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Kinematic variables defining performance of basketball free-throw in novice children : An information gain and logistic regression analysis

The current investigation is designed to determine the relevant kinematic variables (KV) that could define the performance of basketball free-throw in novice children via the application of machine learning analysis. A number of seven different KV were examined from 15 children (mean age 9.93 ± 0.55...

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Main Authors: Afrouzeh, Mohsen, Konukman, Ferman, Musa, Rabiu Muazu, Suppiah, Pathmanathan K., Abdul Majeed, Anwar P. P., Mohd Azraai, Mohd Razman
Format: Conference or Workshop Item
Language:English
English
Published: Springer Science and Business Media Deutschland GmbH 2022
Subjects:
T Technology (General)
TA Engineering (General). Civil engineering (General)
TJ Mechanical engineering and machinery
TK Electrical engineering. Electronics Nuclear engineering
TS Manufactures
Online Access:http://umpir.ump.edu.my/id/eprint/39748/1/Kinematic%20Variables%20Defining%20Performance%20of%20Basketball%20Free-Throw.pdf
http://umpir.ump.edu.my/id/eprint/39748/2/Kinematic%20variables%20de%EF%AC%81ning%20performance%20of%20basketball%20free-throw%20in%20novice%20children_An%20information%20gain%20and%20logistic%20regression%20analysis_ABS.pdf
http://umpir.ump.edu.my/id/eprint/39748/
https://doi.org/10.1007/978-981-33-4597-3_86
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spelling my.ump.umpir.397482023-12-26T02:48:05Z http://umpir.ump.edu.my/id/eprint/39748/ Kinematic variables defining performance of basketball free-throw in novice children : An information gain and logistic regression analysis Afrouzeh, Mohsen Konukman, Ferman Musa, Rabiu Muazu Suppiah, Pathmanathan K. Abdul Majeed, Anwar P. P. Mohd Azraai, Mohd Razman T Technology (General) TA Engineering (General). Civil engineering (General) TJ Mechanical engineering and machinery TK Electrical engineering. Electronics Nuclear engineering TS Manufactures The current investigation is designed to determine the relevant kinematic variables (KV) that could define the performance of basketball free-throw in novice children via the application of machine learning analysis. A number of seven different KV were examined from 15 children (mean age 9.93 ± 0.55 years) that constituted actions from the shoulder, elbow, wrist, knee, hand velocity, flexion as well as extension stages. The children completed 4 blocks of 15 trials of basketball free-throw tasks from a standing position 3 meters away from the front of the board using modified equipment. The data of the kinematics variables were collected in a controlled laboratory environment with 2D dimensional video data acquisition process. An information gain (IG) analysis is applied to extract the KV that could best describe successful and fail throw performance whilst Logistic Regression model (LR) was used to ascertain the predictability of the extracted KV in defining the performance of the throws. The IG extracted a set of 4 kV that could best describe the successful and fail throw performances namely, shoulder movement, knee, elbow as well as wrist kinematics. The LR model was able to provide a reasonably good prediction rate of 88% with respect to the extracted KV. The approach utilised in the present study provides useful information in identifying kinematics patterns that could best define successful and fail basketball free throws performances in novice children. This finding may assist the coaches in modifying training strategies to ensure easier as well as the successful execution of basketball free-throws. Springer Science and Business Media Deutschland GmbH 2022 Conference or Workshop Item PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/39748/1/Kinematic%20Variables%20Defining%20Performance%20of%20Basketball%20Free-Throw.pdf pdf en http://umpir.ump.edu.my/id/eprint/39748/2/Kinematic%20variables%20de%EF%AC%81ning%20performance%20of%20basketball%20free-throw%20in%20novice%20children_An%20information%20gain%20and%20logistic%20regression%20analysis_ABS.pdf Afrouzeh, Mohsen and Konukman, Ferman and Musa, Rabiu Muazu and Suppiah, Pathmanathan K. and Abdul Majeed, Anwar P. P. and Mohd Azraai, Mohd Razman (2022) Kinematic variables defining performance of basketball free-throw in novice children : An information gain and logistic regression analysis. In: Lecture Notes in Electrical Engineering; Innovative Manufacturing, Mechatronics and Materials Forum, iM3F 2020 , 6 August 2020 , Gambang, Kuantan. pp. 949-956., 730 (262829). ISSN 1876-1100 ISBN 978-981334596-6 https://doi.org/10.1007/978-981-33-4597-3_86
