Chemometrics: statistics and computer application in analytical chemistry
Explore chemometrics from basic statistics to the latest artificial intelligence and neural network developments in this new edition Chemometrics is an area of study combining chemistry and mathematics. It governs the interpretation of data generated by chemical analysis, and its growth as a subfiel...
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Weinheim, Germany
Wiley-VCH
[2024]
|
| Ausgabe: | Fourth edition |
| Schlagworte: | |
| Online-Zugang: | Kurzbeschreibung Inhaltsverzeichnis |
| Zusammenfassung: | Explore chemometrics from basic statistics to the latest artificial intelligence and neural network developments in this new edition Chemometrics is an area of study combining chemistry and mathematics. It governs the interpretation of data generated by chemical analysis, and its growth as a subfield promises to streamline and revolutionize analytical chemistry. Chemometrics has long been the leading introductory textbook in this subject. Beginning with an introduction to the statistical-mathematical evaluation of chemical measurements, it leads readers through modern chemometric approaches in a pedagogically sound and highly readable style. Now fully updated to reflect the latest research and applications of this exciting discipline, it provides essential tools for a new generation of analytical chemists. Readers of the fourth edition of Chemometrics will also find: New or expanded treatment of subjects such as deep learning, ANNOVA simultaneous component analysis, instrumental data output, and more Detailed discussion of approaches to signal processing, design and optimization of experiments, pattern recognition and classification, and many other areas Balance of theoretical and practical knowledge to enable rapid application of key techniques Chemometrics is ideal for advanced students in chemistry, analytical chemistry, pharmaceutical chemistry, biochemistry, or related subjects, and as a useful reference for practicing researchers and laboratory professionals. |
| Beschreibung: | xiv, 418 Seiten Illustrationen, Diagramme 24.4 cm x 17 cm |
| ISBN: | 9783527352661 352735266X |
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| 264 | 4 | |c © 2024 | |
| 300 | |a xiv, 418 Seiten |b Illustrationen, Diagramme |c 24.4 cm x 17 cm | ||
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| 505 | 8 | |a Serving as both an introductory text and practical approach, covers all relevant chemometric topics from basic statistics, via modeling and databases right up to the latest artificial intelligence and neural network developments. | |
| 520 | 3 | |a Explore chemometrics from basic statistics to the latest artificial intelligence and neural network developments in this new edition Chemometrics is an area of study combining chemistry and mathematics. It governs the interpretation of data generated by chemical analysis, and its growth as a subfield promises to streamline and revolutionize analytical chemistry. Chemometrics has long been the leading introductory textbook in this subject. Beginning with an introduction to the statistical-mathematical evaluation of chemical measurements, it leads readers through modern chemometric approaches in a pedagogically sound and highly readable style. Now fully updated to reflect the latest research and applications of this exciting discipline, it provides essential tools for a new generation of analytical chemists. Readers of the fourth edition of Chemometrics will also find: New or expanded treatment of subjects such as deep learning, ANNOVA simultaneous component analysis, instrumental data output, and more Detailed discussion of approaches to signal processing, design and optimization of experiments, pattern recognition and classification, and many other areas Balance of theoretical and practical knowledge to enable rapid application of key techniques Chemometrics is ideal for advanced students in chemistry, analytical chemistry, pharmaceutical chemistry, biochemistry, or related subjects, and as a useful reference for practicing researchers and laboratory professionals. | |
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| 653 | |a Analytische Chemie | ||
| 653 | |a Biostatistics | ||
| 653 | |a Biostatistik | ||
| 653 | |a CH10: Analytische Chemie | ||
| 653 | |a CH30: Technische u. Industrielle Chemie | ||
| 653 | |a Chemie | ||
| 653 | |a Chemische Analyse | ||
| 653 | |a Chemistry | ||
| 653 | |a Chemometrik | ||
| 653 | |a Computational Chemistry u. Molecular Modeling | ||
| 653 | |a Industrial Chemistry | ||
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Datensatz im Suchindex
| _version_ | 1805076589858258944 |
|---|---|
| adam_text |
CONTENTS
PREFACE
VII
LIST
OF
ABBREVIATIONS
XI
1
WHAT
IS
CHEMOMETRICS?
