User voting enabled. User vote weight: 0.50 Force vote in voter loop will be disabled. Force vote after voter loop will be disabled. User support will not be reset. Boundary override not enabled. Standard deviation pruning enabled: dUVsds Threshold: 4.20 Exponent: 2.00 Ext pruning enabled: Prune_Users_in_SupM Pruning method: UserCommonCoSupportPrune leftside: 0 width: 480190 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: -0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 1.00 Ct: 3000.00

Ext pruning enabled: Prune_Movies_in_CoSupUV Pruning method: MovieFastPrune leftside: 0 width: 17770 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: 0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 3.00 Ct: 3.00

Movie voting enabled. Movie vote weight: 0.50 Force vote in voter loop will be disabled. Force vote outside voter loop will be disabled. Movie support will not be reset. Boundary override not enabled. Standard deviation pruning enabled: dMNsds Threshold: 2.02 Exponent: 5.50External pruning enabled: Prune_Movies_in_SupUPruning method: MovieFastPrune leftside: 0 width: 17770 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: -0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 3.00 Ct: 21.00

External pruning enabled: Prune_Users_in_CoSupMNPruning method: UserCommonCoSupportPrune leftside: 0 width: 480190 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: -0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 1.00 Ct: 2000.00

Control process ID: 31709Data load started.User ptrees - identities - comp. Movie ptrees - comp.Data load completed, time = 11Predictions completed. Movies: 16150 Time: 14526Prediction summary: RMSE: 0.934823Selected movie/user pairings based on RMSE = .05:

Low rmse pairs: 292901Input: lo 1u=.5.uCE=2.UCE=5.5.Ct=3000.3.21.2000.txtAn:lo1u=.5.uCE=2.UCE=5.5.Ct=3000.3.21.2000.txt.ans

High rmse pairs: 1060388Input: hi-1u=.5.uCE=2.UCE=5.5.Ct=3000.3.21.2000.txtAn: hi 1u=.5.uCE=2.UCE=5.5.Ct=3000.3.21.2000.txt.an1u=.5.uCE=2.UCE=5.5.Ct=3000.3.21.2000 completed.

#13 of 1u= configs: ./mpp-mpred: Vertical Rating Predictor - 3.2.0 Data files: id: /scratch/perrizo/mpred-data/nf_us_mv_pt idT: /scratch/perrizo/mpred-data/nf_mv_us_pt supp: /scratch/perrizo/mpred-data/mv_supp/sp_mv_* corr: /scratch/perrizo/mpred-data/mv_corr/co_mv_* Input: Data/probe-full.txt

uCE=2 refers to dUVsds expnt in user-vote.C:uCor = ACcorData[N+1];if (uCor >= 0) uCor = pow( uCor, expnt);

UCE=5.5 refers to dMNsds expnt in movie-vote.C: UCor = ACCor;if (UCor >= 0) UCor = pow( UCor, expnt);

NOTE: dUVsds and dMNsds Exponent config Parameters, expnt, are borrowed for the purpose.

RIP:Movie User250 25001000 5000

User voting enabled. User vote weight: 0.50 Force vote in voter loop will be disabled. Force vote after voter loop will be disabled. User support will not be reset. Boundary override not enabled. Standard deviation pruning enabled: dUVsds Threshold: 4.20 Exponent: 2.00 External pruning enabled: Prune_Users_in_SupM Pruning method: UserCommonCoSupportPrune leftside: 0 width: 480190 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: -0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 1.00 Ct: 3000.00 External pruning enabled: Prune_Movies_in_CoSupUV Pruning method: MovieFastPrune leftside: 0 width: 17770 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: 0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 3.00 Ct: 4.00

Movie voting enabled. Movie vote weight: 0.50 Force vote in voter loop will be disabled. Force vote outside voter loop will be disabled. Movie support will not be reset. Boundary override not enabled. Standard deviation pruning enabled: dMNsds Threshold: 2.02 Exponent: 5.50 External pruning enabled: Prune_Movies_in_SupU Pruning method: MovieFastPrune leftside: 0 width: 17770 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: -0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 3.00 Ct: 21.00 External pruning enabled: Prune_Users_in_CoSupMN Pruning method: UserCommonCoSupportPrune leftside: 0 width: 480190 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: -0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 1.00 Ct: 2500.00

2u= configs: ./mpp-mpred: Vertical Rating Predictor - 3.2.0 Data files:Input: Data/probe-full.txt

uCE=2 refers to dUVsds expnt in user-vote.C:uCor = ACcorData[N+1];if (uCor >= 0) uCor = pow( uCor, expnt);

UCE=5.5 refers to dMNsds expnt in movie-vote.C: UCor = ACCor;if (UCor >= 0) UCor = pow( UCor, expnt);

NOTE: dUVsds and dMNsds Exponent config Parameters, expnt, are borrowed for the purpose.

