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User voting enabled. User vote weight: 0.50

# 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_*

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User voting enabled. User vote weight: 0.50

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  1. #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 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: 5.50 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: 2000.00 Control process ID: 31709 Data load started. User ptrees - identities - comp. Movie ptrees - comp. Data load completed, time = 11 Predictions completed. Movies: 16150 Time: 14526 Prediction summary: RMSE: 0.934823 Selected movie/user pairings based on RMSE = .05: Low rmse pairs: 292901 Input: lo 1u=.5.uCE=2.UCE=5.5.Ct=3000.3.21.2000.txt An:lo1u=.5.uCE=2.UCE=5.5.Ct=3000.3.21.2000.txt.ans High rmse pairs: 1060388 Input: hi-1u=.5.uCE=2.UCE=5.5.Ct=3000.3.21.2000.txt An: hi 1u=.5.uCE=2.UCE=5.5.Ct=3000.3.21.2000.txt.an 1u=.5.uCE=2.UCE=5.5.Ct=3000.3.21.2000 completed. RIP: Movie User 250 2500 1000 5000 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.

  2. 2u= configs: ./mpp-mpred: Vertical Rating Predictor - 3.2.0 Data files: Input: Data/probe-full.txt 2u=.5.uCE=2.UCE=5.5.Ct=3000.2.21.2000 2u=.5.uCE=2.UCE=5.5.Ct=3000.2.21.2500 2u=.5.uCE=2.UCE=5.5.Ct=3000.2.21.3000 2u=.5.uCE=2.UCE=5.5.Ct=3000.2.21.3500 2u=.5.uCE=2.UCE=5.5.Ct=3000.2.21.4000 2u=.5.uCE=2.UCE=5.5.Ct=3000.3.21.2000 2u=.5.uCE=2.UCE=5.5.Ct=3000.3.21.2500 2u=.5.uCE=2.UCE=5.5.Ct=3000.3.21.3000 2u=.5.uCE=2.UCE=5.5.Ct=3000.3.21.3500 2u=.5.uCE=2.UCE=5.5.Ct=3000.3.21.4000 2u=.5.uCE=2.UCE=5.5.Ct=3000.4.21.2000 2u=.5.uCE=2.UCE=5.5.Ct=3000.4.21.2500 2u=.5.uCE=2.UCE=5.5.Ct=3000.4.21.3000 2u=.5.uCE=2.UCE=5.5.Ct=3000.4.21.3500 2u=.5.uCE=2.UCE=5.5.Ct=3000.4.21.4000 2u=.5.uCE=2.UCE=5.5.Ct=3000.5.21.2000 2u=.5.uCE=2.UCE=5.5.Ct=3000.5.21.2500 2u=.5.uCE=2.UCE=5.5.Ct=3000.5.21.3000 2u=.5.uCE=2.UCE=5.5.Ct=3000.5.21.3500 2u=.5.uCE=2.UCE=5.5.Ct=3000.5.21.4000 2u=.5.uCE=2.UCE=5.5.Ct=3000.6.21.2000 2u=.5.uCE=2.UCE=5.5.Ct=3000.6.21.2500 2u=.5.uCE=2.UCE=5.5.Ct=3000.6.21.3000 2u=.5.uCE=2.UCE=5.5.Ct=3000.6.21.3500 2u=.5.uCE=2.UCE=5.5.Ct=3000.6.21.4000 0.939985 0.934895 0.934895 0.934895 0.934895 0.934823 0.929658 0.929658 0.929658 0.929658 0.934712 0.929538 0.929538 0.929538 0.929538 0.935152 0.929957 0.929957 0.929957 0.929957 0.935039 0.929834 0.929834 0.929834 0.929834 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. 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 RIP: Movie User 250 2500 1000 5000 Control process ID: 5593 Data load started. User ptrees - identities - completed. Movie ptrees - completed. Data load completed, time = 11 Predictions completed. Movies: 16150 Time: 16197 Creating output file: Generating RMSE file: Prediction summary: Sum: 1169296.67860 Total: 1353289 RMSE: 0.929538 Selected 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.answers 2u=.5.uCE=2.UCE=5.5.Ct=3000.4.21.2500 completed.

