Run model with 3, 5, 10, 20, 40, and 80 folds.

[BrandonEugeneWalker]

Comment with results for each run.

[JestDandruff]

40 Folds: ---Linear Regression--- Regression - Mean MSE over 40 folds: 5.8268753216506324e-18 Total Time: 0:23:28.315366 ---Tree Regression--- Tree - Mean MSE over 40 folds: 91499477564.11502 Total Time: 0:23:41.186905 ---Random Forest--- Forest - Mean MSE over 40 folds: 66135650653.726036 Total Time: 0:46:30.867797 ---Bagging--- Bagging - Mean MSE over 40 folds: 57.382192317903126 Total Time: 0:04:24.777440 ---Boosting--- Boosting - Mean MSE over 40 folds: 52.15853934240333 Total Time: 0:00:17.194069

[BrandonEugeneWalker]

80 Folds

---Linear Regression--- Regression - Mean MSE over 80 folds: 6.935142931026027e-18 Total Time: 0:41:37.405258 ---Tree Regression--- Tree - Mean MSE over 80 folds: 34647229432.81012 Total Time: 0:42:27.253869 ---Random Forest--- Forest - Mean MSE over 80 folds: 69298995333.34927 Total Time: 1:25:19.061213 ---Bagging--- Bagging - Mean MSE over 80 folds: 57.30530290429685 Total Time: 0:07:56.198015 ---Boosting--- Boosting - Mean MSE over 80 folds: 52.0524728036233 Total Time: 0:00:30.632805

[BrandonEugeneWalker]

20 Folds

---Linear Regression--- Regression - Mean MSE over 20 folds: 5.285954725467868e-18 Total Time: 0:11:24.232659 ---Tree Regression--- Tree - Mean MSE over 20 folds: 138222713822.78104 Total Time: 0:11:15.318622 ---Random Forest--- Forest - Mean MSE over 20 folds: 67833490490.630226 Total Time: 0:20:39.280247 ---Bagging--- Bagging - Mean MSE over 20 folds: 57.73083849703683 Total Time: 0:01:51.985735 ---Boosting--- Boosting - Mean MSE over 20 folds: 52.36803277564884 Total Time: 0:00:07.408157

[BrandonEugeneWalker]

10 folds

---Linear Regression--- Regression - Mean MSE over 10 folds: 4.0507397240291596e-18 Total Time: 0:05:21.801777 ---Tree Regression--- Tree - Mean MSE over 10 folds: 229468002143.46027 Total Time: 0:05:28.981460 ---Random Forest--- Forest - Mean MSE over 10 folds: 79221936163.10431 Total Time: 0:10:09.630837 ---Bagging--- Bagging - Mean MSE over 10 folds: 58.36764109903468 Total Time: 0:00:55.052436 ---Boosting--- Boosting - Mean MSE over 10 folds: 52.825393262724866 Total Time: 0:00:03.597794

[BrandonEugeneWalker]

5 folds

---Linear Regression--- Regression - Mean MSE over 5 folds: 1.4841658377642831e-18 Total Time: 0:02:44.869208 ---Tree Regression--- Tree - Mean MSE over 5 folds: 156772306407.8887 Total Time: 0:02:42.825725 ---Random Forest--- Forest - Mean MSE over 5 folds: 69977154927.75293 Total Time: 0:04:50.478450 ---Bagging--- Bagging - Mean MSE over 5 folds: 59.94448708704182 Total Time: 0:00:24.800743 ---Boosting--- Boosting - Mean MSE over 5 folds: 53.823751407454345 Total Time: 0:00:01.633881

[BrandonEugeneWalker]

3 fold

---Linear Regression--- Regression - Mean MSE over 3 folds: 3.6311390217812656e-19 Total Time: 0:01:44.468447 ---Tree Regression--- Tree - Mean MSE over 3 folds: 91318781996.10463 Total Time: 0:01:44.201502 ---Random Forest--- Forest - Mean MSE over 3 folds: 68956434292.77003 Total Time: 0:02:45.955161 ---Bagging--- Bagging - Mean MSE over 3 folds: 61.91000491018451 Total Time: 0:00:12.744075 ---Boosting--- Boosting - Mean MSE over 3 folds: 55.193820836045084 Total Time: 0:00:00.839665

[BrandonEugeneWalker]

