Chemometrics in spectroscopy /

Main Authors: Mark, Howard, (Author), Workman, Jerry, (Author)
Language:English
Published: London, United Kingdom ; San Diego, CA, United States : Elsevier Ltd. : Academic Press, [2018]
Edition:Second edition.
Subjects:
Online Access:ScienceDirect
Table of 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.