  3. 3u= configs: ./mpp-mpred: Vertical Rating Predictor - 3.2.0 Data files: Input: Data/probe-full.txt 3u=.5.uCE=0. UCE=5.5.Ct=3000.4.21.2500 3u=.5.uCE=1. UCE=5.5.Ct=3000.4.21.2500 3u=.5.uCE=1.6.UCE=5.5.Ct=3000.4.21.2500 3u=.5.uCE=1.8.UCE=5.5.Ct=3000.4.21.2500 3u=.5.uCE=2. UCE=5.5.Ct=3000.4.21.2500 3u=.5.uCE=2. UCE=5.5.Ct=3000.4.21.2500 3u=.5.uCE=2.2.UCE=5.5.Ct=3000.4.21.2500 3u=.5.uCE=2.4.UCE=5.5.Ct=3000.4.21.2500 3u=.5.uCE=3. UCE=5.5.Ct=3000.4.21.2500 3u=.5.uCE=4. UCE=5.5.Ct=3000.4.21.2500 3u=.5.uCE=5. UCE=5.5.Ct=3000.4.21.2500 3u=.5.uCE=6. UCE=5.5.Ct=3000.4.21.2500 3u=.5.uCE=7. UCE=5.5.Ct=3000.4.21.2500 3u=.5.uCE=8. UCE=5.5.Ct=3000.4.21.2500 3u=.5.uCE=9. UCE=5.5.Ct=3000.4.21.2500 0.929107 0.928700 0.929101 0.929299 0.929538 0.929538 0.929799 0.930120 0.931478 0.935601 0.942000 0.949431 0.956315 0.961744 0.965720 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. 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 RIP: Movie User 250 2500 1000 5000 Control process ID: 3606 Data load started. User ptrees - identities - completed. Movie ptrees - completed. Data load completed, time = 11 Predictions completed. Movies: 16150 Time: 16318 Creating output file: Generating RMSE file: Prediction summary: Sum: 1167190.74820 Total: 1353289 RMSE: 0.928700 Selected 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.answers 3u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500 completed.

  4. 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. 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 RIP: Movie User 250 2500 1000 5000 4u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=1.UCE=1 4u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=1.UCE=2 4u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=1.UCE=3 4u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=1.UCE=5 4u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=1.UCE=7 4u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=2.UCE=1 4u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=2.UCE=2 4u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=2.UCE=3 4u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=2.UCE=5 4u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=2.UCE=7 4u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=3.UCE=1 4u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=3.UCE=2 4u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=3.UCE=3 4u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=3.UCE=5 4u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=3.UCE=7 4u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=5.UCE=1 4u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=5.UCE=2 4u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=5.UCE=3 4u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=5.UCE=5 4u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=5.UCE=7 4u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=7.UCE=1 4u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=7.UCE=2 4u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=7.UCE=3 4u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=7.UCE=5 4u=.5.uCE=1.UCE=5.5.Ct=3000.4.21.2500.uCE=7.UCE=7 0.929940 0.929613 0.929319 0.928808 0.928421 0.930670 0.930363 0.930085 0.929628 0.929293 0.932572 0.932284 0.932016 0.931567 0.931254 0.943110 0.942811 0.942537 0.942090 0.941759 0.957490 0.957183 0.956894 0.956409 0.956063 Control process ID: 24255 Data load started. User ptrees - identities - completed. Movie ptrees - completed. Data load completed, time = 11 Predictions completed. Movies: 16150 Time: 16258 Prediction summary: Sum: 1166489.58880 Total: 1353289 RMSE: 0.928421 Selected 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.

