生物信息学中的数学方法(英文版)
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作者王嘉松、严明 编
出版社科学出版社
出版时间2013-03
版次1
装帧平装
上书时间2024-08-07
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图书标准信息
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作者
王嘉松、严明 编
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出版社
科学出版社
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出版时间
2013-03
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版次
1
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ISBN
9787030369857
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定价
88.00元
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装帧
平装
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开本
16开
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纸张
胶版纸
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页数
199页
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字数
280千字
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正文语种
英语
- 【内容简介】
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NumericalMethodsinBioinformaticsAnIntroductionpresentsthenumericalmethodsforBioinformaticsasfollowing:severalnumericalsubstitutionsrepresenttheDNAandproteinsequencesasthenumericalorgraphicalsequences;Fourierandwavelettransformsareusedingeneidentificationandproteincomparison;basedonthedatasetofmicroarrayorlipidomicswithhugeamountexperimentdata,suitablestatisticalandalgebraicmethodsareusedinstudyingbiologicalfeaturesoftwosets,undertherepresentationsoffeaturevectors,theclassificationsoftwobiologicalmoleculesarecompletedbyclusteringanalysis;themodelsofdifferentialanddifferenceequationshavebeenconstructedwhichrepresentthebiologicaldynamicprocess;andthetechniquesofmissingdatainputtinghavehelpedtoestimatethemissingentriescomingfrombiologicalobservationsandexperiments,andsoon.Inaddition,somebiologicalconceptsinvolvedbythesemethodsareintroducedalso.
- 【目录】
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PREFACE
CHAPTER1SOMEBIOLOGICALCONCEPTS
1.1Cell
1.2GeneticMaterial:DNA,GeneandRNA
1.2.1DNA
1.2.2Gene
1.2.3RNA
1.3ProteinandAminoAcids
1.4Chromosome
1.5Omics
1.5.1Genomics
1.5.2Microarray
1.5.3Proteomics
1.5.4Lipidomics
REFERENCES
CHAPTER2GRAPHICALREPRESENTATIONSOFDNASEQUENCE
2.1Three-Dimension(3-D)GraphicaIRepresentation
2.22-DGraphicalRepresentatio
2.32-DGraphicalRepresentationsWithoutDegeneracy
2.4Useda1-DNumerioalRepresentationoffourNucleotidestoConstructa2-DGraplucalRepresentationoftheDNASequence
REFERENCES
CHAPTER3NUMERICALREPRESENTATIONSOFDNASEQUENCE
3.14-Dand3-DNumericalRepresentationsofaDNASequence
3.22-DNumericalRepresentationsofaDNASequence
3.3TheComplexNumericalRepresentation
3.41-DNumericalRepresentationsoffourNucleotidesand2-DGraphical
RepresentationofaDNASequence
3.5TheRepresentationsofFeatureVector,GenomeSpaceandMatrixRepresentationofDNASequence
3.6TheNumericalRepresentationBasedonPhysical,ChemicalandStructural
PropertiesofDNASequence
3.6.1Thenumericalrepresentationsbasedonsomeattributeequivalences
ofnucleotides
3.6.2TherepresentationofDNAbytheinspirationfromcodonandtheideaofthreeattributeequivalences
3.6.3EIIPnumericalrepresentationfornucleotides
REFERENCES
CHAPTER4NUMERICALREPRESENTATIONSOFPROTEIN
4.11-DNumericalandGraphicalRepresentationsoftheAminoAcidSequence
4.22-DNumericalandGraphicalRepresentationsoftheAminoAcidSequence
4.3A2-DGraphicalRepresentationandMomentVectorRepresentationofProtein
4.43-DNumericalRepresentationofProtein
4.5The10-DRepresentationofanAminoAcid
4.6TheVectorandMatrixRepresentationsofProteinSequenceandProteinSpace
4.7OtherSchemesoftheRepresentationforProtein
REFERENCES
CHAPTER5PRACTICALORTHOGONALTRANSFORM
5.1SomeFeaturesandAlgorithmsfortheDiscreteFourierTransform
5.1.1Fouriertransformsoftheoriginalsequenceanditssubsequence
5.1.2TheindependencyoftheFouriertransformsatseveralfrequencies
5.1.3TheFouriertransformofsymbolicsequence
5.1.4Fouriertransformofbinarysequence
5.1.5SeveralalgorithmsofFouriertransform
5.1.6ThepropertiesofFouriertransformofrealsequence
5.2WaveletAnalysis
5.2.1Introduction
5.2.2MultiresolutionanalysisofafunctionbyHaarscalingandwavelet
function
5.2.3Constructionofwaveletsystems
5.2.4Mallettransform
REFERENCES
……
CHAPTER6IDENTIFYINGPROTEIN-CODINGREGIONS(EXONS)BYNUCLEOTIDEDISTRIBUTIONS
CHAPTER7PROTEINCOMPARISONBYORTHOGONALTRANSFORMS
CHAPTER8THEAPPLICATIONOFVECTORREPRESENTATIONSTOBIOLOGICALMOLECULEANALYSIS
CHAPTER9THESTATISTICSANALYSISOFLARGEAMOUNTOFEXPERIMENTALDATA
CHAPTER10APPLYSINGULARVALUEDECOMPOSITIONTOMICROARRAYANALYSIS
CHAPTER11DYNAMICALANALYSISMODELSOFGENEEXPRESSION
CHAPTER12MISSINGMICROARRAYDATAINPUTTING
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