2u=.5.uCE=2.UCE=5.5.Ct=3000.2.21.20002u=.5.uCE=2.UCE=5.5.Ct=3000.2.21.25002u=.5.uCE=2.UCE=5.5.Ct=3000.2.21.30002u=.5.uCE=2.UCE=5.5.Ct=3000.2.21.35002u=.5.uCE=2.UCE=5.5.Ct=3000.2.21.40002u=.5.uCE=2.UCE=5.5.Ct=3000.3.21.20002u=.5.uCE=2.UCE=5.5.Ct=3000.3.21.25002u=.5.uCE=2.UCE=5.5.Ct=3000.3.21.30002u=.5.uCE=2.UCE=5.5.Ct=3000.3.21.35002u=.5.uCE=2.UCE=5.5.Ct=3000.3.21.40002u=.5.uCE=2.UCE=5.5.Ct=3000.4.21.20002u=.5.uCE=2.UCE=5.5.Ct=3000.4.21.25002u=.5.uCE=2.UCE=5.5.Ct=3000.4.21.30002u=.5.uCE=2.UCE=5.5.Ct=3000.4.21.35002u=.5.uCE=2.UCE=5.5.Ct=3000.4.21.40002u=.5.uCE=2.UCE=5.5.Ct=3000.5.21.20002u=.5.uCE=2.UCE=5.5.Ct=3000.5.21.25002u=.5.uCE=2.UCE=5.5.Ct=3000.5.21.30002u=.5.uCE=2.UCE=5.5.Ct=3000.5.21.35002u=.5.uCE=2.UCE=5.5.Ct=3000.5.21.40002u=.5.uCE=2.UCE=5.5.Ct=3000.6.21.20002u=.5.uCE=2.UCE=5.5.Ct=3000.6.21.25002u=.5.uCE=2.UCE=5.5.Ct=3000.6.21.30002u=.5.uCE=2.UCE=5.5.Ct=3000.6.21.35002u=.5.uCE=2.UCE=5.5.Ct=3000.6.21.4000

0.9399850.9348950.9348950.9348950.9348950.9348230.9296580.9296580.9296580.9296580.9347120.9295380.9295380.9295380.9295380.9351520.9299570.9299570.9299570.9299570.9350390.9298340.9298340.9298340.929834

Control process ID: 5593Data load started. User ptrees - identities - completed. Movie ptrees - completed.Data load completed, time = 11Predictions completed. Movies: 16150 Time: 16197Creating output file:Generating RMSE file:Prediction summary: Sum: 1169296.67860 Total: 1353289 RMSE: 0.929538Selected movie/user pairings based on RMSE = .05: Low rmse pairs: 293415 Input: lo-2u=.5.uCE=2.UCE=5.5.Ct=3000.4.21.2500.txt Answers: lo-2u=.5.uCE=2.UCE=5.5.Ct=3000.4.21.2500.txt.answers High rmse pairs: 1059874 Input: hi-2u=.5.uCE=2.UCE=5.5.Ct=3000.4.21.2500.txt Answers: hi-2u=.5.uCE=2.UCE=5.5.Ct=3000.4.21.2500.txt.answers2u=.5.uCE=2.UCE=5.5.Ct=3000.4.21.2500 completed.

RIP:Movie User250 25001000 5000

User voting enabled. User vote weight: 0.50 Force vote in voter loop will be disabled. Force vote after voter loop will be disabled. User support will not be reset. Boundary override not enabled. Standard deviation pruning enabled: dUVsds Threshold: 4.20 Exponent: 1.00 External pruning enabled: Prune_Users_in_SupM Pruning method: UserCommonCoSupportPrune leftside: 0 width: 480190 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: -0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 1.00 Ct: 3000.00 External pruning enabled: Prune_Movies_in_CoSupUV Pruning method: MovieFastPrune leftside: 0 width: 17770 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: 0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 3.00 Ct: 4.00

Movie voting enabled. Movie vote weight: 0.50 Force vote in voter loop will be disabled. Force vote outside voter loop will be disabled. Movie support will not be reset. Boundary override not enabled. Standard deviation pruning enabled: dMNsds Threshold: 2.02 Exponent: 5.50 External pruning enabled: Prune_Movies_in_SupU Pruning method: MovieFastPrune leftside: 0 width: 17770 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: -0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 3.00 Ct: 21.00 External pruning enabled: Prune_Users_in_CoSupMN Pruning method: UserCommonCoSupportPrune leftside: 0 width: 480190 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: -0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 1.00 Ct: 2500.00

3u= configs: ./mpp-mpred: Vertical Rating Predictor - 3.2.0 Data files:Input: Data/probe-full.txt

uCE=2 refers to dUVsds expnt in user-vote.C:uCor = ACcorData[N+1];if (uCor >= 0) uCor = pow( uCor, expnt);

UCE=5.5 refers to dMNsds expnt in movie-vote.C: UCor = ACCor;if (UCor >= 0) UCor = pow( UCor, expnt);

NOTE: dUVsds and dMNsds Exponent config Parameters, expnt, are borrowed for the purpose.

