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Found 3 essays matching the above criteria.

1. 1. Statistical Learning of Key Performance Indicators for Swedish Football

   University essay from Umeå universitet/Institutionen för matematik och matematisk statistik

   Author : Jonathan Forsberg; Edward Yu; [2022]
   Keywords : ;

   Abstract : Football is the indisputable most popular sport globally, and the central question within this game is how to become the winning outcoming part. A possible approach to answer this question is to utilise data and its information for analysis and provide keyperformance indicators that distinguish the successful from the unsuccessful teams. READ MORE

3. 2. Applying Machine Learning Methods to Predict the Outcome of Shots in Football

   University essay from Uppsala universitet/Avdelningen för systemteknik

   Author : Sara Hedar; [2020]
   Keywords : machine learning; neural networks; rnn; cnn; logistic regression; lstm; mlp; binary classification; imbalanced learning; football; football shots; shot predictions;

   Abstract : The thesis investigates a publicly available dataset which covers morethan three million events in football matches. The aim of the study isto train machine learning models capable of modeling the relationshipbetween a shot event and its outcome. That is, to predict if a footballshot will result in a goal or not. READ MORE

4. 3. Football Shot Detection using Convolutional Neural Networks

   University essay from Linköpings universitet/Institutionen för medicinsk teknik

   Author : Simeon Jackman; [2019]
   Keywords : Convolution; Neural Network; Football; Action; Detection; MobileNet; Shot; 3D;

   Abstract : In this thesis, three different neural network architectures are investigated to detect the action of a shot within a football game using video data. The first architecture uses con- ventional convolution and pooling layers as feature extraction. It acts as a baseline and gives insight into the challenges faced during shot detection. READ MORE