###Autumn 2015###
Data: UEFA Champions League 2014-15 season. Relevant data can be found in the data directory in the following subfolders:
- passing distributions: passing_distributions/
- rankings: rankings/
- squad lists: squads/
- scores: scores/
- tactical lineups: lineup/
- individual player statistics: player_statistics/
Goal: Based on games from the group stage, predict passing distributions for games in the round of 16 stage
Results: Our linear regression model exceeded our baseline (average past passing network) by 25.27%
To duplicate our results or run experiments of your own with our linear predictor:
Linear predictor with entire model sharing one set of weights
$ cd predicted
$ python pdPrediction.py
Linear predictor with each team having its own set of weights
$ cd predicted
$ python pdPrediction-team.py
For more details including model, algorithm, analysis, results, see writeup/final.pdf