Hoop master: An integrated basketball simulation and coaching assistant system (Record no. 37292)

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control field ft8849
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control field 20251205152334.0
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Language code of text/sound track or separate title engtag
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Classification number T58 C84 2025
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Personal name Cuenco, Jomarie G.; Faustino, Riley Gem A.; Galang, Marvin Ross S.
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Title Hoop master: An integrated basketball simulation and coaching assistant system
264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE
Place of production, publication, distribution, manufacture .
Name of producer, publisher, distributor, manufacturer .
Date of production, publication, distribution, manufacture, or copyright notice c2025
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Other physical details Capstone Project: (Bachelor of Science in Information Technology) - Pamantasan ng Lungsod ng Maynila, 2025
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Formatted contents note ABSTRACT: Data-driven analytics are often underutilized in basketball coaching, leading to ineffective strategies and poor lineup decisions. To address this gap, the HoopMaster mobile Android application was developed, integrating advanced data analytics with interactive simulation to enhance coaching efficiency and game strategy. The system features an animated digital court board, successfully implemented through Unity Hub, allowing coaches to design, animate, and simulate basketball plays for improved communication and collaboration during practices and games. HoopMaster incorporates a Multiple Linear Regression (MLR) model to evaluate player performance metrics, such as points, assists, rebounds, and shooting percentages, and determine the optimal starting lineup. Using data from the Entertainment and Sports Programming Network, the model achieved an accuracy of 0.67, with a perfect recall of 1.00 and an F1-score of 0.67, ensuring high-impact player combination were consistently identified. Additionally, a Decision Three algorithm is used to recommend strategic plays tailored to each player’s strength and weaknesses. In testing across 60 play scenarios, the algorithm demonstrated 0.80 accuracy, with 1.00 precision for aggressive plays and 1.00 recall for conservative plays, achieving a macro-average F1-score of 0.76. By integrating MLR for intelligent lineup selection, decision trees for strategic paly recommendations, and animated simulation for visual clarity, HoopMaster delivers a holistic, data-driven approach to modern basketball coaching
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Classification Filipiniana
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Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Collection code Permanent Location Current Location Shelving location Date acquired Total Checkouts Full call number Barcode Date last seen Price effective from Item type
          Filipiniana-Thesis PLM PLM Filipiniana Section 2025-10-02   T58 C84 2025 FT8849 2025-12-05 2025-12-05 Thesis/Dissertation

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