1
1.1
THE
COMPUTER-BASED
LABORATORY
3
1.2
STATISTICS
AND
DATA
INTERPRETATION
11
1.3
COMPUTER-BASED
INFORMATION
SYSTEMS/ARTIFICIAL
INTELLIGENCE
12
GENERAL
READING
13
QUESTIONS
AND
PROBLEMS
13
2
BASIC
STATISTICS
15
2.1
DESCRIPTIVE
STATISTICS
16
2.2
STATISTICAL
TESTS
28
2.3
ANALYSIS
OF
VARIANCE
45
GENERAL
READING
56
QUESTIONS
AND
PROBLEMS
57
3
SIGNAL
PROCESSING
AND
TIME
SERIES
ANALYSIS
61
3.1
SIGNAL
PROCESSING
62
3.2
TIME
SERIES
ANALYSIS
91
GENERAL
READING
99
QUESTIONS
AND
PROBLEMS
100
4
OPTIMIZATION
AND
EXPERIMENTAL
DESIGN
101
4.1
SYSTEMATIC
OPTIMIZATION
102
4.2
OBJECTIVE
FUNCTIONS
AND
FACTORS
103
4.3
EXPERIMENTAL
DESIGN
AND
RESPONSE
SURFACE
METHODS
111
4.4
SEQUENTIAL
OPTIMIZATION:
SIMPLEX
METHOD
135
VI
CONTENTS
GENERAL
READING
142
QUESTIONS
AND
PROBLEMS
142
5
PATTERN
RECOGNITION
AND
CLASSIFICATION
145
5.1
5.2
5.3
PREPROCESSING
OF
DATA
147
UNSUPERVISED
METHODS
151
SUPERVISED
METHODS
198
GENERAL
READING
226
QUESTIONS
AND
PROBLEMS
227
6
6.1
6.2
6.3
MODELING
231
UNIVARIATE
LINEAR
REGRESSION
232
MULTIPLE
LINEAR
REGRESSION
249
NONLINEAR
METHODS
281
GENERAL
READING
293
QUESTIONS
AND
PROBLEMS
293
7
7.1
7.2
7.3
ANALYTICAL
DATABASES
295
REPRESENTATION
OF
ANALYTICAL
INFORMATION
296
LIBRARY
SEARCH
309
SIMULATION
OF
SPECTRA
316
GENERAL
READING
318
QUESTIONS
AND
PROBLEMS
318
8
KNOWLEDGE
PROCESSING
AND
SOFT
COMPUTING
321
8.1
8.2
8.3
8.4
ARTIFICIAL
INTELLIGENCE
AND
EXPERT
SYSTEMS
321
NEURAL
NETWORKS
330
FUZZY
THEORY
352
GENETIC
ALGORITHMS
AND
OTHER
GLOBAL
SEARCH
STRATEGIES
365
GENERAL
READING
375
QUESTIONS
AND
PROBLEMS
377
9
QUALITY
ASSURANCE
AND
GOOD
LABORATORY
PRACTICE
379
9.1
9.2
VALIDATION
AND
QUALITY
CONTROL
380
ACCREDITATION
AND
GOOD
LABORATORY
PRACTICE
384
GENERAL
READING
386
QUESTIONS
AND
PROBLEMS
386
APPENDIX
387
INDEX
403 |
| adam_txt |
CONTENTS
PREFACE
VII
LIST
OF
ABBREVIATIONS
XI
1
WHAT
IS
CHEMOMETRICS?
