A study is conducted to determine the height of a beetle is distinctively different among other insects. The researcher randomly selected 25 insects. Each insect was classified as either a beetle or other and the height (in inches) was measured. The data was recorded in "beetle_ex6.xlsx" inside the "beetle" tab. R Software output and Confusion Matrix > Logit Model Summary Coefficients: Estimate Std. Error z value Pr(>1z1) (Intercept) -6.41906 6.18612 -1.038 0.299 Height 0.08949 0.88927 1.002 0.316 > Wald's Test Model 1: Insect Height Model 2: Insect - 1 #Of Loglik Df Chisa Pr(Chisa) 12-16.624 2 1-17.148 -1 1.0483 > Confusion Matrix 0.3059 Insect (True value) 0 (Other) 1 (Beetle) Total Predicted Probability IS 0.5 (0) 10 7 17 =>0.5 4 00 8 T otal 4 4122 5 a) Construct the logistic regression model both in terms of probability and log odds. b) Interpret the coefficient of the model constructed in terms of odds. c) Calculate the sensitivity, specificity and accuracy of the model (# of correctly predicted number of samples *100)
A study is conducted to determine the height of a beetle is distinctively different among other insects. The researcher randomly selected 25 insects. Each insect was classified as either a beetle or other and the height (in inches) was measured. The data was recorded in "beetle_ex6.xlsx" inside the "beetle" tab. R Software output and Confusion Matrix > Logit Model Summary Coefficients: Estimate Std. Error z value Pr(>1z1) (Intercept) -6.41906 6.18612 -1.038 0.299 Height 0.08949 0.88927 1.002 0.316 > Wald's Test Model 1: Insect Height Model 2: Insect - 1 #Of Loglik Df Chisa Pr(Chisa) 12-16.624 2 1-17.148 -1 1.0483 > Confusion Matrix 0.3059 Insect (True value) 0 (Other) 1 (Beetle) Total Predicted Probability IS 0.5 (0) 10 7 17 =>0.5 4 00 8 T otal 4 4122 5 a) Construct the logistic regression model both in terms of probability and log odds. b) Interpret the coefficient of the model constructed in terms of odds. c) Calculate the sensitivity, specificity and accuracy of the model (# of correctly predicted number of samples *100)
MATLAB: An Introduction with Applications
6th Edition
ISBN:9781119256830
Author:Amos Gilat
Publisher:Amos Gilat
Chapter1: Starting With Matlab
Section: Chapter Questions
Problem 1P
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