3u=.5.uCE=0. UCE=5.5.Ct=3000.4.21.25003u=.5.uCE=1. UCE=5.5.Ct=3000.4.21.25003u=.5.uCE=1.6.UCE=5.5.Ct=3000.4.21.25003u=.5.uCE=1.8.UCE=5.5.Ct=3000.4.21.25003u=.5.uCE=2. UCE=5.5.Ct=3000.4.21.25003u=.5.uCE=2. UCE=5.5.Ct=3000.4.21.25003u=.5.uCE=2.2.UCE=5.5.Ct=3000.4.21.25003u=.5.uCE=2.4.UCE=5.5.Ct=3000.4.21.25003u=.5.uCE=3. UCE=5.5.Ct=3000.4.21.25003u=.5.uCE=4. UCE=5.5.Ct=3000.4.21.25003u=.5.uCE=5. UCE=5.5.Ct=3000.4.21.25003u=.5.uCE=6. UCE=5.5.Ct=3000.4.21.25003u=.5.uCE=7. UCE=5.5.Ct=3000.4.21.25003u=.5.uCE=8. UCE=5.5.Ct=3000.4.21.25003u=.5.uCE=9. UCE=5.5.Ct=3000.4.21.2500

0.9291070.9287000.9291010.9292990.9295380.9295380.9297990.9301200.9314780.9356010.9420000.9494310.9563150.9617440.965720

Control process ID: 3606 Data load started. User ptrees - identities - completed. Movie ptrees - completed.Data load completed, time = 11Predictions completed. Movies: 16150 Time: 16318Creating output file:Generating RMSE file:Prediction summary: Sum: 1167190.74820 Total: 1353289 RMSE: 0.928700Selected movie/user pairings based on RMSE = .05: Low rmse pairs: 291849 Input: lo-3u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.txt Answers: lo-3u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.txt.answers High rmse pairs: 1061440 Input: hi-3u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.txt Answers: hi-3u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.txt.answers3u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500 completed.

RIP:Movie User250 25001000 5000

User voting enabled. User vote weight: 0.50 Force vote in voter loop will be disabled. Force vote after voter loop will be disabled. User support will not be reset. Boundary override not enabled. Standard deviation pruning enabled: dUVsds Threshold: 4.20 Exponent: 1.00 External pruning enabled: Prune_Users_in_SupM Pruning method: UserCommonCoSupportPrune leftside: 0 width: 480190 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: -0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 1.00 Ct: 3000.00 External pruning enabled: Prune_Movies_in_CoSupUV Pruning method: MovieFastPrune leftside: 0 width: 17770 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: 0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 3.00 Ct: 4.00

Movie voting enabled. Movie vote weight: 0.50 Force vote in voter loop will be disabled. Force vote outside voter loop will be disabled. Movie support will not be reset. Boundary override not enabled. Standard deviation pruning enabled: dMNsds Threshold: 2.02 Exponent: 7.00 External pruning enabled: Prune_Movies_in_SupU Pruning method: MovieFastPrune leftside: 0 width: 17770 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: -0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 3.00 Ct: 21.00 External pruning enabled: Prune_Users_in_CoSupMN Pruning method: UserCommonCoSupportPrune leftside: 0 width: 480190 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: -0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 1.00 Ct: 2500.00

4u= configs: ./mpp-mpred: Vertical Rating Predictor - 3.2.0 Data files:Input: Data/probe-full.txt

uCE=2 refers to dUVsds expnt in user-vote.C:uCor = ACcorData[N+1];if (uCor >= 0) uCor = pow( uCor, expnt);

UCE=5.5 refers to dMNsds expnt in movie-vote.C: UCor = ACCor;if (UCor >= 0) UCor = pow( UCor, expnt);

NOTE: dUVsds and dMNsds Exponent config Parameters, expnt, are borrowed for the purpose.

4u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=1.UCE=14u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=1.UCE=24u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=1.UCE=34u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=1.UCE=54u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=1.UCE=74u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=2.UCE=14u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=2.UCE=24u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=2.UCE=34u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=2.UCE=54u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=2.UCE=74u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=3.UCE=14u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=3.UCE=24u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=3.UCE=34u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=3.UCE=54u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=3.UCE=74u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=5.UCE=14u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=5.UCE=24u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=5.UCE=34u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=5.UCE=54u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=5.UCE=74u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=7.UCE=14u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=7.UCE=24u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=7.UCE=34u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=7.UCE=54u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=7.UCE=7

0.9299400.9296130.9293190.9288080.9284210.9306700.9303630.9300850.9296280.9292930.9325720.9322840.9320160.9315670.9312540.9431100.9428110.9425370.9420900.9417590.9574900.9571830.9568940.9564090.956063

Control process ID: 24255Data load started. User ptrees - identities - completed. Movie ptrees - completed.Data load completed, time = 11Predictions completed. Movies: 16150 Time: 16258Prediction summary: Sum: 1166489.58880 Total: 1353289 RMSE: 0.928421Selected movie/user pairings based on RMSE = .05: Low rmse pairs: 292863 Input: lo-4u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=1.UCE=7.txt Answers: lo-4u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=1.UCE=7.txt.answers

High rmse pairs: 1060426 Input: hi-4u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=1.UCE=7.txt Answers: hi-4u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=1.UCE=7.txt.answers

4u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=1.UCE=7 completed.

