Probabilistic Methods for Bioinformatics: with an Introduction to Bayesian Networks
by: Richard E. Neapolitan
Probabilistic Methods for Bioinformatics: with an Introduction to Bayesian Networks
By Richard E. Neapolitan
Publisher: Morgan Kaufmann Publishers
Number Of Pages: 400
Publication Date: 2009-04-17
ISBN-10 / ASIN: 0123704766
ISBN-13 / EAN: 9780123704764
Product Description:
The Bayesian network is one of the most important architectures
for representing and reasoning with multivariate probability
distributions. When used in conjunction with specialized informatics,
possibilities of real-world applications are achieved. Probabilistic
Methods for BioInformatics explains the application of probability and
statistics, in particular Bayesian networks, to genetics. This book
provides background material on probability, statistics, and genetics,
and then moves on to discuss Bayesian networks and applications to
bioinformatics.
Rather than getting bogged down in proofs and algorithms,
probabilistic methods used for biological information and Bayesian
networks are explained in an accessible way using applications and case
studies. The many useful applications of Bayesian networks that have
been developed in the past 10 years are discussed. Forming a review of
all the significant work in the field that will arguably become the
most prevalent method in biological data analysis.
Unique coverage of probabilistic reasoning methods applied to
bioinformatics data--those methods that are likely to become the
standard analysis tools for bioinformatics.
Shares insights about when and why probabilistic methods can and cannot be used effectively;
Complete review of Bayesian networks and probabilistic methods with a practical approach.
http://www.filefactory.com/file/ahg371e/n/0123704766_rar
by: Richard E. Neapolitan
Probabilistic Methods for Bioinformatics: with an Introduction to Bayesian Networks
By Richard E. Neapolitan
Publisher: Morgan Kaufmann Publishers
Number Of Pages: 400
Publication Date: 2009-04-17
ISBN-10 / ASIN: 0123704766
ISBN-13 / EAN: 9780123704764
Product Description:
The Bayesian network is one of the most important architectures
for representing and reasoning with multivariate probability
distributions. When used in conjunction with specialized informatics,
possibilities of real-world applications are achieved. Probabilistic
Methods for BioInformatics explains the application of probability and
statistics, in particular Bayesian networks, to genetics. This book
provides background material on probability, statistics, and genetics,
and then moves on to discuss Bayesian networks and applications to
bioinformatics.
Rather than getting bogged down in proofs and algorithms,
probabilistic methods used for biological information and Bayesian
networks are explained in an accessible way using applications and case
studies. The many useful applications of Bayesian networks that have
been developed in the past 10 years are discussed. Forming a review of
all the significant work in the field that will arguably become the
most prevalent method in biological data analysis.
Unique coverage of probabilistic reasoning methods applied to
bioinformatics data--those methods that are likely to become the
standard analysis tools for bioinformatics.
Shares insights about when and why probabilistic methods can and cannot be used effectively;
Complete review of Bayesian networks and probabilistic methods with a practical approach.
http://www.filefactory.com/file/ahg371e/n/0123704766_rar
