Bhisham C. Gupta - Statistics and Probability with Applications for Engineers and Scientists Using MINITAB, R and JMP

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Introduces basic concepts in probability and statistics to data science students, as well as engineers and scientists Aimed at undergraduate/graduate-level engineering and natural science students, this timely, fully updated edition of a popular book on statistics and probability shows how real-world problems can be solved using statistical concepts. It removes Excel exhibits and replaces them with R software throughout, and updates both MINITAB and JMP software instructions and content. A new chapter discussing data mining—including big data, classification, machine learning, and visualization—is featured. Another new chapter covers cluster analysis methodologies in hierarchical, nonhierarchical, and model based clustering. The book also offers a chapter on Response Surfaces that previously appeared on the book’s companion website.
Statistics and Probability with Applications for Engineers and Scientists using MINITAB, R and JMP, Second Edition Features two new chapters—one on Data Mining and another on Cluster Analysis Now contains R exhibits including code, graphical display, and some results MINITAB and JMP have been updated to their latest versions Emphasizes the p-value approach and includes related practical interpretations Offers a more applied statistical focus, and features modified examples to better exhibit statistical concepts Supplemented with an Instructor's-only solutions manual on a book’s companion website 
is an excellent text for graduate level data science students, and engineers and scientists. It is also an ideal introduction to applied statistics and probability for undergraduate students in engineering and the natural sciences.

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11 Chapter 14Table 14.2.1 Calculations for obtaining the value of the test statistic.Table 14.2.2 Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 10Critical values of Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 11when using the sign test. Table 14.2.3 Hemoglobin in rats before and after change in diet.Table 14.2.4 Data and calculations for obtaining the value of the test statistic...Table 14.3.1 Data for Example 14.3.1.Table 14.4.1 Data on rheostats.Table 14.5.1 Interview scores and their ranks.

12 Chapter 15Table 15.3.1 Fitted values and the corresponding residuals for the data in Examp...Table 15.5.1 Flow rate and percent of waste solid removed.Table 15.5.2 Certain formulas useful for computations in regression analysis.Table 15.6.1 Analysis of variance for a fitted straight line.Table 15.6.2 Analysis of variance table for the data in Table 15.5.1.Example 15.7.1 Table 15.7.1 Data on soybean crop experiment.Table 15.8.1 Data for the experiment in Example.

13 Chapter 16Table 16.2.1 Students' placement scores and their cumulative GPAs.Table 16.3.1 ANOVA table for the fitted regression model (16.2.2).Table 16.3.2 ANOVA table in matrix notation for the fitted regression model (16....Table 16.4.1 Salary data for upper‐level management.Table 16.4.2 Observations, fitted values, standard error and residuals for Examp...Table 16.4.3 Listed selling prices of 28 randomly selected homes.Table 16.8.1 Results of the OCAD test.

14 Chapter 17Table 17.3.1 One‐way experiment layout factor Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 12‐levels. Table 17.3.2 ANOVA table for a one‐way experimental layout.Table 17.3.3 Melting point of hydroquinine.Table 17.3.4 Coded data for Example 17.3.1 ( Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 13). Table 17.3.5 Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 14squared coded observations. Table 17.3.6 ANOVA table for the data in Table 17.3.3.Table 17.3.7 Coded data ( Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 15) in grams of oil absorbed per batch. Table 17.3.8 Coded data Statistics and Probability with Applications for Engineers and Scientists Using MINITAB R and JMP - изображение 16in grams of oil absorbed per batch. Table 17.3.9 Coded data ( картинка 17) in grams of oil absorbed per batch and their ranks (...Table 17.4.1 Randomized complete block design layout.Table 17.4.2 ANOVA table for an RCB‐design.Table 17.4.3 Data on 24 patients being treated for high blood pressure.Table 17.4.4 ANOVA table for the data in Table 17.4.3.Table 17.4.5 Octane data for five gasolines.Table 17.4.6 Coded values of parts produced (parts картинка 18400). Table 17.5.1 Responses of two experiments with two factors A and B . Table 17.5.2 Observations from a two‐way experimental layout with one observatio...Table 17.5.3 Observations from a two‐way experimental layout with картинка 19observations ...Table 17.5.4 ANOVA table for a two‐way experimental design ( r observations per c...Table 17.5.5 Percentage (after coding each value by subtracting 10) of defective...Table 17.5.6 ANOVA table for the data in Table 17.5.6.Table 17.5.7 Data on hydroquinine and thermometers.Table 17.5.8 ANOVA table for the data in Table 17.5.7.Table 17.6.1 ANOVA table for an картинка 20Latin square design. Table 17.6.2 Radioactive counting rate data.Table 17.6.3 ANOVA for the data in Example 17.6.1.Table 17.7.1 ANOVA for a two‐way experimental design with random effects.Table 17.7.2 ANOVA table for a two‐way experimental design with mixed effectsTable 17.7.3 ANOVA table for a nested two‐factor experimental design with mixed ...Table 17.7.4 ANOVA table for a nested two‐factor experimental design with random...Table 17.7.6 Percentage of defective parts producedTable 17.7.7 ANOVA table for the data in Table 17.7.6Table 17.7.5 картинка 21columns for a nested two‐factor experimental design

15 Chapter 18Table 18.3.1 2 картинка 22Factorial design in Yates's order in three notations. Table 18.3.2 Treatment matrices for the 2 картинка 23and 2 картинка 24factorial designs in Yates's o...Table 18.3.3 Design matrix for the 2 картинка 25factorial design ( r observations per treat...Table 18.3.4 Data for 2 картинка 26factorial in five replicates. Table 18.3.5 ANOVA table for the data in Table 18.3.4.Table 18.3.6 Contrast coefficients for factorial effects.Table 18.3.7 Partitioning the treatment sum of squares into individual degree of...Table 18.3.8 Coefficients of linear and quadratic effect contrasts.Table 18.3.9 Partitioning block sum of squares.Table 18.4.1 Lower and upper levels of various factors.Table 18.4.2 Yield of the chemical and design matrix in two notations.Table 18.4.3 Design matrix and responses.Table 18.4.4 Estimated factorial effects using Table 18.4.3.Table 18.4.5 The 2 картинка 27design and observations if dropping B from the design of Tab...Table 18.4.6 Analysis of variance assuming all effects containing B are zero. Table 18.5.1 The plan of the experiment and the data obtained.Table 18.5.2 ANOVA table for the data in Table 18.5.2.Table 18.5.3 Two replications (each replication in two blocks) of a 2 картинка 28experimen...Table 18.5.4 Runs of the 2 картинка 29and 2 картинка 30factorial design in blocks of two treatments ...Table 18.6.1 The full 2 картинка 31factorial design and two картинка 32designs obtained by the gene...Table 18.6.2 A картинка 33fractional factorial design. Table 18.6.3 Estimates of effects of the картинка 34fractional factorial design. Table 18.6.4 картинка 35fractional factorial design generator − ABCDE with defining relati...Table 18.6.5 Estimates and their ranks.Table 18.6.6 Alias structure for the картинка 36fractional factorial design (generators AB ...Table 18.6.7 The картинка 37fractional factorial design with design generators ABE and CDE Table 18.6.8 Results of an experiment using a картинка 38fractional factorial design to im...Table 18.6.9 ANOVA table of the картинка 39fractional factorial design. Table 18.7.1 Potato crop data.Table 18.7.2 Eddy current probe sensitivity data.

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