RIP:Movie User250 25001000 5000

User voting enabled. User vote weight: 0.50 Force vote in voter loop will be disabled. Force vote after voter loop will be disabled. User support will not be reset. Boundary override not enabled. Standard deviation pruning enabled: dUVsds Threshold: 4.20 Exponent: 0.70 External pruning enabled: Prune_Users_in_SupM Pruning method: UserCommonCoSupportPrune leftside: 0 width: 480190 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: -0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 1.00 Ct: 3000.00 External pruning enabled: Prune_Movies_in_CoSupUV Pruning method: MovieFastPrune leftside: 0 width: 17770 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: 0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 3.00 Ct: 4.00

Movie voting enabled. Movie vote weight: 0.50 Force vote in voter loop will be disabled. Force vote outside voter loop will be disabled. Movie support will not be reset. Boundary override not enabled. Standard deviation pruning enabled: dMNsds Threshold: 2.02 Exponent: 12.00 External pruning enabled: Prune_Movies_in_SupU Pruning method: MovieFastPrune leftside: 0 width: 17770 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: -0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 3.00 Ct: 21.00 External pruning enabled: Prune_Users_in_CoSupMN Pruning method: UserCommonCoSupportPrune leftside: 0 width: 480190 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: -0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 1.00 Ct: 2500.00

5u= configs: ./mpp-mpred: Vertical Rating Predictor - 3.2.0 Data files:Input: Data/probe-full.txt

uCE=2 refers to dUVsds expnt in user-vote.C:uCor = ACcorData[N+1];if (uCor >= 0) uCor = pow( uCor, expnt);

UCE=5.5 refers to dMNsds expnt in movie-vote.C: UCor = ACCor;if (UCor >= 0) UCor = pow( UCor, expnt);

NOTE: dUVsds and dMNsds Exponent config Parameters, expnt, are borrowed for the purpose.

5u=.5.uCE=0.1.UCE=6.9.Ct=3000.4.21.25005u=.5.uCE=0.1.UCE=7.Ct=3000.4.21.25005u=.5.uCE=0.1.UCE=7.1.Ct=3000.4.21.25005u=.5.uCE=0.1.UCE=8.Ct=3000.4.21.25005u=.5.uCE=0.1.UCE=12.Ct=3000.4.21.25005u=.5.uCE=0.4.UCE=6.9.Ct=3000.4.21.25005u=.5.uCE=0.4.UCE=7.Ct=3000.4.21.25005u=.5.uCE=0.4.UCE=7.1.Ct=3000.4.21.25005u=.5.uCE=0.4.UCE=8.Ct=3000.4.21.25005u=.5.uCE=0.4.UCE=12.Ct=3000.4.21.25005u=.5.uCE=0.7.UCE=6.9.Ct=3000.4.21.25005u=.5.uCE=0.7.UCE=7.Ct=3000.4.21.25005u=.5.uCE=0.7.UCE=7.1.Ct=3000.4.21.25005u=.5.uCE=0.7.UCE=8.Ct=3000.4.21.25005u=.5.uCE=0.7.UCE=12.Ct=3000.4.21.25005u=.5.uCE=0.9.UCE=6.9.Ct=3000.4.21.25005u=.5.uCE=0.9.UCE=7.Ct=3000.4.21.25005u=.5.uCE=0.9.UCE=7.1.Ct=3000.4.21.25005u=.5.uCE=0.9.UCE=8.Ct=3000.4.21.25005u=.5.uCE=0.9.UCE=12.Ct=3000.4.21.25005u=.5.uCE=1.1.UCE=6.9.Ct=3000.4.21.25005u=.5.uCE=1.1.UCE=7.Ct=3000.4.21.25005u=.5.uCE=1.1.UCE=7.1.Ct=3000.4.21.25005u=.5.uCE=1.1.UCE=8.Ct=3000.4.21.25005u=.5.uCE=1.1.UCE=12.Ct=3000.4.21.2500

0.9286730.9286530.9286320.9284760.9281600.9284440.9284260.9284060.9282610.9280070.9283770.9283610.9283430.9282090.9280050.9284100.9283910.9283760.9282480.9280800.9284890.9284720.9284550.9283420.928188

Predictions completed. Movies: 16150 Time: 16162Prediction summary: Sum: 1165443.48260 Total: 1353289 RMSE: 0.928005

Selected movie/user pairings based on RMSE = .05: Low rmse pairs: 295597 Input: lo-5u=.5.uCE=0.7.UCE=12.Ct=3000.4.21.2500.txt Answers: lo-5u=.5.uCE=0.7.UCE=12.Ct=3000.4.21.2500.txt.answers

High rmse pairs: 1057692 Input: hi-5u=.5.uCE=0.7.UCE=12.Ct=3000.4.21.2500.txt Answers: hi-5u=.5.uCE=0.7.UCE=12.Ct=3000.4.21.2500.txt.answers

5u=.5.uCE=0.7.UCE=12.Ct=3000.4.21.2500 completed.

RIP:Movie User250 25001000 5000

User voting enabled. User vote weight: 0.50 Force vote in voter loop will be disabled. Force vote after voter loop will be disabled. User support will not be reset. Boundary override not enabled. Standard deviation pruning enabled: dUVsds Threshold: 4.20 Exponent: 0.60 External pruning enabled: Prune_Users_in_SupM Pruning method: UserCommonCoSupportPrune leftside: 0 width: 480190 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: -0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 1.00 Ct: 3000.00 External pruning enabled: Prune_Movies_in_CoSupUV Pruning method: MovieFastPrune leftside: 0 width: 17770 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: 0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 3.00 Ct: 4.00