1
1.1
THE
COMPUTER-BASED
LABORATORY
3
1.2
STATISTICS
AND
DATA
INTERPRETATION
11
1.3
COMPUTER-BASED
INFORMATION
SYSTEMS/ARTIFICIAL
INTELLIGENCE
12
GENERAL
READING
13
QUESTIONS
AND
PROBLEMS
13
2
BASIC
STATISTICS
15
2.1
DESCRIPTIVE
STATISTICS
16
2.2
STATISTICAL
TESTS
28
2.3
ANALYSIS
OF
VARIANCE
45
GENERAL
READING
56
QUESTIONS
AND
PROBLEMS
57
3
SIGNAL
PROCESSING
AND
TIME
SERIES
ANALYSIS
61
3.1
SIGNAL
PROCESSING
62
3.2
TIME
SERIES
ANALYSIS
91
GENERAL
READING
99
QUESTIONS
AND
PROBLEMS
100
4
OPTIMIZATION
AND
EXPERIMENTAL
DESIGN
101
4.1
SYSTEMATIC
OPTIMIZATION
102
4.2
OBJECTIVE
FUNCTIONS
AND
FACTORS
103
4.3
EXPERIMENTAL
DESIGN
AND
RESPONSE
SURFACE
METHODS
111
4.4
SEQUENTIAL
OPTIMIZATION:
SIMPLEX
METHOD
135
VI
CONTENTS
GENERAL
READING
142
QUESTIONS
AND
PROBLEMS
142
5
PATTERN
RECOGNITION
AND
CLASSIFICATION
145
5.1
5.2
5.3
PREPROCESSING
OF
DATA
147
UNSUPERVISED
METHODS
151
SUPERVISED
METHODS
198
GENERAL
READING
226
QUESTIONS
AND
PROBLEMS
227
6
6.1
6.2
6.3
MODELING
231
UNIVARIATE
LINEAR
REGRESSION
232
MULTIPLE
LINEAR
REGRESSION
249
NONLINEAR
METHODS
281
GENERAL
READING
293
QUESTIONS
AND
PROBLEMS
293
7
7.1
7.2
7.3
ANALYTICAL
DATABASES
295
REPRESENTATION
OF
ANALYTICAL
INFORMATION
296
LIBRARY
SEARCH
309
SIMULATION
OF
SPECTRA
316
GENERAL
READING
318
QUESTIONS
AND
PROBLEMS
318
8
KNOWLEDGE
PROCESSING
AND
SOFT
COMPUTING
321
8.1
8.2
8.3
8.4
ARTIFICIAL
INTELLIGENCE
AND
EXPERT
SYSTEMS
321
NEURAL
NETWORKS
330
FUZZY
THEORY
352
GENETIC
ALGORITHMS
AND
OTHER
GLOBAL
SEARCH
STRATEGIES
365
GENERAL
READING
375
QUESTIONS
AND
PROBLEMS
377
9
QUALITY
ASSURANCE
AND
GOOD
LABORATORY
PRACTICE
379
9.1
9.2
VALIDATION
AND
QUALITY
CONTROL
380
ACCREDITATION
AND
GOOD
LABORATORY
PRACTICE
384
GENERAL
READING
386
QUESTIONS
AND
PROBLEMS
386
APPENDIX
387
INDEX
403 |
| any_adam_object | 1 |
| any_adam_object_boolean | 1 |
| author | Otto, Matthias 1950- |
| author_GND | (DE-588)131905260 |
| author_facet | Otto, Matthias 1950- |
| author_role | aut |
| author_sort | Otto, Matthias 1950- |
| author_variant | m o mo |
| building | Verbundindex |
| bvnumber | BV049440874 |
| classification_rvk | VC 6050 VC 6400 |
| contents | Serving as both an introductory text and practical approach, covers all relevant chemometric topics from basic statistics, via modeling and databases right up to the latest artificial intelligence and neural network developments. |
| ctrlnum | (OCoLC)1422454424 (DE-599)DNB1296841510 |
| discipline | Chemie / Pharmazie |
| discipline_str_mv | Chemie / Pharmazie |
| edition | Fourth edition |
| format | Book |
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| id | DE-604.BV049440874 |
| illustrated | Illustrated |
| index_date | 2024-07-03T23:12:05Z |
| indexdate | 2024-07-20T05:59:42Z |
| institution | BVB |
| institution_GND | (DE-588)16179388-5 |
| isbn | 9783527352661 352735266X |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-034786844 |
| oclc_num | 1422454424 |
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| owner | DE-29T DE-11 DE-188 DE-20 DE-19 DE-BY-UBM |
| owner_facet | DE-29T DE-11 DE-188 DE-20 DE-19 DE-BY-UBM |
| physical | xiv, 418 Seiten Illustrationen, Diagramme 24.4 cm x 17 cm |
| publishDate | 2024 |
| publishDateSearch | 2024 |
| publishDateSort | 2024 |
| publisher | Wiley-VCH |
| record_format | marc |
| spelling | Otto, Matthias 1950- Verfasser (DE-588)131905260 aut Chemometrics statistics and computer application in analytical chemistry Matthias Otto Fourth edition Weinheim, Germany Wiley-VCH [2024] © 2024 xiv, 418 Seiten Illustrationen, Diagramme 24.4 cm x 17 cm txt rdacontent n rdamedia nc rdacarrier Serving as both an introductory text and practical approach, covers all relevant chemometric topics from basic statistics, via modeling and databases right up to the latest artificial intelligence and neural network developments. Explore chemometrics from basic statistics to the latest artificial intelligence and neural network developments in this new edition Chemometrics is an area of study combining chemistry and mathematics. It governs