Personalizing Prediction of Performance using Data and Body-Pose for Analysis of Sporting Performance

Patent №

US 11,679,299

Granted

2023-06-20

Filed 2020

Owner

STATS LLC

Lab

AI components

5

ml · vision · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16804964

A method of generating a player prediction is disclosed herein. A computing system retrieves data from a data store. The computing system generates a predictive model using an artificial neural network. The artificial neural network generates one or more personalized embeddings that include player-specific information based on historical performance. The computing system selects, from the data, one or more features related to each shot attempt captured in the data. The artificial neural network learns an outcome of each shot attempt based at least on the one or more personalized embeddings and the one or more features related to each shot attempt.

Machine learningVisionKnowledge representationPlanningAI hardwareA63B 24/0006A63B 24/0021A63B 24/0062A63B 24/0087G06N 3/048G06N 3/0499G06N 3/08G06N 3/09+4 more

AI classification

Machine learning1.00
Vision1.00
AI hardware0.98
Knowledge representation0.95
Planning0.86
Evolutionary computation0.38
Natural language0.02
Speech0.00

Ownership

STATS LLC

assignment · 528010869

Assignors

POWER, PAUL DAVID, CHERUKUMUDI, ADITYA, GANGULY, SUJOY, WEI, XINYU, SHA, LONG, HOBBS, JENNIFER, RUIZ, HECTOR, LUCEY, PATRICK JOSEPH

On an employer assignment, the assignors are typically the inventors.

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