Movie voting enabled. Movie vote weight: 0.50 Force vote in voter loop will be disabled. Force vote outside voter loop will be disabled. Movie support will not be reset. Boundary override not enabled. Standard deviation pruning enabled: dMNsds Threshold: 2.02 Exponent: 11.00 External pruning enabled: Prune_Movies_in_SupU Pruning method: MovieFastPrune leftside: 0 width: 17770 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: -0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 3.00 Ct: 21.00 External pruning enabled: Prune_Users_in_CoSupMN Pruning method: UserCommonCoSupportPrune leftside: 0 width: 480190 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: -0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 1.00 Ct: 2500.00

6u= configs: ./mpp-mpred: Vertical Rating Predictor - 3.2.0 Data files:Input: Data/probe-full.txt

uCE=2 refers to dUVsds expnt in user-vote.C:uCor = ACcorData[N+1];if (uCor >= 0) uCor = pow( uCor, expnt);

UCE=5.5 refers to dMNsds expnt in movie-vote.C: UCor = ACCor;if (UCor >= 0) UCor = pow( UCor, expnt);

NOTE: dUVsds and dMNsds Exponent config Parameters, expnt, are borrowed for the purpose.

6u=.5.uCE=0.6.UCE=09.Ct=3000.4.21.25006u=.5.uCE=0.6.UCE=10.Ct=3000.4.21.25006u=.5.uCE=0.6.UCE=11.Ct=3000.4.21.25006u=.5.uCE=0.6.UCE=12.Ct=3000.4.21.25006u=.5.uCE=0.6.UCE=15.Ct=3000.4.21.25006u=.5.uCE=0.6.UCE=20.Ct=3000.4.21.25006u=.5.uCE=0.6.UCE=30.Ct=3000.4.21.25006u=.5.uCE=0.6.UCE=50.Ct=3000.4.21.25006u=.5.uCE=0.7.UCE=09.Ct=3000.4.21.25006u=.5.uCE=0.7.UCE=10.Ct=3000.4.21.25006u=.5.uCE=0.7.UCE=11.Ct=3000.4.21.25006u=.5.uCE=0.7.UCE=12.Ct=3000.4.21.25006u=.5.uCE=0.7.UCE=15.Ct=3000.4.21.25006u=.5.uCE=0.7.UCE=20.Ct=3000.4.21.25006u=.5.uCE=0.7.UCE=30.Ct=3000.4.21.25006u=.5.uCE=0.7.UCE=50.Ct=3000.4.21.25006u=.5.uCE=0.8.UCE=09.Ct=3000.4.21.25006u=.5.uCE=0.8.UCE=10.Ct=3000.4.21.25006u=.5.uCE=0.8.UCE=11.Ct=3000.4.21.25006u=.5.uCE=0.8.UCE=12.Ct=3000.4.21.25006u=.5.uCE=0.8.UCE=15.Ct=3000.4.21.25006u=.5.uCE=0.8.UCE=20.Ct=3000.4.21.25006u=.5.uCE=0.8.UCE=30.Ct=3000.4.21.25006u=.5.uCE=0.8.UCE=50.Ct=3000.4.21.2500

0.9280980.9280240.9279880.9279940.9282440.9292980.9329660.9423620.9280980.9280290.9279960.9280050.9282680.9293380.9330310.9424490.9281130.9280490.9280200.9280340.9283020.9293870.9331040.942550

Predictions completed. Movies: 16150 Time: 16313Prediction summary: Sum: 1165400.66350 Total: 1353289 RMSE: 0.927988

Selected movie/user pairings based on RMSE = .05: Low rmse pairs: 294681 Input: lo-6u=.5.uCE=0.6.UCE=11.Ct=3000.4.21.2500.txt Answers: lo-6u=.5.uCE=0.6.UCE=11.Ct=3000.4.21.2500.txt.answers

High rmse pairs: 1058608 Input: hi-6u=.5.uCE=0.6.UCE=11.Ct=3000.4.21.2500.txt Answers: hi-6u=.5.uCE=0.6.UCE=11.Ct=3000.4.21.2500.txt.answers

6u=.5.uCE=0.6.UCE=11.Ct=3000.4.21.2500 completed.

RIP:Movie User250 25001000 5000

User voting enabled. User vote weight: 0.40 Force vote in voter loop will be disabled. Force vote after voter loop will be disabled. User support will not be reset. Boundary override not enabled. Standard deviation pruning enabled: dUVsds Threshold: 4.20 Exponent: 0.60 External pruning enabled: Prune_Users_in_SupM Pruning method: UserCommonCoSupportPrune leftside: 0 width: 480190 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: -0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 1.00 Ct: 3000.00 External pruning enabled: Prune_Movies_in_CoSupUV Pruning method: MovieFastPrune leftside: 0 width: 17770 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: 0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 3.00 Ct: 4.00

Movie voting enabled. Movie vote weight: 0.60 Force vote in voter loop will be disabled. Force vote outside voter loop will be disabled. Movie support will not be reset. Boundary override not enabled. Standard deviation pruning enabled: dMNsds Threshold: 2.02 Exponent: 11.00 External pruning enabled: Prune_Movies_in_SupU Pruning method: MovieFastPrune leftside: 0 width: 17770 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: -0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 3.00 Ct: 21.00 External pruning enabled: Prune_Users_in_CoSupMN Pruning method: UserCommonCoSupportPrune leftside: 0 width: 480190 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: -0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 1.00 Ct: 2500.00

9u= configs: ./mpp-mpred: Vertical Rating Predictor - 3.2.0 Data files:Input: Data/probe-full.txt

uCE=2 refers to dUVsds expnt in user-vote.C:uCor = ACcorData[N+1];if (uCor >= 0) uCor = pow( uCor, expnt);

UCE=5.5 refers to dMNsds expnt in movie-vote.C: UCor = ACCor;if (UCor >= 0) UCor = pow( UCor, expnt);

NOTE: dUVsds and dMNsds Exponent config Parameters, expnt, are borrowed for the purpose.

