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<図書>
DNA, words, and models

責任表示 Stéphane Robin, François Rodolphe, Sophie Schbath
データ種別 図書
出版情報 Cambridge : Cambridge University Press , 2005
本文言語 英語
大きさ xx, 138p. : ill. ; 24 cm
概要 An important problem in computational biology is identifying short DNA sequences (mathematically, 'words') associated with a biological function. One approach consists of determining whether a particu...ar word is simply random or is of statistical significance, for example, because of its frequency or location. This book introduces the mathematical and statistical ideas used in solving this so-called exceptional word problem. It begins with a detailed description of the principal models used in sequence analysis: Markovian models are central here and capture compositional information on the sequence being analysed. There follows an introduction to several statistical methods that are used for finding exceptional words with respect to the model used. The second half of the book is illustrated with numerous examples provided from the analysis of bacterial genomes, making this a practical guide for users facing a real situation and needing to make an adequate procedure choice. Book jacket.続きを見る
目次 Introduction. The context
Randomness and models
A bit of biology
Simple models for biological sequences. Why a model?
Permutation model
Bernoulli model
Introduction to Markov chain models. Assumptions
Markov chain order 1
Markov chain order m
Estimation of the parameters
Taking heterogeneities into account. Phased chains
Piecewise homogeneous Markov chains
Translation conditional models
Statistical properties of word occurrences. Count
Positions and distances
Distribution along the sequence
Words with unexpected frequencies. Exact distribution and approximations
Influence of the model
Over-representations of Chi sites in E. coli and H. influenzae
Under-representation of palindromes of length 6 in E. coli and in the phage Lambda
Words with unexpected locations. Chi sites in the genome of H. influenzae
Distribution of palindromes in E. coli's genome
Detection of promoter sites in B. subtilis
The last word.
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所蔵情報


hbk. 理系図3F 数理独自 ROBI/12/1 2005
023212005004698

hbk. シ情情報学[BZ15] 467/R 53 2005
026212009000040

書誌詳細

別書名 原タイトル:ADN, mots, et modéles
一般注記 Includes bibliographical references and index
Original edition: ADN, mots et modèles ; first published in 2003 by Editions Belin
著者標目 *Robin, Stéphane, 1965-
Rodolphe, François
Schbath, Sophie, 1969-
件 名 LCSH:Genetics -- Mathematical models  全ての件名で検索
LCSH:Markov processes
分 類 LCC:QH438.4.M3
DC22:572.8/633
書誌ID 1001242024
ISBN 052184729X
NCID BA73967980
巻冊次 hbk. ; ISBN:052184729X
登録日 2009.09.18
更新日 2009.11.02

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