Прогнозування результатів тенісних матчів і аналіз фінансових вигод

Tennis is one of the most popular sports in the world, attracting considerable attention from casual fans and professional analysts. The application of machine learning methods enables the accurate prediction of match results, opening up opportunities for profit through betting on likely winners. Th...

Повний опис

Збережено в:
Бібліографічні деталі
Дата:2025
Автори: Shum, Kyryl, Kuznietsova, Nataliia
Формат: Стаття
Мова:English
Опубліковано: The National Technical University of Ukraine "Igor Sikorsky Kyiv Polytechnic Institute" 2025
Теми:
Онлайн доступ:http://journal.iasa.kpi.ua/article/view/343065
Теги: Додати тег
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Назва журналу:System research and information technologies

Репозитарії

System research and information technologies
Опис
Резюме:Tennis is one of the most popular sports in the world, attracting considerable attention from casual fans and professional analysts. The application of machine learning methods enables the accurate prediction of match results, opening up opportunities for profit through betting on likely winners. This study evaluates the financial benefits of predicting tennis match outcomes by identifying an effective sports betting strategy. The study examines various machine learning methods and auxiliary algorithms, comparing them to select the best betting strategy for maximizing the user’s potential profit. In the paper, the method and algorithm for determining effective sports betting strategies were developed. This algorithm and method were tested on tennis game datasets (for both women and men), and the best tennis betting strategy was identified. As part of the study, a software product has been developed to predict the outcomes of tennis matches.