9u=0 .uCE=.5.UCE=11.Ct=3000.4.21.25009u=0 .uCE=.6.UCE=11.Ct=3000.4.21.25009u=.1.uCE=.5.UCE=11.Ct=3000.4.21.25009u=.1.uCE=.6.UCE=11.Ct=3000.4.21.25009u=.2.uCE=.5.UCE=11.Ct=3000.4.21.25009u=.2.uCE=.6.UCE=11.Ct=3000.4.21.25009u=.3.uCE=.5.UCE=11.Ct=3000.4.21.25009u=.3.uCE=.6.UCE=11.Ct=3000.4.21.25009u=.4.uCE=.5.UCE=11.Ct=3000.4.21.25009u=.4.uCE=.6.UCE=11.Ct=3000.4.21.25009u=.5.uCE=.5.UCE=11.Ct=3000.4.21.25009u=.5.uCE=.6.UCE=11.Ct=3000.4.21.25009u=.6.uCE=.5.UCE=11.Ct=3000.4.21.25009u=.6.uCE=.6.UCE=11.Ct=3000.4.21.25009u=.7.uCE=.5.UCE=11.Ct=3000.4.21.25009u=.7.uCE=.6.UCE=11.Ct=3000.4.21.25009u=.8.uCE=.5.UCE=11.Ct=3000.4.21.25009u=.8.uCE=.6.UCE=11.Ct=3000.4.21.25009u=.9.uCE=.5.UCE=11.Ct=3000.4.21.25009u=.9.uCE=.6.UCE=11.Ct=3000.4.21.25009u=1 .uCE=.5.UCE=11.Ct=3000.4.21.25009u=1 .uCE=.6.UCE=11.Ct=3000.4.21.2500

0.9439430.9439430.9373150.9372670.9323720.9322990.9291550.9290810.9276900.9276410.9279930.9279880.9300470.9301100.9338470.9340040.9393590.9396290.9465080.9469130.9552110.955756

Predictions completed. Movies: 16150 Time: 16121Prediction summary: Sum: 1164528.66670 Total: 1353289 RMSE: 0.927641

Selected movie/user pairings based on RMSE = .05: Low rmse pairs: 294824 Input: lo-9u=.4.uCE=.6.UCE=11.Ct=3000.4.21.2500.txt Answers: lo-9u=.4.uCE=.6.UCE=11.Ct=3000.4.21.2500.txt.answers

High rmse pairs: 1058465 Input: hi-9u=.4.uCE=.6.UCE=11.Ct=3000.4.21.2500.txt Answers: hi-9u=.4.uCE=.6.UCE=11.Ct=3000.4.21.2500.txt.answers

9u=.4.uCE=.6.UCE=11.Ct=3000.4.21.2500 completed.

RIP:Movie User250 25001000 5000

User voting enabled. User vote weight: 0.41 Force vote in voter loop will be disabled. Force vote after voter loop will be disabled. User support will not be reset. Boundary override not enabled. Standard deviation pruning enabled: dUVsds Threshold: 4.20 Exponent: 0.61 External pruning enabled: Prune_Users_in_SupM Pruning method: UserCommonCoSupportPrune leftside: 0 width: 480190 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: -0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 1.00 Ct: 3000.00 External pruning enabled: Prune_Movies_in_CoSupUV Pruning method: MovieFastPrune leftside: 0 width: 17770 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: 0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 3.00 Ct: 4.00

Movie voting enabled. Movie vote weight: 0.59 Force vote in voter loop will be disabled. Force vote outside voter loop will be disabled. Movie support will not be reset. Boundary override not enabled. Standard deviation pruning enabled: dMNsds Threshold: 2.02 Exponent: 10.90 External pruning enabled: Prune_Movies_in_SupU Pruning method: MovieFastPrune leftside: 0 width: 17770 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: -0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 3.00 Ct: 21.00 External pruning enabled: Prune_Users_in_CoSupMN Pruning method: UserCommonCoSupportPrune leftside: 0 width: 480190 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: -0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 1.00 Ct: 2500.00

10u= configs: ./mpp-mpred: Vertical Rating Predictor - 3.2.0 Data files:Input: Data/probe-full.txt

uCE=2 refers to dUVsds expnt in user-vote.C:uCor = ACcorData[N+1];if (uCor >= 0) uCor = pow( uCor, expnt);

UCE=5.5 refers to dMNsds expnt in movie-vote.C: UCor = ACCor;if (UCor >= 0) UCor = pow( UCor, expnt);

NOTE: dUVsds and dMNsds Exponent config Parameters, expnt, are borrowed for the purpose.

