Preface |
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ix | |
About the companion website |
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xi | |
Acknowledgements |
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xiii | |
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Part I Introduction and basics |
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Chapter 1 Basics and terminology |
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3 | (12) |
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3 | (1) |
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1.2 What the book will cover |
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4 | (2) |
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1.3 The importance of statistics |
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6 | (1) |
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1.4 Applications of statistical procedures in food science |
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6 | (3) |
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1.5 Focus and terminology |
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9 | (6) |
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12 | (1) |
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Software sources and links |
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13 | (2) |
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Chapter 2 The nature of data and their collection |
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15 | (29) |
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15 | (1) |
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15 | (11) |
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2.3 Collection of data and sampling |
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26 | (10) |
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36 | (8) |
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42 | (2) |
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Chapter 3 Descriptive statistics |
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44 | (47) |
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44 | (1) |
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3.2 Tabular and graphical displays |
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45 | (14) |
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3.3 Descriptive statistic measures |
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59 | (10) |
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3.4 Measurement uncertainty |
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69 | (17) |
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3.5 Determination of population nature and variance homogeneity |
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86 | (5) |
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89 | (2) |
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Chapter 4 Analysis of differences - significance testing |
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91 | (23) |
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91 | (1) |
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4.2 Significance (hypothesis) testing |
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92 | (10) |
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4.3 Assumptions of significance tests |
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102 | (1) |
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4.4 Stages in a significance test |
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103 | (5) |
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4.5 Selection of significance tests |
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108 | (4) |
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4.6 Parametric or non-parametric tests |
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112 | (2) |
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113 | (1) |
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Chapter 5 Types of significance test |
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114 | (27) |
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114 | (1) |
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114 | (1) |
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5.3 Significance tests for nominal data (non-parametric) |
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115 | (7) |
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5.4 Significance tests for ordinal data (non-parametric) |
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122 | (7) |
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5.5 Significance tests for interval and ratio data (parametric) |
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129 | (12) |
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139 | (2) |
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Chapter 6 Association, correlation and regression |
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141 | (14) |
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141 | (1) |
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142 | (2) |
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144 | (5) |
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149 | (6) |
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153 | (2) |
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Chapter 7 Experimental design |
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155 | (26) |
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155 | (1) |
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7.2 Terminology and general procedure |
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155 | (4) |
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7.3 Sources of experimental error and its reduction |
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159 | (5) |
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164 | (10) |
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7.5 Analysis methods and issues |
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174 | (2) |
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7.6 Applicability of designs |
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176 | (5) |
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176 | (5) |
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Chapter 8 Sensory and consumer data |
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181 | (38) |
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181 | (1) |
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8.2 The quality and nature of sensory and consumer data |
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181 | (2) |
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8.3 Experimental design issues |
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183 | (1) |
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8.4 Consumer data (sensory and survey) |
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183 | (16) |
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8.5 Trained panel sensory data |
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199 | (17) |
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8.6 Analysis of relationships |
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216 | (3) |
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216 | (3) |
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Chapter 9 Instrumental data |
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219 | (27) |
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219 | (1) |
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9.2 Quality and nature of instrumental data |
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219 | (3) |
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9.3 Sampling and replication |
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222 | (2) |
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9.4 Experimental design issues |
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224 | (2) |
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9.5 Statistical analysis of instrumental data |
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226 | (2) |
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9.6 Chemical analysis applications |
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228 | (16) |
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9.7 Analysis of relationships |
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244 | (2) |
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244 | (2) |
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Chapter 10 Food product formulation |
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246 | (25) |
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246 | (1) |
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10.2 Design application in food product development |
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246 | (2) |
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10.3 Single ingredient effects |
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248 | (4) |
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10.4 Two or more ingredients |
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252 | (5) |
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10.5 Screening of many ingredients |
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257 | (6) |
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10.6 Formulation by constraints |
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263 | (8) |
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269 | (2) |
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Chapter 11 Statistical quality control |
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271 | (22) |
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271 | (1) |
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11.2 Types of statistical quality control |
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272 | (1) |
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273 | (1) |
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274 | (14) |
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288 | (5) |
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292 | (1) |
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Chapter 12 Multivariate applications |
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293 | (20) |
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293 | (1) |
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12.2 Multivariate methods and their characteristics |
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293 | (1) |
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294 | (16) |
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12.4 Relationship of consumer preference with sensory measures |
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310 | (3) |
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311 | (2) |
Index |
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313 | |