For this question, use the Wisconsin Breast Cancer Dataset (WBCD) to build a logistic regression (LR)...
Fantastic news! We've Found the answer you've been seeking!
Question:
Transcribed Image Text:
For this question, use the Wisconsin Breast Cancer Dataset (WBCD) to build a logistic regression (LR) model. use the entire data set to build the model (no need to split into training and test sets). However for the predictive features use ONLY the following variables: "radius_mean","texture_mean","perimeter_mean","area_mean","smoothness_mean","compactness_mean" "concavity_mean" Once you have built the model, make sure you follow through with the usual LR model activities (print variable coefficients BETA(i), the constant term BETA(0), Odds ratios for variables, the accuracy of the model overall, the ability to predict for a NEW feature vector X New and so on..). Answer the following question with respect to the Jupyter notebook you have built. - What is the predicted PROBABILITY of Malignancy for a patient with a feature vector as below? X_new1-[[17.99,10.38, 122.80, 1001.0, 0.11840 ,0.27760, 0.3001 ]] For this question, use the Wisconsin Breast Cancer Dataset (WBCD) to build a logistic regression (LR) model. use the entire data set to build the model (no need to split into training and test sets). However for the predictive features use ONLY the following variables: "radius_mean","texture_mean","perimeter_mean","area_mean","smoothness_mean","compactness_mean" "concavity_mean" Once you have built the model, make sure you follow through with the usual LR model activities (print variable coefficients BETA(i), the constant term BETA(0), Odds ratios for variables, the accuracy of the model overall, the ability to predict for a NEW feature vector X New and so on..). Answer the following question with respect to the Jupyter notebook you have built. - What is the predicted PROBABILITY of Malignancy for a patient with a feature vector as below? X_new1-[[17.99,10.38, 122.80, 1001.0, 0.11840 ,0.27760, 0.3001 ]]
Expert Answer:
Answer rating: 100% (QA)
To calculate the predicted probability of malignancy for a patient with the feature vector Xnew11799 ... View the full answer
Related Book For
Introductory Econometrics A Modern Approach
ISBN: 978-0324660548
4th edition
Authors: Jeffrey M. Wooldridge
Posted Date:
Students also viewed these programming questions
-
There is a bonus with the following characteristics: nominal value $98.650.000 annual coupon rate 4.5% term 5 years, tir 6.5% A) Calculate the price of the bond assuming it is zero coupon B)...
-
Libraries You will need scikit-learn to obtain the data and split it into training and test sets, and NumPy to run linear regression. You may also wish to use pandas DataFrames to examine and work...
-
QUESTION 17 The moment of a force about a pivot point is; a. The force multiplied by the perpendicular distance fro the pivot point to the direction of the force b. the distance from the pivot to the...
-
Prepare in general journal form the entries required for each of the following selected transactions of Northern University, a state-funded public institution engaged only in business-type...
-
Name and describe the three major categories of balance sheet accounts.
-
Gibbs' free energy of a pure fluid approaches at constant temperature (a) Infinity (b) Minus infinity (c) Zero (d) None of these.
-
A Kirk Limited is trying to determine the value of its ending inventory as of February 28, 2012, the companys year-end. The accountant counted everything that was in the warehouse, as of February 28,...
-
Collapse The SQL Server backup and restore component provides an essential safeguard for protecting critical data stored in your SQL Server databases. Why is it vital that you backup your data and...
-
1. If Bozena participates and the 401(k) earns 10 percent annually, how much will she have accumulated in 45 years (to age 67) even if her salary does not change? 2. If she does not participate and...
-
Green Energy Innovators Ltd. (GEI) is a pioneering renewable energy company specializing in the development and implementation of cutting-edge technologies in solar, wind, and hydroelectric power....
-
Recall the formula that states that $V = 1/P, where V is the value of the dollar and P is the price level. If the price level falls from 1 to 0.75, what will happen to the value of the dollar? a. It...
-
The current value of the Chemical Engineering Plant Cost Index (CEPCI) is 485. If at the same time next year the value has risen to 525 , what will be the average inflation rate for the year?
-
Suppose that a country has a trade surplus of $50 billion, a balance on the capital account of $10 billion, and a balance on the current account of $200 billion. The balance on the capital and...
-
During the month of July, Sands Insurance entered into the following transactions: Required: a Prepare journal entries to record the preceding transactions. b List the source documents normally used...
-
Suppose that the money supply is $1 trillion and money velocity is 4. Then the equation of exchange would predict nominal GDP to be: a. $1 trillion. b. $4 trillion. c. $5 trillion. d. $8 trillion.
-
Carrot Ltd (CL) is engaged in the mamufacture, import and sale of electronic appliances for the past twenty years. While reviewing the company's tax provisions, you noticed the following amounts...
-
In muscle tissue, the ratio of phosphorylase a to phosphorylase b determines the rate of conversion of glycogen to glucose 1phosphate. Classify how each event affects the rate of glycogen breakdown...
-
Let inven, be the real value inventories in the United States during year t, let GDP, denote real gross domestic product, and let r3t denote the (ex post) real interest rate on three-month T-bills....
-
There are different ways to combine features of the Breusch-Pagan and White tests for heteroskedasticity. One possibility not covered in the text is to run the regression on xi1, xi2, ...., xik, 2i,...
-
Explain what is wrong with the following statement: "The Cochrane-Orcutt and Prais-Winsten methods are both used to obtain valid standard errors for the OLS estimates when there is a serial...
-
Two machines \(X\) and \(Y\) were used to produce two types of plastic polymers, PPET and PAMI. The polymers were produced using materials BA and PP. The production was run 3 times. The \(y\) values...
-
The effect on engine wear of oil viscosity, temperature, and a special additive was tested using a \(2^{3}\) factorial design. Given the following results from the experiment, Interpret the effects...
-
An engineering student wanted to know which factors influence the time (in seconds) for his car to go from 0 to 30 to 0 miles per hour. Factor \(A\) was the launch, which was either no wheel spin or...
Study smarter with the SolutionInn App