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A Statistical Analysis Example of A Full Functional Utilization of An Engineering Calculator. Li-Fei Huang (lhuang@mcu.edu.tw) Dept. of App. Statistics & Info. Sci. Ming Chuan University, TAIWAN. Outline. Introduction Steps of simple linear regression analysis Commands for programming
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A Statistical Analysis Example of A Full Functional Utilization of An Engineering Calculator Li-Fei Huang (lhuang@mcu.edu.tw) Dept. of App. Statistics & Info. Sci. Ming Chuan University, TAIWAN
Outline • Introduction • Steps of simple linear regression analysis • Commands for programming • Regression test program • Execution result • Conclusions • References
Introduction • The functions and commands of statistical software which is installed in the computer are quite COMPLICATED. • The engineering calculator is EASIER to manipulate and CHEAPER to possess. Today even the PROGRAMMING can be done. • This paper will use CASIO fx-7400G PLUS to do the simple linear regression analysis.
CASIO fx-7400G PLUS • The slope, the intercept and the coefficient of correlation are shown directly. • There are NO further results about hypothesis testing. • Lots of basic statistics such as can be extracted from the memory of the calculator to create the program about hypothesis testing.
Simple linear regression (Step 1) • The sum of squares for X: • The slope for the regression line: The intercept for the regression line:
Simple linear regression (Step 2) • The sum of squares for regression: • The sum of squares for Y or the sum of squares for total: • The sum of squares for error: • The mean squares for error: • The regression F test value:
Simple linear regression (Step 3) • The coefficient of determination: • The coefficient of correlation: if X and Y are positively correlated, if X and Y are negatively correlated.
Simple linear regression (Step 4) • The t tests for the slope and the intercept: • The confidence interval and the prediction interval for a given value of X:
Commands for programming • Parts of commands from CASIO fx-7400G PLUS manual:
Regression test program (Step4) • The t tests for the slope and the intercept:
Regression test program (Step4) • The SE parts of the confidence interval and the prediction interval for a given value of X:
Execution result • One data set in the book of Berenson, Levine, & Krehbiel
Conclusion 1 • This particular calculator can produce some built in graphs such as histogram, bar chart, pie chart, line chart, box-and-whisker plot, standard normal probability density function, linear regression line, quadratic regression line, log regression line, exponential regression line and power regression line.
Conclusion 2 • Using List 4 in previous example, residual plots can be produced to check whether this data set is suitable for regression analysis or not.
Conclusion 3 • Using basic statistics, the following tests besides the regression test can also be fulfilled: z test, one-sample t test, two-sample t test, paired t test, chi-square test for single variance and F test for two variances.
Conclusion 4 • Using the built in permutation and combination functions, the probability mass function and cumulative mass function for the following discrete probability distributions can be found: binomial distribution, hyper-geometric distribution, geometric distribution, Poisson distribution and negative binomial distribution.
Conclusion 5 • The built in list function can help doing many other analyses such as one way ANOVA, randomized block design, chi-square test for K╳1 table, chi-square test for R╳C table, Wilcoxon rank sum test, etc. • Generally speaking, this particular engineering calculator can accomplish lots of interesting statistical analyses if it’s fully utilized.
References • CASIO fx-7400G PLUS manual. • Berenson, Levine, & Krehbiel. Basic Business Statistics—Concepts and applications. Pearson International (Edition 11).
The End • Thank you for your watching!