  5. 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. 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 RIP: Movie User 250 2500 1000 5000 5u=.5.uCE=0.1.UCE=6.9.Ct=3000.4.21.2500 5u=.5.uCE=0.1.UCE=7.Ct=3000.4.21.2500 5u=.5.uCE=0.1.UCE=7.1.Ct=3000.4.21.2500 5u=.5.uCE=0.1.UCE=8.Ct=3000.4.21.2500 5u=.5.uCE=0.1.UCE=12.Ct=3000.4.21.2500 5u=.5.uCE=0.4.UCE=6.9.Ct=3000.4.21.2500 5u=.5.uCE=0.4.UCE=7.Ct=3000.4.21.2500 5u=.5.uCE=0.4.UCE=7.1.Ct=3000.4.21.2500 5u=.5.uCE=0.4.UCE=8.Ct=3000.4.21.2500 5u=.5.uCE=0.4.UCE=12.Ct=3000.4.21.2500 5u=.5.uCE=0.7.UCE=6.9.Ct=3000.4.21.2500 5u=.5.uCE=0.7.UCE=7.Ct=3000.4.21.2500 5u=.5.uCE=0.7.UCE=7.1.Ct=3000.4.21.2500 5u=.5.uCE=0.7.UCE=8.Ct=3000.4.21.2500 5u=.5.uCE=0.7.UCE=12.Ct=3000.4.21.2500 5u=.5.uCE=0.9.UCE=6.9.Ct=3000.4.21.2500 5u=.5.uCE=0.9.UCE=7.Ct=3000.4.21.2500 5u=.5.uCE=0.9.UCE=7.1.Ct=3000.4.21.2500 5u=.5.uCE=0.9.UCE=8.Ct=3000.4.21.2500 5u=.5.uCE=0.9.UCE=12.Ct=3000.4.21.2500 5u=.5.uCE=1.1.UCE=6.9.Ct=3000.4.21.2500 5u=.5.uCE=1.1.UCE=7.Ct=3000.4.21.2500 5u=.5.uCE=1.1.UCE=7.1.Ct=3000.4.21.2500 5u=.5.uCE=1.1.UCE=8.Ct=3000.4.21.2500 5u=.5.uCE=1.1.UCE=12.Ct=3000.4.21.2500 0.928673 0.928653 0.928632 0.928476 0.928160 0.928444 0.928426 0.928406 0.928261 0.928007 0.928377 0.928361 0.928343 0.928209 0.928005 0.928410 0.928391 0.928376 0.928248 0.928080 0.928489 0.928472 0.928455 0.928342 0.928188 Predictions completed. Movies: 16150 Time: 16162 Prediction 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.

  6. 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. 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 RIP: Movie User 250 2500 1000 5000 6u=.5.uCE=0.6.UCE=09.Ct=3000.4.21.2500 6u=.5.uCE=0.6.UCE=10.Ct=3000.4.21.2500 6u=.5.uCE=0.6.UCE=11.Ct=3000.4.21.2500 6u=.5.uCE=0.6.UCE=12.Ct=3000.4.21.2500 6u=.5.uCE=0.6.UCE=15.Ct=3000.4.21.2500 6u=.5.uCE=0.6.UCE=20.Ct=3000.4.21.2500 6u=.5.uCE=0.6.UCE=30.Ct=3000.4.21.2500 6u=.5.uCE=0.6.UCE=50.Ct=3000.4.21.2500 6u=.5.uCE=0.7.UCE=09.Ct=3000.4.21.2500 6u=.5.uCE=0.7.UCE=10.Ct=3000.4.21.2500 6u=.5.uCE=0.7.UCE=11.Ct=3000.4.21.2500 6u=.5.uCE=0.7.UCE=12.Ct=3000.4.21.2500 6u=.5.uCE=0.7.UCE=15.Ct=3000.4.21.2500 6u=.5.uCE=0.7.UCE=20.Ct=3000.4.21.2500 6u=.5.uCE=0.7.UCE=30.Ct=3000.4.21.2500 6u=.5.uCE=0.7.UCE=50.Ct=3000.4.21.2500 6u=.5.uCE=0.8.UCE=09.Ct=3000.4.21.2500 6u=.5.uCE=0.8.UCE=10.Ct=3000.4.21.2500 6u=.5.uCE=0.8.UCE=11.Ct=3000.4.21.2500 6u=.5.uCE=0.8.UCE=12.Ct=3000.4.21.2500 6u=.5.uCE=0.8.UCE=15.Ct=3000.4.21.2500 6u=.5.uCE=0.8.UCE=20.Ct=3000.4.21.2500 6u=.5.uCE=0.8.UCE=30.Ct=3000.4.21.2500 6u=.5.uCE=0.8.UCE=50.Ct=3000.4.21.2500 0.928098 0.928024 0.927988 0.927994 0.928244 0.929298 0.932966 0.942362 0.928098 0.928029 0.927996 0.928005 0.928268 0.929338 0.933031 0.942449 0.928113 0.928049 0.928020 0.928034 0.928302 0.929387 0.933104 0.942550 Predictions completed. Movies: 16150 Time: 16313 Prediction 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.

