Genomic signal processing

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Hauptverfasser: Shmulevich, Ilya (VerfasserIn), Dougherty, Edward R. (VerfasserIn)
Format: Buch
Sprache:English
Veröffentlicht: Princeton [u.a.] Princeton Univ. Press 2007
Schriftenreihe:Princeton series in applied mathematics
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Datensatz im Suchindex

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adam_text Genomic Signal Processing llya Shmulevich and Edward R Dougherty G PRINCETON UNIVERSITY PRESS PRINCETON AND OXFORD Contents Preface ix 1 Biological Foundations 1 1 Genetics 1 1 1 Nucleic Acid Structure 2 1 2 Genes 5 1 3 RNA 6 1 4 Transcription 6 1 5 Proteins 9 1 6 Translation 10 1 7 Transcriptional Regulation 12 1 2 Genomics 16 121 Microarray Technology 17 1 3 Proteomics 20 Bibliography 22 2 Deterministic Models of Gene Networks 2 1 Graph Models f 23 2 2 Boolean Networks 30 221 Cell Differentiation and Cellular Functional States 33 222 Network Properties and Dynamics 35 223 Network Inference 49 2 3 Generalizations of Boolean Networks 53 231 Asynchrony 53 232 Multivalued Networks 56 2 4 Differential Equation Models 59 241A Differential Equation Model Incorporating Transcription and Translation 62 242 Discretization of the Continuous Differential Equation Model 65 Bibliography 70 3 Stochastic Models of Gene Networks 3 1 Bayesian Networks 77 3 2 Probabilistic Boolean Networks 83 321 Definitions 86 322 Inference 97 323 Dynamics of PBNs 99 324 Steady-State Analysis of Instantaneously Random PBNs 113 Vi CONTENTS 325 Relationships of PBNs to Bayesian Networks 119 326 Growing Subnetworks from Seed Genes 125 3 3 Intervention 129 331 Gene Intervention 130 332 Structural Intervention 140 333 External Control 145 Bibliography 151 4 Classification 4 1 Bayes Classifier 160 4 2 Classification Rules 162 421 Consistent Classifier Design 162 422 Examples of Classification Rules 166 4 3 Constrained Classifiers 168 431 Shatter Coefficient 171 432 VC Dimension 173 4 4 Linear Classification 176 441 Rosenblatt Perceptron 177 442 Linear and Quadratic Discriminant Analysis 178 443 Linear Discriminants Based on Least-Squares Error 180 444 Support Vector Machines 183 445 Representation of Design Error for Linear Discriminant Analysis 186 446 Distribution of the QDA Sample-Based Discriminant 187 4 5 Neural Networks Classifiers 189 4 6 Classification Trees 192 461 Classification and Regression Trees 193 462 Strongly Consistent Rules for Data-Dependent Partitioning 194 4 7 Error Estimation o 196 471 Resubstitution ~* 196 5 Regularization 5 1 Data Regularization 225 511 Regularized Discriminant Analysis 225 512 Noise Injection 228 5 2 Complexity Regularization 231 521 Regularization of the Error 231 522 Structural Risk Minimization 233 523 Empirical Complexity 236 Cross-validation Bootstrap Bolstering Error Estimator Performance Feature Set Ranking Error Correction Robust Classifiers Bibliography Optimal Robust Classifiers Performance Comparison for Robust Classifiers CONTENTS vii 5 3 Feature Selection 237 531 Peaking Phenomenon 237 532 Feature Selection Algorithms 243 533 Impact of Error Estimation on Feature Selection 244 534 Redundancy 245 535 Parallel Incremental Feature Selection 249 536 Bayesian Variable Selection 251 5 4 Feature Extraction 254 Bibliography 259 6 Clustering 6 1 Examples of Clustering Algorithms 263 611 Euclidean Distance Clustering 264 612 Self-Organizing Maps 265 613 Hierarchical Clustering 266 614 Model-Based Cluster Operators 268 6 2 Cluster Operators 269 621 Algorithm Structure 269 622 Label Operators 271 623 Bayes Clusterer 273 624 Distributional Testing of Cluster Operators 274 6 3 Cluster Validation 276 631 External Validation 276 632 Internal Validation 277 633 Instability Index 278 634 Bayes Factor 280 6 4 Learning Cluster Operators 281 641 Empirical-Error Cluster Operator 281 642 Nearest-Neighbor Clustering Rule 283 Bibliography O 292 Index 295
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author Shmulevich, Ilya
Dougherty, Edward R.
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series2 Princeton series in applied mathematics
spellingShingle Shmulevich, Ilya
Dougherty, Edward R.
Genomic signal processing
Algoritmos e estruturas de dados larpcal
Bioinformática larpcal
Mathematisches Modell
Cellular signal transduction
Gene Expression
Gene Regulatory Networks
Genetic regulation
Genomics Mathematical models
Models, Genetic
Models, Statistical
Signal Transduction genetics
Signalverarbeitung (DE-588)4054947-1 gnd
Genom (DE-588)4156640-3 gnd
Signaltransduktion (DE-588)4318717-1 gnd
Bioinformatik (DE-588)4611085-9 gnd
subject_GND (DE-588)4054947-1
(DE-588)4156640-3
(DE-588)4318717-1
(DE-588)4611085-9
title Genomic signal processing
title_auth Genomic signal processing
title_exact_search Genomic signal processing
title_full Genomic signal processing Ilya Shmulevich and Edward R. Dougherty
title_fullStr Genomic signal processing Ilya Shmulevich and Edward R. Dougherty
title_full_unstemmed Genomic signal processing Ilya Shmulevich and Edward R. Dougherty
title_short Genomic signal processing
title_sort genomic signal processing
topic Algoritmos e estruturas de dados larpcal
Bioinformática larpcal
Mathematisches Modell
Cellular signal transduction
Gene Expression
Gene Regulatory Networks
Genetic regulation
Genomics Mathematical models
Models, Genetic
Models, Statistical
Signal Transduction genetics
Signalverarbeitung (DE-588)4054947-1 gnd
Genom (DE-588)4156640-3 gnd
Signaltransduktion (DE-588)4318717-1 gnd
Bioinformatik (DE-588)4611085-9 gnd
topic_facet Algoritmos e estruturas de dados
Bioinformática
Mathematisches Modell
Cellular signal transduction
Gene Expression
Gene Regulatory Networks
Genetic regulation
Genomics Mathematical models
Models, Genetic
Models, Statistical
Signal Transduction genetics
Signalverarbeitung
Genom
Signaltransduktion
Bioinformatik
url http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=015867285&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA
work_keys_str_mv AT shmulevichilya genomicsignalprocessing
AT doughertyedwardr genomicsignalprocessing