This assignment will exercise your ability to develop a k-NN model to solve an estimation problem. Tasks Read the Takyo Software Cataloger case in the Shmueli textbook (pg. 482) and use the...

This assignment will exercise your ability to develop a k-NN model to solve an estimation problem.

Tasks

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  Read the Takyo Software Cataloger case in the Shmueli textbook (pg. 482) and use the corresponding spreadsheet Takyo.xls located inModule 0: Spreadsheet Assignment Data(Link will open in new tab.).

  
  


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  Using the Purchase=1 sheet as your dataset, develop a k-NN model for predicting spending among purchasers. Recommend a value of k as part of your analysis.

  
  


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  Partition the data into three sets using the default seed and proportions. Three sets are needed since k-NN uses the validation set to select k, so needs the test set as clean data for the final performance evaluation.

  
  


• Provide a brief summary of your analysis that highlights key numbers and instructs the reader where in your file to find the key details. Go beyond a technical recap of your process, to providing some intuitions about your findings and what your model means for managers. You should not need more than half a page for this.

Description Codelist Var. #Variable NameDescriptionVariable TypeCode Description 1.USIs it a US address?binary1: yes 0: no 2 - 16Source_*Source catalog for the recordbinary1: yes 0: no (15 possible sources) 17.Freq.Number of transactions in last year at source catalognumeric 18. last_update_days_agoHow many days ago was last update to cust. recordnumeric 19. 1st_update_days_agoHow many days ago was 1st update to cust. recordnumeric 20.Web_orderCustomer placed at least 1 order via webbinary1: yes 0: no 21.Gender=malCustomer is malebinary1: yes 0: no 22.Address_is_resAddress is a residencebinary1: yes 0: no 23.PurchasePerson made purchase in test mailingbinary1: yes 0: no 24.SpendingAmount spent by customer in test mailing ($)numeric (c) 2016 Galit Shmueli and Peter Bruce Data (Purchase=1) sequence_numberUSsource_asource_csource_bsource_dsource_esource_msource_osource_hsource_rsource_ssource_tsource_usource_psource_xsource_wFreqlast_update_days_ago1st_update_days_agoWeb orderGender=maleAddress_is_resPurchaseSpending 110010000000000002366236621011128 310000000000100002388339140001127 1011000000000000001321532150001174 1500000000000000011146514650011192 2110000000010000002294329841001386 2410000000000000012146314860011174 2610000000001000001246027321001189 291000000000001000132993299000190 3200000100000000002294731711001352 441000000001000000986831381011639 491000000000001000217861822000141 5311000000000000008106357310011030 5710000100000000005185624240011362 580000010000000000122122212000195 661000010000000000318352926100180 7110000000001000001371637160011298 7910000000010000001285928591001161 8210000000000010001286229060001129 841100000000000000236983698100198 8610010000000000002296232431001132 871000000000000001284111621011158 890000000000001000245839441001248 9010000000000000011126912691001277 9610000000000010001254825481001230 1001000010000000000382218501011287 10600000000000010001280728071001405 11510000000000010006112837911011404 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