Comprehensive chemometrics: chemical and biochemical data analysis 3 Linear regression modeling, non-linear regression, classification, feature selection, multivariate robust techniques
Gespeichert in:
| Weitere Verfasser: | , |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Amsterdam [u.a.]
Elsevier
2009
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| Ausgabe: | 1. ed. |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | XIX, 754 S. Ill., graph. Darst. |
| ISBN: | 9780444527059 |
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| 245 | 1 | 0 | |a Comprehensive chemometrics |b chemical and biochemical data analysis |n 3 |p Linear regression modeling, non-linear regression, classification, feature selection, multivariate robust techniques |c Eds.-in-chief Steven D. Brown ... |
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Datensatz im Suchindex
| _version_ | 1804141573266472960 |
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| adam_text | Titel: Bd. 3. Comprehensive chemometrics. Linear regression modeling, non-linear regression, classification
Autor:
Jahr: 2009
Contents of Volume 3
Contributors to Volume 3 vii
Preface xi
Editors in Chief xii
Contents of All Volumes xiii
Section Editors xvii
Linear Regression Modeling
3.01 Calibration Methodologies 1
J. H. Kalivas, Idaho State University, Poeatello, ID, USA
3.02 Regression Diagnostics 33
J. Ferre, Rovira i Virgili University, Tarragona, Spain
3.03 Validation and Error 91
A. C. Olivieri, Universidad National de Rosario, Rosario, Argentina
N. M. Faber, Chemometry Consultancy, Reek-Ubbergen, The Netherlands
3.04 Preprocessing Methods 121
M. Zeaiter, GlaxoSmithKline, R D, Hertfordshire, UK
D. Rutledge, Lalmratoire de Chimie Analytique (IAQA), Paris, France
3.05 Variable Selection 233
R. K. II. Galvao, Institute Tecnoldgico de Aerona utica, Sao Jose dos Campos, SP, Brazil
M. C. U. Araujo, Universidade Federal da Paraiba, Jodo Pessoa, PB, Brazil
3.06 Missing Data 285
F. Arteaga, Catholic University of Valencia San Vicente Ferrer, Valencia, Spain
A.J. Ferrer-Riquelme, Technical University of Valencia, Valencia, Spain
3.07 Robust Calibration 315
M. Hubert, Katholieke Universiteit Leuven, Leuven, Belgium
3.08 Transfer of Multivariate Calibration Models 345
S. D. Brown, University of Delaware, Ne-wark VF^ USA •
3.09 Three-Way Calibration / 379
K. S. Booksh, University of Delaware, Newark, DE, USA
B. Bronk andj. Czege, Air Force Research Laboratory, Wright Patterson Air Force Base, OH, USA
Non-Linear Regression
3.10 Model-Based Data Fitting , 413
M. Maeder, N. McCann and S. Norman, University of Newcastle, Callaghan, NSW, Australia
vi Contents of Volume 3
3.11 Kernel Methods 437
J. Suykens, Katholieke Universiteit Leaven, Leuveti, Belgium
3.12 Linear Approaches for Nonlinear Modeling 453
H. Chen and B. R. Bakshi, Ohio State University, Columbus, OH, USA
3.13 Other Methods in Nonlinear Regression 463
B. Li, B. R. Bakshi, and P. K. Goel, Ohio State University, Columbus, OH, USA
3.14 Neural Networks 4//
F. Marini, Sapienza University of Rome, Rome, Italy
Classification
3.15 Classification: Basic Concepts 507
B. K. Lavine, Oklahoma State University, Still-water, OK, USA
W. S. Ravens, University of Kentucky, Lexington, KY, USA
3.16 Statistical Discriminant Analysis 517
B. K. Lavine, Oklahoma State University, Stillwater, OK, USA
W. S. Ravens, University of Kentucky, Lexington, KY, USA
3.17 Decision Tree Modeling in Classification 541
S. D. Brown and A. J. Myles, University of Delaware, Newark, DE, USA
3.18 Feed-Forward Neural Networks 571
B. K. Lavine, Oklahoma State University, Stillwater, OK, USA
T. R. Blank, Instrumentation Metrics, Chandler, AZ, USA
3.19 Validation of Classifiers 587
B. K. Lavine, Oklahoma State University, Stillwater, OK, USA
Feature Selection
3.20 Feature Selection: Introduction 601
B. K. Lavine, Oklahoma State University, Stillwater, OK, USA
3.21 Multivariate Approaches: UVE-PLS 609
V. Centner, EffiChem, Lysice, Czech Republic
3.22 Multivariate Approaches to Classification using Genetic Algorithms 619
B. K. Lavine, Oklahoma State University, Stillwater, OK, USA
C. h. Davidson, Science and Technology Corporation, Edgewood, MD, USA
3.23 Feature Selection in the Wavelet Domain: Adaptive Wavelets 647
ID. A. Donald, BSES Limited, Gordonvale, QIJ), Australia
Y. L, Everingham, L. W. McKinna, and ID. Coomans, James Cook University, Townsville,
QID, Australia
Multivariate Robust Techniques
3.24 Robust Multivariate Methods in Chemometrics 681
P. Filzmoser, Vienna University of Technology, Vienna, Austria
S. Serneels, Shell Research and Technology Centre, Amsterdam, The Netherlands
R. Maronna, National University of La Plata, La Plata, Argentina
P. J. V an Espen, University of Antwerp, Antwerp, Belgium
Index to Volume 3 773
|
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| spelling | Comprehensive chemometrics chemical and biochemical data analysis 3 Linear regression modeling, non-linear regression, classification, feature selection, multivariate robust techniques Eds.-in-chief Steven D. Brown ... 1. ed. Amsterdam [u.a.] Elsevier 2009 XIX, 754 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Kalivas, John H. edt Brown, Steven D. edt (DE-604)BV025543520 3 HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=019329475&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Comprehensive chemometrics chemical and biochemical data analysis |
| title | Comprehensive chemometrics chemical and biochemical data analysis |
| title_auth | Comprehensive chemometrics chemical and biochemical data analysis |
| title_exact_search | Comprehensive chemometrics chemical and biochemical data analysis |
| title_full | Comprehensive chemometrics chemical and biochemical data analysis 3 Linear regression modeling, non-linear regression, classification, feature selection, multivariate robust techniques Eds.-in-chief Steven D. Brown ... |
| title_fullStr | Comprehensive chemometrics chemical and biochemical data analysis 3 Linear regression modeling, non-linear regression, classification, feature selection, multivariate robust techniques Eds.-in-chief Steven D. Brown ... |
| title_full_unstemmed | Comprehensive chemometrics chemical and biochemical data analysis 3 Linear regression modeling, non-linear regression, classification, feature selection, multivariate robust techniques Eds.-in-chief Steven D. Brown ... |
| title_short | Comprehensive chemometrics |
| title_sort | comprehensive chemometrics chemical and biochemical data analysis linear regression modeling non linear regression classification feature selection multivariate robust techniques |
| title_sub | chemical and biochemical data analysis |
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