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Atics (Advanced Information and Knowledge Processing)

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Atics (Advanced Information and Knowledge Processing) Cover

 

Synopses & Reviews

Publisher Comments:

Probabilistic Modelling in Bioinformatics and Medical Informatics has been written for researchers and students in statistics, machine learning, and the biological sciences. The first part of this book provides a self-contained introduction to the methodology of Bayesian networks. The following parts demonstrate how these methods are applied in bioinformatics and medical informatics. All three fields - the methodology of probabilistic modeling, bioinformatics, and medical informatics - are evolving very quickly. The text should therefore be seen as an introduction, offering both elementary tutorials as well as more advanced applications and case studies.

Table of Contents

Part I Probabilistic Modelling 1 A Leisurely Look at Statistical Inference 2 Introduction to Learning Bayesian Networks from Data 3 A Casual View of Multi-Layer Perceptrons as Probability Models Part II Bioinformatics 4 Introduction to Statistical Phylogenetics 5 Detecting Recombination in DNA Sequence Alignments 6 RNA-Based Phylogenetic Methods 7 Statistical Methods in Microarray Gene Expression Data Analysis 8 Inferring Genetic Regulatory Networks from Microarray Experiments with Bayesian Networks 9 Modeling Genetic Regulatory Networks using Gene Expression Profling and State Space Models Part III Medical Informatics 10 An Anthology of Probabilistic Models for Medical Informatics 11 Bayesian Analysis of Population Pharmacokinetic/Pharmacodynamic Models 12 Assessing the Effectiveness of Bayesian Feature Selection 13 Bayes Consistent Classification of EEG Data by Approximate Marginalisation 14 Ensemble Hidden Markov Models with Extended Observation Densities for Biosignal Analysis 15 A Probabilistic Network for Fusion of Data and Knowledge in Clinical Microbiology 16 Software for Probability Models in Medical Informatics A Conventions and Notation Index

Product Details

ISBN:
9781852337780
Author:
Roberts, Stephen
Publisher:
Springer
Author:
Husmeier, Dirk
Author:
Dybowski, Richard
Subject:
Computer Science
Subject:
Administration
Subject:
Pharmacokinetics
Subject:
Medical informatics
Subject:
Bayesian statistical decision theory
Subject:
Bioinformatics
Subject:
Life Sciences - Biochemistry
Subject:
Bayesian Networks
Subject:
Markov models
Subject:
DNA Sequence Analysis
Subject:
Biosignal Analysis
Subject:
Medical Data Fusion
Subject:
Probabilistic Modelling
Subject:
Personal Computers-General
Subject:
Probability and Statistics in Computer Science
Subject:
Math Applications in Computer Science
Subject:
Algorithm Analysis and Problem Complexity
Subject:
Statistics for Life Sciences, Medicine, Health Sciences
Subject:
Health Informatics
Copyright:
Edition Number:
1
Edition Description:
2005
Series:
Advanced Information and Knowledge Processing
Publication Date:
December 2004
Binding:
HARDCOVER
Language:
English
Illustrations:
Y
Pages:
528
Dimensions:
235 x 155 mm 2010 gr

Related Subjects

Computers and Internet » Computers Reference » General
Computers and Internet » Personal Computers » General
Health and Self-Help » Health and Medicine » Practice Management
Science and Mathematics » Biology » General
Science and Mathematics » Chemistry » Biochemistry
Science and Mathematics » Nature Studies » General

Atics (Advanced Information and Knowledge Processing) New Hardcover
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Product details 528 pages Springer - English 9781852337780 Reviews:
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