authors:- Miller, J. N. 1943-
- Miller, J. C.
subjects:- Chemometrics.
- Statistics
- Chemistry, Analytic -- Data processing
publishers:ISBN:- 0131291920 (pbk.)
- 9780131291928
notes:- Previous ed.: published as by J.C. Miller and J.N. Miller. London: Prentice Hall, 2000.
- Includes bibliographies and index.
- 1.Introduction; 1.1 Analytical problems; 1.2 Errors in qunatitative analysis; 1.3 Types of error; 1.4 Random and systematic errors in titrimetric analysis; 1.5 Handling systematic errors; 1.6 Planning and design of experiments; 1.7 Calculators and computers in statistical calculations2. Statistics of Repeated Measurements; 2.1 Mean and standard deviation; 2.2 The distribution of repeated measurements; 2.3 Log-normal distribution; 2.4 Definition of a 'sample'; 2.5 The sampling distribution of the mean; 2.6 Confidence limits of the mean for large samples; 2.7 Confidence limits of the mean for small samples; 2.8 Presentation of results; 2.9 Other uses of confidence limits; 2.10 Confidence limits of the geometric mean for a log-normal distribution; 2.11 Propagation of random errors; 2.12 Propagation of systematic errors; 3. Significance Tests; 3.1; Introduction; 3.2 Comparison of an experimental mean with a known value; 3.3 Comparison of two experimental means; 3.4 Paired t-test; 3.5 One-sided and two-sided tests; 3.6 F-test for the comparison of standard deviations; 3.7 Outliers; 3.8 Analysis of variance; 3.9 Comparison of several means; 3.10 The arithmetic of ANOVA calculations; 3.11 The chi-squared test; 3.12 Testing for normality of distribution; 3.13; Conclusions from significance tests; 4. The Quality of Analytical Measurements; 4.1; Introduction; 4.2 Sampling; 4.3 Separation and estimation of variances using ANOVA; 4.4 Sampling strategy; 4.5 Quality control methods -; Introduction; 4.6 Stewhart charts for mean values; 4.7 Stewhart charts for ranges; 4.8 Establishing the process capability; 4.9 Average run length: cusum charts; 4.10 Proficiency testing schemes; 4.11 Collaborative trials; 4.12 Uncertainty; 4.13 Acceptable sampling; 5. Calibration Methods in Instumental Analysis; 5.1; Introduction: instrumentational analysis; 5.2 Calibration graphs in instrumental analysis; 5.3 The product-moment correlation coefficient; 5.4 The line of regre.
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