Tuesday, December 4, 2007

Predictions 2007 Week 14 and Accuracy Report

The predictions are based on yards per play on rushing and passing plays (sacks and sack yards included), sack rates, third down conversion rates, penalty yards per game, and fumble and interception rates. The models are trained on the 1996-2006 seasons. Linear regression predicts the final score margin (home team points - away team points). Logistic regression estimates the probability that the home team will win.

Quick Summary of Accuracy
LAST WEEK
Linear regression, opponent adjusted: 11 out of 16
Logistic regression, opponent adjusted: 11 out of 16
Linear regression, unadjusted: 12 out of 16
Logistic regression, unadjusted: 11 out of 16

YEAR SO FAR
Linear regression, opponent adjusted: 67.5%
Logistic regression, opponent adjusted: 66.25%
Linear regression, unadjusted: 65%
Logistic regression, unadjusted: 63.125%

Full accuracy numbers after the jump...




















Predictions based on opponent-adjusted stats
GamePredicted Final Score MarginP(Home Team Wins)
MIA @ BUF3.904664.1947
PIT @ NE5.184365.4391
CLE @ NYJ1.012752.2435
IND @ BAL-3.304840.6289
STL @ CIN5.987368.3691
TB @ HOU-2.224240.6991
CAR @ JAX6.161469.8635
SD @ TEN2.824259.6101
KC @ DEN4.964366.3614
NYG @ PHI4.012464.3319
CHI @ WAS4.972867.6438
DAL @ DET-4.261535.0455
OAK @ GB10.084079.2978
NO @ ATL3.391961.3326
MIN @ SF-5.054031.7059
ARI @ SEA4.802364.3473





















Predictions based on unadjusted stats
GamePredicted Final Score MarginP(Home Team Wins)
MIA @ BUF4.138664.7451
PIT @ NE3.919562.1613
CLE @ NYJ1.082953.3056
IND @ BAL-2.399744.1654
STL @ CIN4.687565.6812
TB @ HOU-1.795442.7898
CAR @ JAX5.325267.6244
SD @ TEN3.438460.5596
KC @ DEN5.866467.8183
NYG @ PHI3.189261.1819
CHI @ WAS5.309468.1301
DAL @ DET-4.156634.4295
OAK @ GB8.913275.5337
NO @ ATL3.114961.4284
MIN @ SF-5.579829.9452
ARI @ SEA4.589364.9595



OPPONENT-ADJUSTED
Linear regression
Win prediction accuracy: 67.5000%
Mean absolute error: 11.2238 points
Correlation with result: 0.3778
% of games predicted as home team wins: 72.5000%
Logistic regression
Win prediction accuracy: 66.2500%
Correlation with result: 0.3701
% of games predicted as home team wins: 75.0000%
Win prediction accuracy when 20%≤P(home team wins)<30%: 100.0000
Win prediction accuracy when 30%≤P(home team wins)<40%: 78.5714
Win prediction accuracy when 40%≤P(home team wins)<50%: 69.5652
Win prediction accuracy when 50%≤P(home team wins)<60%: 50.0000
Win prediction accuracy when 60%≤P(home team wins)<70%: 71.7949
Win prediction accuracy when 70%≤P(home team wins)<80%: 64.5161
Win prediction accuracy when 80%≤P(home team wins)<90%: 87.5000


UNADJUSTED
Linear regression
Win prediction accuracy: 65.0000%
Mean absolute error: 11.1960 points
Correlation with result: 0.3747
% of games predicted as home team wins: 71.2500%
Logistic regression
Win prediction accuracy: 63.1250%
Correlation with result: 0.3659
% of games predicted as home team wins: 71.8750%
Win prediction accuracy when 10%≤P(home team wins)<20%: 100.0000
Win prediction accuracy when 20%≤P(home team wins)<30%: 66.6667
Win prediction accuracy when 30%≤P(home team wins)<40%: 66.6667
Win prediction accuracy when 40%≤P(home team wins)<50%: 62.5000
Win prediction accuracy when 50%≤P(home team wins)<60%: 45.7143
Win prediction accuracy when 60%≤P(home team wins)<70%: 63.1579
Win prediction accuracy when 70%≤P(home team wins)<80%: 76.6667
Win prediction accuracy when 80%≤P(home team wins)<90%: 63.6364
Win prediction accuracy when 90%≤P(home team wins)<100%: 100.0000

No comments: