Date, Home/away team, Full Full time home score and Decision Support Naïve Bayes, time home goals, full time away score (simply final System for away goals, half time home score of the match) Predicting Football Decision Tree, goals and half time away Betting odds Game Result team goals, home team Support Vector shoots and away team shoots, Gomes, J. Portela, F. Machine fauls, corners, red and yellow Santos, M.F. (2013) cards, betting odds… Predicting the Home team score Betting Line in Away team score Home team score, away team NBA Games Support Vector score, Fouls, blocks, Machine Cheng, B. Dade, K. rebounds, attendance… Lipman, M. & Mills, C. (2013) Goals for Decision Tree (equivalent of home Goals for, goals against, NHL Match score) goals differential, power play Outcomes with ML And Goals against success rate, power kill Models (equivalent of away success rate, shoot%, save%, Multi-Layer score) winning streak, league Pischedda, G. (2014) Artificial Neural League position position… Networks Predicting football League position Results using Final league position, Team quality (can be Bayesian Nets Bayesian nets and average performance, home considered similar to other machine or away, representative value of the team And learning techniques quality of attacking A.Joseph, N.E. force(high, medium, low), Decision Trees Fenton, M.Neil team quality… (2006) Beating the Bookie: Attacking strength of team The number of goal saved, (which is extracted from the A look at statistical Maher model and fired shoots, shoots on number of goal scored in models for Gaussian model in target, away teams defensive previous games, so closely prediction of a combination with ability, attacking strength of similar to our home and football matches the aggressive home team, home away team scores of teams) Markovitz strategy. advantage… Langseth, H. (2013) Goals scored by home team Goals scored by home team Goals scored by away team Goals scored by away team Goals conceded by home Goals conceded by home Predicting Sports team team Events from Past Classification via Goals conceded by away Goals conceded by away Results Regression team team Buursma, D. (2011) Avg. number of points Number of points gained by gained by home and away teams in the league teams
Decision Support System for Predicting Football Game Result Gomes, J. Portela, F. Santos, M.F. (2013) Naïve Bayes, Decision Tree, Support Vector Machine Date, Home/away team, Full time home goals, full time away goals, half time home goals and half time away team goals, home team shoots and away team shoots, fauls, corners, red and yellow cards, betting odds… Full time home score and away score (simply final score of the match) Betting odds Predicting the Betting Line in NBA Games Cheng, B. Dade, K. Lipman, M. & Mills, C. (2013) Support Vector Machine Home team score, away team score, Fouls, blocks, rebounds, attendance… Home team score Away team score NHL Match Outcomes with ML Models Pischedda, G. (2014) Decision Tree And Multi-Layer Artificial Neural Networks Goals for, goals against, goals differential, power play success rate, power kill success rate, shoot%, save%, winning streak, league position… Goals for (equivalent of home score) Goals against (equivalent of away score) League position Predicting football Results using Bayesian nets and other machine learning techniques A.Joseph, N.E. Fenton, M.Neil (2006) Bayesian Nets And Decision Trees Final league position, average performance, home or away, representative quality of attacking force(high, medium, low), team quality… League position Team quality (can be considered similar to value of the team Beating the Bookie: A look at statistical models for prediction of football matches Langseth, H. (2013) Maher model and Gaussian model in a combination with the aggressive Markovitz strategy. The number of goal saved, fired shoots, shoots on target, away teams defensive ability, attacking strength of home team, home advantage… Attacking strength of team (which is extracted from the number of goal scored in previous games, so closely similar to our home and away team scores of teams) Predicting Sports Events from Past Results Buursma, D. (2011) Classification via Regression Goals scored by home team Goals scored by away team Goals conceded by home team Goals conceded by away team Avg. number of points gained by home and away teams Goals scored by home team Goals scored by away team Goals conceded by home team Goals conceded by away team Number of points gained by teams in the league