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Artificial Neural Network System to Predict Golf Score on the PGA Tour ECE 539 – Fall 2003 Final Project Robert Steffes ID: 901-685-8871.

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Presentation on theme: "Artificial Neural Network System to Predict Golf Score on the PGA Tour ECE 539 – Fall 2003 Final Project Robert Steffes ID: 901-685-8871."— Presentation transcript:

1 Artificial Neural Network System to Predict Golf Score on the PGA Tour ECE 539 – Fall 2003 Final Project Robert Steffes ID: 901-685-8871

2 Idea  Use averages from seven of the major shot categories to predict scoring average.  Inputs include: Driving Distance, Driving Accuracy (%), Greens in Regulation (%), Putting Average, Birdie Average, Sand Saves (%), and Putts per Round.  The MLP is then tested using these inputs and a scoring average is predicted.

3 Implementation  Data gathered from top 188 players on the PGA Tour.  Create training and testing files from this data.  Run through MLP with several tests to get the optimum parameters: 3 Layers, 4 Hidden Neurons, Learning Rate=0.1, Momentum=0.3, 1000 Epochs.

4 Results  77% average classification rate on multiple tests run. Compare to 17% random classification.  No similar system implemented yet.  Wide range of applications if used on the PGA Tour.

5 Conclusion  All players have access to their shot trends, averages, and statistics, but it is virtually impossible to draw a correlation just by looking at them.  Potential applications beyond simply forecasting a player’s score –Eg. A player may hypothetically change one of his statistics and see whether the MLP predicts that that will change his scoring average

6 Conclusion  Professionals looking for every advantage they can get –A system to analyze their statistics and predict their scores could be extremely valuable if utilized  I would like to look into actually developing a product from the concept of this project in the future


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