Chemometrics in spectroscopy
Title:
Chemometrics in spectroscopy
Author:
Mark, Howard.
ISBN:
9780123740243
Personal Author:
Publication Information:
Amsterdam ; Oxford : Academic, 2007.
Physical Description:
p. cm.
General Note:
Includes index.
Contents:
1. A New Beginning -- -- 2. Elementary Matrix Algebra, Part 1 -- -- 3. Elementary Matrix Algebra, Part 2 -- -- 4. Matrix Algebra and Multiple Linear Regression, Part 1 -- -- 5. Matrix Algebra and Multiple Linear Regression, Part 2 -- -- 6. Matrix Algebra and Multiple Linear Regression, Part 3 -- -- 7. Matrix Algebra and Multiple Linear Regression: Conclusion -- -- 8. Experimental Designs - Part 1 -- -- 9. Experimental Designs - Part 2 -- -- 10. Experimental Designs - Part 3 -- -- 11. Analytic Geometry, Part I -- -- 12. Analytic Geometry, Part II -- -- 13. Analytic Geometry, Part III -- -- 14. Analytic Geometry, Part IV -- -- 15. Experimental Designs Part IV - Varying Parameters to Expand the Design -- -- 16. Experimental Designs Part V - One-at-a-time Designs -- -- 17. Experimental Designs Part VI - Sequential Designs -- -- 18. Experimental Designs Part VII, The Power of a Test -- -- 19. Experimental Designs Part VIII, The Power of a Test (Continued) -- -- 20. Experimental Designs Part IX - Sequential Designs Concluded -- -- 21. Calculating the Solution for Regression Techniques - Part I: Multivariate Regression Made Simple -- -- 22. Calculating the Solution for Regression Techniques - Part II: Principal Component(s) Regression Made Simple -- -- 23. Calculating the Solution for Regression Techniques - Part III: Partial Least Squares Regression Made Simple -- -- 24. Looking Ahead and Behind -- -- 25. A Simple Question -- -- 26. Calculating the Solution for Regression Techniques - Part IV: Singular Value Decomposition -- -- 27. Linearity in Calibration -- -- 28. Challenges: Unsolved Problems in Chemometrics -- -- 29. Linearity in Calibration - Act II Scene I -- -- 30. Linearity in Calibration - Act II Scene II -- -- 31. Linearity in Calibration - Act II Scene III -- -- 32. Linearity in Calibration - Act II Scene IV -- -- 33. Linearity in Calibration - Act II Scene V -- -- 34. A Blueprint for Collaborative Laboratory Studies -- -- 35. Using ANOVA for Collaborative Laboratory Studies, Part Two -- -- 36. Testing for Systematic Error in Collaborative Laboratory Studies, Part Three -- -- 37. Ranking Test for Collaborative Studies, Part Four -- -- 38. Efficient Comparison of Two Methods for Collaborative Laboratory Studies -- -- 39. More About Collaborative Laboratory Studies, a Brief Recap and Additional Resources, Part Five -- -- 40. Is Noise Brought by the Stork?: Analysis of Noise, Part 1 -- -- 41. Analysis of Noise, Part 2 -- -- 42. Analysis of Noise, Part 3 -- -- 43. Analysis of Noise, Part 4 -- -- 44. Analysis of Noise, Part 5 -- -- 45. Analysis of Noise, Part 6 -- -- 46. Analysis of Noise, Part 7 -- -- 47. Analysis of Noise, Part 8 -- -- 48. Analysis of Noise, Part 9 -- -- 49. Analysis of Noise, Part 10 -- -- 50. Analysis of Noise, Part 11 -- -- 51. Analysis of Noise, Part 12 -- -- 52. Analysis of Noise, Part 13 -- -- 53. Analysis of Noise, Part 14 -- -- 54. Derivatives in Spectroscopy, Part 1: The Behaviour of Derivatives -- -- 55. Derivatives in Spectroscopy, Part 2: The True Derivative -- -- 56. Derivatives in Spectroscopy, Part 3: Computing the Derivative -- -- 57. Derivatives in Spectroscopy, Part 4: Calibrating with Derivatives -- -- 58. Comparison of Goodness of Fit Statistics, Part I -- -- 59. Comparison of Goodness of Fit Statistics, Part II -- -- 60. Comparison of Goodness of Fit Statistics, Part III -- -- 61. Comparison of Goodness of Fit Statistics, Part IV -- -- 62. Derivatives in Spectroscopy - Update -- -- 63. Linearity in Calibration, Act III, Scene I: The Importance of Non-Linearity -- -- 64. Linearity in Calibration, Act III, Scene II: The Durbin-Watson Statistic -- -- 65. Linearity in Calibration, Act III, Scene III: Other Tests for Non-Linearity -- -- 66. Linearity in Calibration, Act III Scene IV: How To Test For non-Linearity -- -- 67. Linearity in Calibration, Act III Scene V: Quantifying Non-linearity -- -- 68. Linearity in Calibration, Act III Scene VI: Quantifying Non-linearity, Part II, and a News Flash -- -- 69. Connecting Chemometrics to Statistics - Part 1, the Chemometrics Side -- -- 70. Connecting Chemometrics to Statistics - Part 2, the Statistics Side -- -- 71. Limitations in Analytical Accuracy Part 1 -- -- 72. Limitations in Analytical Accuracy Part 2 -- -- 73. Limitations in Analytical Accuracy Part 3 -- -- 74. The Statistics of Spectral Searches -- -- 75. The Chemometrics of Imaging Spectroscopy.
Abstract:
Chemometrics in Spectroscopy builds upon the statistical information covered in other books written by these leading authors in the field by providing a broader range of mathematics and progressing into the fundamentals of multivariate and experimental data analysis. Subjects covered in this work include: matrix algebra, analytic geometry, experimental design, calibration regression, linearity, design of collaborative laboratory studies, comparing analytical methods, noise analysis, use of derivatives, analytical accuracy, analysis of variance, and much more are all part of this chemometrics compendium. Developed in the form of a tutorial offering a basic hands-on approach to chemometric and statistical analysis for analytical scientists, experimentalists, and spectroscopists. Without using complicated mathematics, Chemometrics in Spectroscopy demonstrates the basic principles underlying the use of common experimental, chemometric, and statistical tools. Emphasis has been given to problem-solving applications and the proper use and interpretation of data used for scientific research. * Offers basic hands-on approach to chemometric and statistical analysis for analytical scientists, experimentalists, and spectroscopists. * Useful for analysts in their daily problem solving, as well as detailed insights into subjects often considered difficult to thoroughly grasp by non-specialists. * Provides mathematical proofs and derivations for the student or rigorously-minded specialist.
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