machine learning help extract knowledge from the deluge of information produced by today’s biological experiments.

Über die Autorin bzw. den Autor:

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