Toyan Ünal, Predicting Tennis Match Outcome: A Machine Learning Approach Using the SRP-CRISP-DM Framework

This thesis applies machine learning to predict outcomes of men’s singles tennis matches from 2009-2022, utilizing a standardized data mining framework, namely SRP-CRISP-DM, for replicable results. Employing six feature extraction techniques, three models, and two feature selection methods with time-based cross-validation and hyperparameter tuning, the Extreme Gradient Boosting model emerged as the top performer, scoring a Brier score of 0.1913 and an accuracy of 70.5%, with bookmakers' odds as the top predictive feature.

Date: 07.12.2023 Place: A-212

English

Cybersecurity Orientation Meeting

Dear Students,

In the 2023-2024 Academic Year Fall Term,our introduction and information meeting with our students who have been accepted to the Cyber Security program will be held face to face on September 27, 2023 at 10:00 at Conference-2 (II-06 Classroom) in Informatics Institute.

We congratulate our students who have been accepted to the program and wish them success.

Announcement Category

Medical Informatics and Bioinformatics Programs Orientation Meeting

Dear Students,

In the 2023-2024 Academic Year Fall Term, an introduction and information meeting will be held on 27.09.2023 at 10:00 at Room II-02, with our students who have newly registered and will enroll in the Medical Informatics and Bioinformatics Graduate programs. 

We congratulate our students who have been accepted to the program and wish them success.

Announcement Category

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