10u=.39.uCE=.59.UCE=10.9.Ct=3000.4.21.250010u=.39.uCE=.59.UCE=11.0.Ct=3000.4.21.250010u=.39.uCE=.59.UCE=11.1.Ct=3000.4.21.250010u=.39.uCE=.60.UCE=10.9.Ct=3000.4.21.250010u=.39.uCE=.60.UCE=11.0.Ct=3000.4.21.250010u=.39.uCE=.60.UCE=11.1.Ct=3000.4.21.250010u=.39.uCE=.61.UCE=10.9.Ct=3000.4.21.250010u=.39.uCE=.61.UCE=11.0.Ct=3000.4.21.250010u=.39.uCE=.61.UCE=11.1.Ct=3000.4.21.250010u=.40.uCE=.59.UCE=10.9.Ct=3000.4.21.250010u=.40.uCE=.59.UCE=11.0.Ct=3000.4.21.250010u=.40.uCE=.59.UCE=11.1.Ct=3000.4.21.250010u=.40.uCE=.60.UCE=10.9.Ct=3000.4.21.250010u=.40.uCE=.60.UCE=11.0.Ct=3000.4.21.250010u=.40.uCE=.60.UCE=11.1.Ct=3000.4.21.250010u=.40.uCE=.61.UCE=10.9.Ct=3000.4.21.250010u=.40.uCE=.61.UCE=11.0.Ct=3000.4.21.250010u=.40.uCE=.61.UCE=11.1.Ct=3000.4.21.250010u=.41.uCE=.59.UCE=10.9.Ct=3000.4.21.250010u=.41.uCE=.59.UCE=11.0.Ct=3000.4.21.250010u=.41.uCE=.59.UCE=11.1.Ct=3000.4.21.250010u=.41.uCE=.60.UCE=10.9.Ct=3000.4.21.250010u=.41.uCE=.60.UCE=11.0.Ct=3000.4.21.250010u=.41.uCE=.60.UCE=11.1.Ct=3000.4.21.250010u=.41.uCE=.61.UCE=10.9.Ct=3000.4.21.250010u=.41.uCE=.61.UCE=11.0.Ct=3000.4.21.250010u=.41.uCE=.61.UCE=11.1.Ct=3000.4.21.2500

0.9695660.9695660.9695680.9695650.9695660.9695680.9695640.9695660.9695680.9689430.9689470.9689520.9689430.9689460.9689520.9689430.9689460.9689510.9683660.9683700.9683710.9683650.9683690.9683710.9683640.9683690.968370

Predictions completed. Movies: 16150 Time: 28464Prediction summary: Sum: 1269017.16320 Total: 1353289 RMSE: 0.968364

Selected movie/user pairings based on RMSE = .05: Low rmse pairs: 273285 Input: lo-10u=.41.uCE=.61.UCE=10.9.Ct=3000.4.21.2500.txt Answers: lo-10u=.41.uCE=.61.UCE=10.9.Ct=3000.4.21.2500.txt.answers

High rmse pairs: 1080004 Input: hi-10u=.41.uCE=.61.UCE=10.9.Ct=3000.4.21.2500.txt Answers: hi-10u=.41.uCE=.61.UCE=10.9.Ct=3000.4.21.2500.txt.answers

10u=.41.uCE=.61.UCE=10.9.Ct=3000.4.21.2500 completed.

RIP:Movie User1000 50005000 25000

User voting enabled. User vote weight: 0.50 Force vote in voter loop will be disabled. Force vote after voter loop will be disabled. User support will not be reset. Boundary override not enabled. Standard deviation pruning enabled: dUVsds Threshold: 4.20 Exponent: 1.00 External pruning enabled: Prune_Users_in_SupM Pruning method: UserCommonCoSupportPrune leftside: 0 width: 480190 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: -0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 1.00 Ct: 3000.00 External pruning enabled: Prune_Movies_in_CoSupUV Pruning method: MovieFastPrune leftside: 0 width: 17770 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: 0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 3.00 Ct: 4.00

Movie voting enabled. Movie vote weight: 0.50 Force vote in voter loop will be disabled. Force vote outside voter loop will be disabled. Movie support will not be reset. Boundary override not enabled. Standard deviation pruning enabled: dMNsds Threshold: 2.02 Exponent: 9.00 External pruning enabled: Prune_Movies_in_SupU Pruning method: MovieFastPrune leftside: 0 width: 17770 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: -0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 3.00 Ct: 21.00 External pruning enabled: Prune_Users_in_CoSupMN Pruning method: UserCommonCoSupportPrune leftside: 0 width: 480190 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: -0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 1.00 Ct: 2500.00

11u= configs: ./mpp-mpred: Vertical Rating Predictor - 3.2.0 Data files:Input: Data/probe-full.txt

uCE=2 refers to dUVsds expnt in user-vote.C:uCor = ACcorData[N+1];if (uCor >= 0) uCor = pow( uCor, expnt);

UCE=5.5 refers to dMNsds expnt in movie-vote.C: UCor = ACCor;if (UCor >= 0) UCor = pow( UCor, expnt);

NOTE: dUVsds and dMNsds Exponent config Parameters, expnt, are borrowed for the purpose.