80 FOLDS ---Linear Regression--- Regression - Mean MSE over 80 folds: 65.4229318140797 Total Time: 0:00:01.239950 ---Tree Regression--- Decision Tree - Mean MSE over 80 folds: 74.98663013711595 Total Time: 0:00:06.207639 ---Random Forest--- Random Forest - Mean MSE over 80 folds: 57.074218633177416 Total Time: 0:12:00.191266 ---Bagging--- Bagging - Mean MSE over 80 folds: 57.268253995059105 Total Time: 0:11:37.435857 ---Boosting--- Boosting - Mean MSE over 80 folds: 148.27106307576116 Total Time: 0:00:09.739831 ---Voting--- Voting - Mean MSE over 80 folds: 55.387622277830744 Total Time: 0:01:22.459836

40 FOLDS ---Linear Regression--- Regression - Mean MSE over 40 folds: 65.40200186089427 Total Time: 0:00:00.453175 ---Tree Regression--- Decision Tree - Mean MSE over 40 folds: 75.23760850328108 Total Time: 0:00:02.537224 ---Random Forest--- Random Forest - Mean MSE over 40 folds: 57.177406899370865 Total Time: 0:05:27.724737 ---Bagging--- Bagging - Mean MSE over 40 folds: 57.364478195893795 Total Time: 0:05:28.126044 ---Boosting--- Boosting - Mean MSE over 40 folds: 148.6097819818064 Total Time: 0:00:04.694852 ---Voting--- Voting - Mean MSE over 40 folds: 55.452564203788505 Total Time: 0:00:40.080790

20 FOLDS ---Linear Regression--- Regression - Mean MSE over 20 folds: 65.44349246474881 Total Time: 0:00:00.326420 ---Tree Regression--- Decision Tree - Mean MSE over 20 folds: 75.76095178606587 Total Time: 0:00:01.368074 ---Random Forest--- Random Forest - Mean MSE over 20 folds: 57.190737014964135 Total Time: 0:02:38.016384 ---Bagging--- Bagging - Mean MSE over 20 folds: 57.760781831646135 Total Time: 0:02:36.162253 ---Boosting--- Boosting - Mean MSE over 20 folds: 160.2588430485723 Total Time: 0:00:02.254772 ---Voting--- Voting - Mean MSE over 20 folds: 55.82191081931889 Total Time: 0:00:17.446127

10 FOLDS ---Linear Regression--- Regression - Mean MSE over 10 folds: 65.22948702123034 Total Time: 0:00:00.265678 ---Tree Regression--- Decision Tree - Mean MSE over 10 folds: 77.14403873003616 Total Time: 0:00:00.700465 ---Random Forest--- Random Forest - Mean MSE over 10 folds: 57.237028602738306 Total Time: 0:01:16.293553 ---Bagging--- Bagging - Mean MSE over 10 folds: 58.48295634145421 Total Time: 0:01:12.459566 ---Boosting--- Boosting - Mean MSE over 10 folds: 170.48708547987957 Total Time: 0:00:01.110866 ---Voting--- Voting - Mean MSE over 10 folds: 57.533103663688884 Total Time: 0:00:09.378887

5 FOLDS ---Linear Regression--- Regression - Mean MSE over 5 folds: 65.9581698509881 Total Time: 0:00:00.132407 ---Tree Regression--- Decision Tree - Mean MSE over 5 folds: 76.65517961716623 Total Time: 0:00:00.352540 ---Random Forest--- Random Forest - Mean MSE over 5 folds: 57.478746387251746 Total Time: 0:00:31.337723 ---Bagging--- Bagging - Mean MSE over 5 folds: 60.016359680383474 Total Time: 0:00:33.780505 ---Boosting--- Boosting - Mean MSE over 5 folds: 205.78811594173453 Total Time: 0:00:00.470641 ---Voting--- Voting - Mean MSE over 5 folds: 61.59339874715882 Total Time: 0:00:04.326419

3 FOLDS ---Linear Regression--- Regression - Mean MSE over 3 folds: 65.33811789096322 Total Time: 0:00:00.070398 ---Tree Regression--- Decision Tree - Mean MSE over 3 folds: 77.07486307656505 Total Time: 0:00:00.220503 ---Random Forest--- Random Forest - Mean MSE over 3 folds: 57.54139036500194 Total Time: 0:00:16.440197 ---Bagging--- Bagging - Mean MSE over 3 folds: 61.93742791693219 Total Time: 0:00:15.665571 ---Boosting--- Boosting - Mean MSE over 3 folds: 220.3079476104957 Total Time: 0:00:00.237004 ---Voting--- Voting - Mean MSE over 3 folds: 76.77362257878828 Total Time: 0:00:02.150345