  7. 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. 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 RIP: Movie User 250 2500 1000 5000 9u=0 .uCE=.5.UCE=11.Ct=3000.4.21.2500 9u=0 .uCE=.6.UCE=11.Ct=3000.4.21.2500 9u=.1.uCE=.5.UCE=11.Ct=3000.4.21.2500 9u=.1.uCE=.6.UCE=11.Ct=3000.4.21.2500 9u=.2.uCE=.5.UCE=11.Ct=3000.4.21.2500 9u=.2.uCE=.6.UCE=11.Ct=3000.4.21.2500 9u=.3.uCE=.5.UCE=11.Ct=3000.4.21.2500 9u=.3.uCE=.6.UCE=11.Ct=3000.4.21.2500 9u=.4.uCE=.5.UCE=11.Ct=3000.4.21.2500 9u=.4.uCE=.6.UCE=11.Ct=3000.4.21.2500 9u=.5.uCE=.5.UCE=11.Ct=3000.4.21.2500 9u=.5.uCE=.6.UCE=11.Ct=3000.4.21.2500 9u=.6.uCE=.5.UCE=11.Ct=3000.4.21.2500 9u=.6.uCE=.6.UCE=11.Ct=3000.4.21.2500 9u=.7.uCE=.5.UCE=11.Ct=3000.4.21.2500 9u=.7.uCE=.6.UCE=11.Ct=3000.4.21.2500 9u=.8.uCE=.5.UCE=11.Ct=3000.4.21.2500 9u=.8.uCE=.6.UCE=11.Ct=3000.4.21.2500 9u=.9.uCE=.5.UCE=11.Ct=3000.4.21.2500 9u=.9.uCE=.6.UCE=11.Ct=3000.4.21.2500 9u=1 .uCE=.5.UCE=11.Ct=3000.4.21.2500 9u=1 .uCE=.6.UCE=11.Ct=3000.4.21.2500 0.943943 0.943943 0.937315 0.937267 0.932372 0.932299 0.929155 0.929081 0.927690 0.927641 0.927993 0.927988 0.930047 0.930110 0.933847 0.934004 0.939359 0.939629 0.946508 0.946913 0.955211 0.955756 Predictions completed. Movies: 16150 Time: 16121 Prediction 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.

