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Chemometrics: statistics and computer application in anlytical chemistry

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Bibliographic Details
Main Author:	Otto, Matthias 1950- (Author)
Format:	Book
Language:	English
Published:	Weinheim Wiley-VCH 2007
Edition:	2., completely rev. and enl. ed.
Subjects:	Analytische Chemie Chemometrie
Links:	http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=015479466&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA
Physical Description:	XIV, 328 S. zahlr. graph. Darst.
ISBN:	9783527314188 3527314180

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Record in the Search Index

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adam_text	Contents 1 What is Chemometrics? 1 1.1 The Computer based Laboratory 2 1.2 Statistics and Data Interpretation 9 1.3 Computer based Information Systems/ Artificial Intelligence 10 1.4 General Reading 11 2 Basic Statistics 13 2.1 Descriptive Statistics 14 2.2 Statistical Tests 25 2.3 Analysis of Variance 41 2.4 General Reading 48 3 Signal Processing and Time Series Analysis 51 3.1 Signal Processing 51 3.2 Times Series Analysis 75 3.3 General Reading 81 4 Optimization and Experimental Design 83 4.1 Objective Functions and Factors 85 4.2 Experimental Designs and Response Surface Methods 92 4.2.1 Fundamentals 92 4.2.2 Two level designs: screening designs 95 4.2.3 Three level designs: response surface designs 103 4.3 Sequential Optimization: Simplex Method 113 4.4 General Reading 119 5 Pattern Recognition and Classification 121 5.1 Preprocessing of Data 123 5.2 Unsupervised Methods 126 5.2.1 Factorial methods 126 5.2.2 Cluster analysis 154 5.2.3 Graphical methods 164 5.3 Supervised Methods 166 5.3.1 Linear learning machine 166 5.3.2 Discriminant analysis 168 5.3.3 A nearest neighbor method 174 5.3.4 S1MCA 175 5.3.5 Support vector machines 178 5.4 General Reading 181 6 Modeling 183 6.1 Univariate Linear Regression 184 6.2 Multiple Linear Regression 199 6.2.1 Ordinary test squares regression 200 6.2.2 Biased parameter estimations: PCR and PLS 203 6.2.3 Applications for multicomponent analysis 207 6.2.4 Regression diagnostics 214 6.2.5 Multiway regression (modeling) 223 6.3 Nonlinear Methods 224 6.3.1 Nonlinear regression analysis 225 6.3.2 Nonparametric methods 229 6.4 General Reading 234 7 Analytical Databases 237 7.1 Representation of Analytical Information 238 7.2 Library Search 246 7.3 General Reading 252 8 Knowledge Processing and Soft Computing 253 8.1 Artificial Intelligence and Expert Systems 253 8.2 Neural Networks 261 8.3 Fuzzy Theory 275 8.4 Genetic Algorithms and Other Global Search Strategies 284 8.5 General Reading 292 9 Quality Assurance and Good Laboratory Practice 295 9.1 Validation and Quality Control 295 9.2 Accreditation and Good Laboratory Practice 300 9.3 General Reading 301 Appendix 303 Statistical distributions 303 Digital filters 309 Experimental designs 311 Matrix algebra 316 Software 320 Index 321
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dewey-tens	540 - Chemistry and allied sciences
discipline	Chemie / Pharmazie
edition	2., completely rev. and enl. ed.
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isbn	9783527314188 3527314180
language	English
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spellingShingle	Otto, Matthias 1950- Chemometrics statistics and computer application in anlytical chemistry Analytische Chemie (DE-588)4129906-1 gnd Chemometrie (DE-588)4299578-4 gnd
subject_GND	(DE-588)4129906-1 (DE-588)4299578-4
title	Chemometrics statistics and computer application in anlytical chemistry
title_auth	Chemometrics statistics and computer application in anlytical chemistry
title_exact_search	Chemometrics statistics and computer application in anlytical chemistry
title_full	Chemometrics statistics and computer application in anlytical chemistry Matthias Otto
title_fullStr	Chemometrics statistics and computer application in anlytical chemistry Matthias Otto
title_full_unstemmed	Chemometrics statistics and computer application in anlytical chemistry Matthias Otto
title_short	Chemometrics
title_sort	chemometrics statistics and computer application in anlytical chemistry
title_sub	statistics and computer application in anlytical chemistry
topic	Analytische Chemie (DE-588)4129906-1 gnd Chemometrie (DE-588)4299578-4 gnd
topic_facet	Analytische Chemie Chemometrie
url	http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=015479466&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA
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Call Number:	0302 CHE 023f 2007 A 4064(2) Floor plan
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Call Number:	1002 CHE 023f 2007 A 4871(2) Floor plan
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