11u=.5.uCE=1.UCE=1.Ct=3000.4.21.250011u=.5.uCE=1.UCE=3.Ct=3000.4.21.250011u=.5.uCE=1.UCE=6.Ct=3000.4.21.250011u=.5.uCE=1.UCE=9.Ct=3000.4.21.250011u=.5.uCE=5.UCE=1.Ct=3000.4.21.250011u=.5.uCE=5.UCE=3.Ct=3000.4.21.250011u=.5.uCE=5.UCE=6.Ct=3000.4.21.250011u=.5.uCE=5.UCE=9.Ct=3000.4.21.250011u=.5.uCE=9.UCE=1.Ct=3000.4.21.250011u=.5.uCE=9.UCE=3.Ct=3000.4.21.250011u=.5.uCE=9.UCE=6.Ct=3000.4.21.250011u=.5.uCE=9.UCE=9.Ct=3000.4.21.2500

0.9675490.9668890.9661410.9657020.9684660.9678420.9671560.9667780.9763780.9757380.9750250.974628

Predictions completed. Movies: 16150 Time: 28477Prediction summary: Sum: 1262051.95690 Total: 1353289 RMSE: 0.965702

Selected movie/user pairings based on RMSE = .05: Low rmse pairs: 273568 Input: lo-11u=.5.uCE=1.UCE=9.Ct=3000.4.21.2500.txt Answers: lo-11u=.5.uCE=1.UCE=9.Ct=3000.4.21.2500.txt.answers

High rmse pairs: 1079721 Input: hi-11u=.5.uCE=1.UCE=9.Ct=3000.4.21.2500.txt Answers: hi-11u=.5.uCE=1.UCE=9.Ct=3000.4.21.2500.txt.answers

11u=.5.uCE=1.UCE=9.Ct=3000.4.21.2500 completed.

RIP:Movie User1000 50005000 25000

User voting enabled. User vote weight: 0.40 Force vote in voter loop will be disabled. Force vote after voter loop will be disabled. User support will not be reset. Boundary override not enabled. Standard deviation pruning enabled: dUVsds Threshold: 4.20 Exponent: 0.60 External pruning enabled: Prune_Users_in_SupM Pruning method: UserCommonCoSupportPrune leftside: 0 width: 480190 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: -0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 1.00 Ct: 3000.00 External pruning enabled: Prune_Movies_in_CoSupUV Pruning method: MovieFastPrune leftside: 0 width: 17770 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: 0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 3.00 Ct: 4.00

Movie voting enabled. Movie vote weight: 0.60 Force vote in voter loop will be disabled. Force vote outside voter loop will be disabled. Movie support will not be reset. Boundary override not enabled. Standard deviation pruning enabled: dMNsds Threshold: 2.02 Exponent: 11.00 External pruning enabled: Prune_Movies_in_SupU Pruning method: MovieFastPrune leftside: 0 width: 17770 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: -0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 3.00 Ct: 21.00 External pruning enabled: Prune_Users_in_CoSupMN Pruning method: UserCommonCoSupportPrune leftside: 0 width: 480190 mstrt: 0 multiplier: 0.00 ustrt: 0 multiplier: 0.00 TSa: -0.10 TSb: -0.10 Tdvp: -1.00 Tdvs: -1.00 Tvdp: -1.00 Tvds: -1.00 TD: -1.00 TP: -1.00 PPm: 0.10 TV: -1.00 TSD: -1.00 Ch: 1.00 Ct: 2500.00

13u= configs: ./mpp-mpred: Vertical Rating Predictor - 3.2.0 Data files:Input: Data/probe-full.txt

uCE=2 refers to dUVsds expnt in user-vote.C:uCor = ACcorData[N+1];if (uCor >= 0) uCor = pow( uCor, expnt);

UCE=5.5 refers to dMNsds expnt in movie-vote.C: UCor = ACCor;if (UCor >= 0) UCor = pow( UCor, expnt);

NOTE: dUVsds and dMNsds Exponent config Parameters, expnt, are borrowed for the purpose.

13u 0.918321

Predictions completed. Movies: 16150 Time: 15683Prediction summary: Sum: 1141245.66930 Total: 1353289 RMSE: 0.918321

Selected movie/user pairings based on RMSE = .05: Low rmse pairs: 301910 Input: lo-13u=.4.uCE=.6.UCE=11.Ct=3000.4.21.2500.txt Answers: lo-13u=.4.uCE=.6.UCE=11.Ct=3000.4.21.2500.txt.answers

High rmse pairs: 1051379 Input: hi-13u=.4.uCE=.6.UCE=11.Ct=3000.4.21.2500.txt Answers: hi-13u=.4.uCE=.6.UCE=11.Ct=3000.4.21.2500.txt.answers

13u=.4.uCE=.6.UCE=11.Ct=3000.4.21.2500 completed.

RIP:Movie User1250 25002500 5000

User voting enabled.

Movie voting enabled.

13.1u= configs: ./mpp-mpred: Vertical Rating Predictor - 3.2.0 Data files:Input: Data/probe-full.txt

uCE=2 refers to dUVsds expnt in user-vote.C:uCor = ACcorData[N+1];if (uCor >= 0) uCor = pow( uCor, expnt);

UCE=5.5 refers to dMNsds expnt in movie-vote.C: UCor = ACCor;if (UCor >= 0) UCor = pow( UCor, expnt);

NOTE: dUVsds and dMNsds Exponent config Parameters, expnt, are borrowed for the purpose.

13.1u 0.918321

Predictions completed.

RIP:Movie User1250 25002500 5000