40 years of chemometrics : from Bruce Kowalski to the future
著者
書誌事項
40 years of chemometrics : from Bruce Kowalski to the future
（ACS symposium series, 1199）
American Chemical Society , Distributed in print by Oxford University Press, c2015
- タイトル別名
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Forty years of chemometrics
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注記
Includes bibliographical references and index
内容説明・目次
内容説明
Bruce Kowalski is recognized by the scientific community as the founder of the field of chemometrics. This Symposium Series text is a follow up to the Symposium Series Volume 52 (Chemometrics: Theory and Application), edited by Bruce Kowalski. All major areas in the field are well represented in this book: pattern recognition, library searching, multivariate calibration, multivariate curve resolution, variable selection, data fusion, calibration transfer,
environmental chemometrics, forensics, and biological and mixture analysis. Many chapters have a link to previous work done by Bruce and will serve as a retrospective to the career of Bruce Kowalski, who believed that a rational approach was needed to improve both the quality of measurements and to extract
information from them.
This text will be of interest to individuals who are interested in modeling data. Interest in modeling data continues to grow with the emergence of new areas such as computational statistics, business intelligence, big data, and analytics. In chemistry, modeling of data has taken a different path as it has become integrated into the field of analytical chemistry. Because chemometrics is not well understood by chemists, this text should prove beneficial and be of great interest to researchers
who need to take advantage of techniques such as principal component analysis, partial least squares, linear discriminant analysis and outlier analysis in their work. This text also highlights changes that have occurred in the field since its origins in the mid-1970's and will serve as a report on the
current state of the art of the field of chemometrics.
目次
1. Chemometrics and Bruce: Some Fond Memories
2. Kowalski's Vision on Strength through Diversity: One Researcher's Story
3. The Errors of My Ways: Maximum Likelihood PCA Seventeen Years after Bruce
4. Inferring Dioxin Sources in Sediments from a Coastal Harbor Using Multivariate Analysis
5. Multivariate Curve Resolution: A Different Way To Examine Chemical Data
6. Applying Multivariate Curve Resolution to Source Apportionment of the Atmospheric Aerosol
7. Hierarchical Classification Modeling of Watershed Data by Chemical Signatures
8. Improving Investigative Lead Information in the Forensic Examination of Automotive Paints
9. Net Analyte Signal (NAS) for Selection of Multivariate Calibration Models and Development of NAS Sample Wise Target Calibration Model Attributes
10. Adaptive Regression via Subspace Elimination
11. The Essential Aspects of Multivariate Calibration Transfer
12. Approaching the Chemometric Modeling of Realistically Diverse Biochemical Data
13. Fusing Spectral Data To Improve Protein Secondary Structure Analysis: Data Fusion
14. Chemometric Modeling of Environmental Impacts on the Chemical Composition and Growth Dynamics of Microalgae Cultures
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