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Basketball Match Outcome Prediction using Data Mining and Association Rules
- 1. Basketball Matches Outcomes Prediction using Data Mining
- 2. Presenter: M.Zare Mentor: Dr. Shamsinejad
- 3. Overview • Match Outcome Prediction: Perspectives & Challenges • Basketball game • Association Rules Learning • Dataset and Implementation Algorithm • Conclusion 3
- 4. Match outcome Predictions4 2 3 5 3 5 4 2 Team 1 Team 2 Team 3 Team 4 Win Loss Perspectives and Challenges
- 5. Outcome Prediction: Perspectives & Challenges 5
- 6. Outcome Prediction: Perspectives & Challenges 6
- 7. Basketball 7
- 8. Basketball Teams/number of players • Two teams of maximum 12 players, with a maximum of five players of each team on the court at any time. Teams may make as many substitutions as they like. The objective • The objective of the game is to put the ball in the opposing team’s basket. The team with the most points at the end of the game wins. Duration • The game consists of four periods of 10 minutes. If the scores are tied, overtime periods of five minutes will be played until one team has more points than the other (at the end of the 5-minute period) Scoring • A basket scored from near the basket (inside the three-point arc) is worth two points. A basket scored from far (beyond the three-point arc) is worth three points. A basket scored from the free-throw line is worth one point. 8
- 9. Basketball Teams/number of players • Two teams of maximum 12 players, with a maximum of five players of each team on the court at any time. Teams may make as many substitutions as they like. The objective • The objective of the game is to put the ball in the opposing team’s basket. The team with the most points at the end of the game wins. Duration • The game consists of four periods of 10 minutes. If the scores are tied, overtime periods of five minutes will be played until one team has more points than the other (at the end of the 5-minute period) Scoring • A basket scored from near the basket (inside the three-point arc) is worth two points. A basket scored from far (beyond the three-point arc) is worth three points. A basket scored from the free-throw line is worth one point. 9
- 10. Basketball 10
- 11. Basketball, Attack • 3 Sec Foul • 5 Sec Foul • 8 Sec foul • 24 Sec Foul 11
- 12. Basketball Fundamentals Shooting Lay ups Passing Dribbling and Ballhandling Footwork - jump stops, pivoting, jab steps. Rebounding Defense Basketball moves and individual offense Summary: Point of Team Lose Data! 12
- 13. Basketball Fundamentals Shooting Lay ups Passing Dribbling and Ballhandling Footwork - jump stops, pivoting, jab steps. Rebounding Defense Basketball moves and individual offense Summary: Point of Team Lose Data! 13
- 14. Basketball Fundamentals Technical Preparation Tactical Preparation Mental Preparation Physical Preparation Experimental Preparation 14
- 20. Association Rules Learning • Number of Successful Attack/Number of All Attack • Number of Subset in successful Attacks/Number of All Attack • … • Result: Tactical Preparation 20
- 21. Dataset • Technical – Defense • Technical – Offense • Tactical – Defense • Tactical – Offense • Mental • Physical • Experimental 21
- 25. Conclusion • Design Expert System For Online Predict in Match • Design DSS for Support Coach • Design a system with Realtime Video Processing • … 25