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STAR534 data analysis practices

创建日期：2024-04-09 17:44:35

所属分类：统计学statistics

标签： STAR534

data analysis practices

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STAR534 - Homework 7

This is more open-ended assignment than some of the previous assignments. In general, use good data
analysis practices. For example, when you are required to fit a GAM model, decide whether the default
smoothing parameters seem appropriate. If not, change that setting and refit your model. Turn in your final
model and describe the settings you used. In your answers, don’t provide a diary of all the things you tried
and didn’t work. Instead, write a succinct summary describing your final model for each problem.
Recall problem 2 from Homework 2: You are the head data scientist for a bank. Your goal is to predict
whether or not the bank should loan money to an applicant.
The data are based on the article: Min Li, Amy Mickel & Stanley Taylor (2018) “Should This Loan be
Approved or Denied?”: A Large Dataset with Class Assignment Guidelines, Journal of Statistics Education,
(2018) the authors explain various
aspects of the data.
Your goal is to build a model to predict the loan status. Loan status is the MIS_Status variable. For the
training data, recode this variable so that loans that were paid off are coded 1 and 0 otherwise. For the test
data, this column has already been re-coded. Use the test data only for evaluating predictive performance.
Please don’t use the test data for any model building as that’s cheating.
I recommend that you do some exploratory data analysis to re-familiarize yourself with these data. Use the
training data for fitting the models (problem 1-3) and the test data for predictive performance (problems 4-5).
1. Fit a logistic regression model to predict using predictors 26-31. Provide the summary table for your
model.
2. Fit a GAM model to these data using smoothing splines. Note: you’ll need to think about this one a
bit. You can’t just run the command gam(y~.)
a. Report the summary table of the results. Write a few sentences comparing the GAM results to
the results from the logistic regression model.
b. Plot the model results (e.g., plot(my.gam)) Discuss the plots - are the smoothed results interpretable?
How do you interpret the plots for the binary predictors?
3. Fit a third type of model to these data. Use whatever model you think is appropriate. The model may
be one we considered in this class or some other model. Report the results in a way that is appropriate
for your model (table and/or plots).
4. For the test data, compare the predictive performance of the models.
a. What an appropriate measure of predictive performance for these data and why did you choose it?
b. Report a table of the results.
c. Which model provides the best predictions?
5. Now consider the larger dataset. Fit a model with more of the predictors. Try to improve on the
predictive performance of your best model from question 4. Describe your final model as appropriate
(plots and/or table, as appropriate).
6. What did you learn with this assignment? If your answer is ‘nothing’, then go back and redo problem 3
by fitting a model that is new to you.

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关键词一关键词二关键词三关键词四关键词五和法规和的发更好的风格和 ECON 615 FINC 612 CSC148 COMP 639 ACCT 203 ACCT 211 PSYC 101 MTH2009 COMP52315 PSYCO 432 statistics MATH4063 11 xxx 1 MA1MSP MAST30028 MATH3888 CS341 EEE30002 ES2F5 MCD4160 CC0933 ECON 1101 MCHM3001 CHEM3118 COMMGMT 2511 COMP41280 STAT 631 24T1 IRE379 SENG365 ECON433 FIT3139 MATH4602 LING5621M FINS5516 ECON3208 MN2177 L2 SM EEET1415 Finance DS4023 COMP3004 7CCSMRTS K1S5B6 Stat230 CSCI4211 CSI2132 ECON30130 MAS6100 ENVS222 COM2107 INFO1112 STAT 4004 FIT2100 comp2022 COMP4691 Physics 307 Econ 659 probability CSCI316 fir29 CSCI203 COMP3160 COMP6714 INFO1113 Physics 7B Physics Photonics S203031 STAT2005 COMP90015 CSCI 2110 CSCC46 Information CSC477 COMP4650 Statistical COMP 346 COMP1017 ELEC340 MATH1007 Programming function STAT 244 CS 134 Java cse13s Math 108A FW20 ECON3389 CSE 130 Science 331 COMP9020 engineering COSC 445 CSE 5523 GAME2012 visualization MATH 235 Math 370 CSC343 COGS 108 EE524 COMP10200 STAT 416 3FK4 MSCI 311 ECON6113 ACC40700 EMESTER1 MAS8383 ECO 512 STAT 8310 CMN3102 MA577 CMPT 225 COMP0045 Methods Equations MATH 113 Math 3283W ICS-33 EN4302/ENT603 BIA B350F MA318 MTHM506 MECH 5315M ECONOMICS MAS8382 COM 2004 PX3142 XJEL 3662 STAT 231 MGT B399F PX4131 COM2108 30AM MSCI521 ECONM1015 ACFI304 GR5241 MATH10101 ECON 2070 COMS31900 EFIM20011 CSE 250B ACSE-5 STAT4207 SOFT2412 ELEC 331 AY2020 MSIN0209 FIT2094 CS 241L ST404 CS 411 3D CA3 INF4002 COMP3506 SIT718 CS 188 CS 170 MATH 138 CSE 251A CMT118 DATA5207 CMPT307 CMPT459 T1 PGEE11108 COSC 3P32 ME 163 MATH96007 7QQMM203 EE6227 BA 574 STA 4234 ECO206Y1Y ECO2008 MT2300 MATH 11158 CS 527 MACM 316 CSE474 2DI70 ISE 525 COMP3411 EMAT30007 7CCSMBDT MFIN704 MFIN704W21 MfIB ECE 438 CS 436 F36 CS5344 FE 621A FE621 TBA 612 ECM3151 ECMM422 MF1 MSIN0107 ESSMENT CS 5854 MFIT 5008 MIPS R4000 ENG5274 BU52018 ENG2079 BIOA02 STA2570 F0 INF553 STAT 440 STAT3008 COMP9417 COMP6451 6COM1042 BU52006 ST303 HW-1 CISC-235 CS 510 MATH3161 ECN 140 ECE391 Comp 3613 CVEN 9625 PRG455 UESTION 1 EARN 5 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