  8. 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. 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 RIP: Movie User 1000 5000 5000 25000 10u=.39.uCE=.59.UCE=10.9.Ct=3000.4.21.2500 10u=.39.uCE=.59.UCE=11.0.Ct=3000.4.21.2500 10u=.39.uCE=.59.UCE=11.1.Ct=3000.4.21.2500 10u=.39.uCE=.60.UCE=10.9.Ct=3000.4.21.2500 10u=.39.uCE=.60.UCE=11.0.Ct=3000.4.21.2500 10u=.39.uCE=.60.UCE=11.1.Ct=3000.4.21.2500 10u=.39.uCE=.61.UCE=10.9.Ct=3000.4.21.2500 10u=.39.uCE=.61.UCE=11.0.Ct=3000.4.21.2500 10u=.39.uCE=.61.UCE=11.1.Ct=3000.4.21.2500 10u=.40.uCE=.59.UCE=10.9.Ct=3000.4.21.2500 10u=.40.uCE=.59.UCE=11.0.Ct=3000.4.21.2500 10u=.40.uCE=.59.UCE=11.1.Ct=3000.4.21.2500 10u=.40.uCE=.60.UCE=10.9.Ct=3000.4.21.2500 10u=.40.uCE=.60.UCE=11.0.Ct=3000.4.21.2500 10u=.40.uCE=.60.UCE=11.1.Ct=3000.4.21.2500 10u=.40.uCE=.61.UCE=10.9.Ct=3000.4.21.2500 10u=.40.uCE=.61.UCE=11.0.Ct=3000.4.21.2500 10u=.40.uCE=.61.UCE=11.1.Ct=3000.4.21.2500 10u=.41.uCE=.59.UCE=10.9.Ct=3000.4.21.2500 10u=.41.uCE=.59.UCE=11.0.Ct=3000.4.21.2500 10u=.41.uCE=.59.UCE=11.1.Ct=3000.4.21.2500 10u=.41.uCE=.60.UCE=10.9.Ct=3000.4.21.2500 10u=.41.uCE=.60.UCE=11.0.Ct=3000.4.21.2500 10u=.41.uCE=.60.UCE=11.1.Ct=3000.4.21.2500 10u=.41.uCE=.61.UCE=10.9.Ct=3000.4.21.2500 10u=.41.uCE=.61.UCE=11.0.Ct=3000.4.21.2500 10u=.41.uCE=.61.UCE=11.1.Ct=3000.4.21.2500 0.969566 0.969566 0.969568 0.969565 0.969566 0.969568 0.969564 0.969566 0.969568 0.968943 0.968947 0.968952 0.968943 0.968946 0.968952 0.968943 0.968946 0.968951 0.968366 0.968370 0.968371 0.968365 0.968369 0.968371 0.968364 0.968369 0.968370 Predictions completed. Movies: 16150 Time: 28464 Prediction 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.

  9. 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. 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 RIP: Movie User 1000 5000 5000 25000 11u=.5.uCE=1.UCE=1.Ct=3000.4.21.2500 11u=.5.uCE=1.UCE=3.Ct=3000.4.21.2500 11u=.5.uCE=1.UCE=6.Ct=3000.4.21.2500 11u=.5.uCE=1.UCE=9.Ct=3000.4.21.2500 11u=.5.uCE=5.UCE=1.Ct=3000.4.21.2500 11u=.5.uCE=5.UCE=3.Ct=3000.4.21.2500 11u=.5.uCE=5.UCE=6.Ct=3000.4.21.2500 11u=.5.uCE=5.UCE=9.Ct=3000.4.21.2500 11u=.5.uCE=9.UCE=1.Ct=3000.4.21.2500 11u=.5.uCE=9.UCE=3.Ct=3000.4.21.2500 11u=.5.uCE=9.UCE=6.Ct=3000.4.21.2500 11u=.5.uCE=9.UCE=9.Ct=3000.4.21.2500 0.967549 0.966889 0.966141 0.965702 0.968466 0.967842 0.967156 0.966778 0.976378 0.975738 0.975025 0.974628 Predictions completed. Movies: 16150 Time: 28477 Prediction 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.

  10. 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. 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 RIP: Movie User 1250 2500 2500 5000 13u 0.918321 Predictions completed. Movies: 16150 Time: 15683 Prediction 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.

  11. 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. User voting enabled. Movie voting enabled. RIP: Movie User 1250 2500 2500 5000 13.1u 0.918321 Predictions completed.

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