Information theory in analytical chemistry

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Last edited by MARC Bot
August 2, 2024 | History

Information theory in analytical chemistry

  • 1 Want to read

Regarded as a seminal work in chemometrics, Information Theory as Applied to Chemical Analysis by Karel Eckscklager and Vladimir Stepanek shed light on the importance of information theory, stressing that the very mechanisms of information gathering are key to the quality of the analytical data collected. Continuing that examination, this new volume, Information Theory in Analytical Chemistry, looks at the practical applications of information theory, especially as a tool for optimizing chemical analysis.

Complete with up-to-date examples from diverse areas such as toxicology, environmental science, and metallurgy, the book provides a workable framework for developing, optimizing, and assessing analytical procedures.

Layer by layer, the analytical process is dismantled - and reassembled - so the reader develops a genuine, practice-oriented grasp of just how information theory shapes the chemical analysis process.

Beginning with the fundamentals of information theory and analytical chemistry, the book then considers the systemic nature of chemical analysis, examining each of its facets: identification of components, trace analysis, qualitative analysis, quantitative analysis, multicomponent analysis, microanalysis, and surface or structure analysis.

Up-to-date, detailed discussion includes: identification of an individual component or a group of compounds; effect of a priori knowledge of the sample on the information gain of the result; importance of calibration methods and reference material and their net effect on the precision and accuracy of results; choice of the optimum analytical method, criteria of selection; quality control, external and internal quality assurance; chemical homogeneity testing.

Particularly important in trace and multivariate analysis, the book also sheds light on the information content inherent in analytical instrumentation, contrasting it with the true information gains of the analysis. Essential to understanding the individual steps of analytical process, this distinction allows for better evaluation and optimization of each step, including calibration and signal processing.

The book also assesses the information contribution of key chemometric methods, such as cluster analysis, pattern recognition, and factorial data analysis, useful in multivariate or multicomponent analysis. This discussion, in turn, provides insight into the true character of multivariate data analysis, revealing it as not simply a string of single-component analyses done simultaneously, but rather a fragile, potentially bias-ridden mechanism with unique interpretive potential of its own.

Complete with tables, diagrams, and examples, Information Theory in Analytical Chemistry is a practical handbook of enhanced analytical techniques that can sharply improve the quality of data collection as well as a user's understanding of the significance of information theory in each step of the entire chemical analysis process.

Publish Date
Publisher
Wiley
Language
English
Pages
275

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Previews available in: English

Book Details


Edition Notes

Published in
New York, Chichester
Series
Chemical analysis -- v.128

Classifications

Dewey Decimal Class
540.151
Library of Congress
QD75.4.M36 E24 1994, QD75.4.M36E24 1994

The Physical Object

Pagination
xv,275p.
Number of pages
275

ID Numbers

Open Library
OL21467827M
Internet Archive
informationtheor0128ecks
ISBN 10
0471595071
LCCN
95119583
OCLC/WorldCat
30521522
Goodreads
4473749

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August 2, 2024 Edited by MARC Bot import existing book
October 4, 2021 Edited by ImportBot import existing book
November 20, 2020 Edited by MARC Bot import existing book
May 31, 2020 Edited by ImportBot import existing book
November 2, 2008 Created by ImportBot Imported from Talis record