the interpretation of data generated by chemical analysis, and its growth as a subfield promises to streamline and revolutionize analytical chemistry. Chemometrics has long been the leading introductory textbook in this subject. Beginning with an introduction to the statistical-mathematical evaluation of chemical measurements, it leads readers through modern chemometric approaches in a pedagogically sound and highly readable style. Now fully updated to reflect the latest research and applications of this exciting discipline, it provides essential tools for a new generation of analytical chemists. Readers of the fourth edition of Chemometrics will also find: New or expanded treatment of subjects such as deep learning, ANNOVA simultaneous component analysis, instrumental data output, and more Detailed discussion of approaches to signal processing, design and optimization of experiments, pattern recognition and classification, and many other areas Balance of theoretical and practical knowledge to enable rapid application of key techniques Chemometrics is ideal for advanced students in chemistry, analytical chemistry, pharmaceutical chemistry, biochemistry, or related subjects, and as a useful reference for practicing researchers and laboratory professionals. Analytische Chemie (DE-588)4129906-1 gnd rswk-swf Chemometrie (DE-588)4299578-4 gnd rswk-swf Analytical Chemistry Analytische Chemie Biostatistics Biostatistik CH10: Analytische Chemie CH30: Technische u. Industrielle Chemie Chemie Chemische Analyse Chemistry Chemometrik Computational Chemistry u. Molecular Modeling Industrial Chemistry ST30: Biostatistik Statistics Statistik Technische u. Industrielle Chemie Umweltchemie Chemometrie (DE-588)4299578-4 s Analytische Chemie (DE-588)4129906-1 s DE-604 Wiley-VCH (DE-588)16179388-5 pbl Erscheint auch als Online-Ausgabe, PDF 978-3-527-84378-7 Erscheint auch als Online-Ausgabe, EPUB 978-3-527-84379-4 Erscheint auch als Online-Ausgabe, oBook 978-3-527-84380-0 Vorangegangen ist 9783527340972 X:MVB http://www.wiley-vch.de/publish/dt/books/ISBN978-3-527-35266-1/ Kurzbeschreibung DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=034786844&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis 1\p vlb 20230721 DE-101 https://d-nb.info/provenance/plan#vlb |
| spellingShingle | Otto, Matthias 1950- Chemometrics statistics and computer application in analytical chemistry Serving as both an introductory text and practical approach, covers all relevant chemometric topics from basic statistics, via modeling and databases right up to the latest artificial intelligence and neural network developments. 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 analytical chemistry |
| title_auth | Chemometrics statistics and computer application in analytical chemistry |
| title_exact_search | Chemometrics statistics and computer application in analytical chemistry |
| title_exact_search_txtP | Chemometrics statistics and computer application in analytical chemistry |
| title_full | Chemometrics statistics and computer application in analytical chemistry Matthias Otto |
| title_fullStr | Chemometrics statistics and computer application in analytical chemistry Matthias Otto |
| title_full_unstemmed | Chemometrics statistics and computer application in analytical chemistry Matthias Otto |
| title_short | Chemometrics |
| title_sort | chemometrics statistics and computer application in analytical chemistry |
| title_sub | statistics and computer application in analytical chemistry |
| topic | Analytische Chemie (DE-588)4129906-1 gnd Chemometrie (DE-588)4299578-4 gnd |
| topic_facet | Analytische Chemie Chemometrie |
| url | http://www.wiley-vch.de/publish/dt/books/ISBN978-3-527-35266-1/ http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=034786844&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT ottomatthias chemometricsstatisticsandcomputerapplicationinanalyticalchemistry AT wileyvch chemometricsstatisticsandcomputerapplicationinanalyticalchemistry |