institution Universiti Malaysia Pahang Al-Sultan Abdullah
building UMPSA Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Pahang Al-Sultan Abdullah
content_source UMPSA Institutional Repository
url_provider http://umpir.ump.edu.my/
language English
English
topic T Technology (General)
TA Engineering (General). Civil engineering (General)
TJ Mechanical engineering and machinery
TK Electrical engineering. Electronics Nuclear engineering
TS Manufactures
spellingShingle T Technology (General)
TA Engineering (General). Civil engineering (General)
TJ Mechanical engineering and machinery
TK Electrical engineering. Electronics Nuclear engineering
TS Manufactures
Afrouzeh, Mohsen
Konukman, Ferman
Musa, Rabiu Muazu
Suppiah, Pathmanathan K.
Abdul Majeed, Anwar P. P.
Mohd Azraai, Mohd Razman
Kinematic variables defining performance of basketball free-throw in novice children : An information gain and logistic regression analysis
description The current investigation is designed to determine the relevant kinematic variables (KV) that could define the performance of basketball free-throw in novice children via the application of machine learning analysis. A number of seven different KV were examined from 15 children (mean age 9.93 ± 0.55 years) that constituted actions from the shoulder, elbow, wrist, knee, hand velocity, flexion as well as extension stages. The children completed 4 blocks of 15 trials of basketball free-throw tasks from a standing position 3 meters away from the front of the board using modified equipment. The data of the kinematics variables were collected in a controlled laboratory environment with 2D dimensional video data acquisition process. An information gain (IG) analysis is applied to extract the KV that could best describe successful and fail throw performance whilst Logistic Regression model (LR) was used to ascertain the predictability of the extracted KV in defining the performance of the throws. The IG extracted a set of 4 kV that could best describe the successful and fail throw performances namely, shoulder movement, knee, elbow as well as wrist kinematics. The LR model was able to provide a reasonably good prediction rate of 88% with respect to the extracted KV. The approach utilised in the present study provides useful information in identifying kinematics patterns that could best define successful and fail basketball free throws performances in novice children. This finding may assist the coaches in modifying training strategies to ensure easier as well as the successful execution of basketball free-throws.
format Conference or Workshop Item
author Afrouzeh, Mohsen
Konukman, Ferman
Musa, Rabiu Muazu
Suppiah, Pathmanathan K.
Abdul Majeed, Anwar P. P.
Mohd Azraai, Mohd Razman
author_facet Afrouzeh, Mohsen
Konukman, Ferman
Musa, Rabiu Muazu
Suppiah, Pathmanathan K.
Abdul Majeed, Anwar P. P.
Mohd Azraai, Mohd Razman
author_sort Afrouzeh, Mohsen
title Kinematic variables defining performance of basketball free-throw in novice children : An information gain and logistic regression analysis
title_short Kinematic variables defining performance of basketball free-throw in novice children : An information gain and logistic regression analysis
title_full Kinematic variables defining performance of basketball free-throw in novice children : An information gain and logistic regression analysis
title_fullStr Kinematic variables defining performance of basketball free-throw in novice children : An information gain and logistic regression analysis
title_full_unstemmed Kinematic variables defining performance of basketball free-throw in novice children : An information gain and logistic regression analysis
title_sort kinematic variables defining performance of basketball free-throw in novice children : an information gain and logistic regression analysis
publisher Springer Science and Business Media Deutschland GmbH
publishDate 2022
url http://umpir.ump.edu.my/id/eprint/39748/1/Kinematic%20Variables%20Defining%20Performance%20of%20Basketball%20Free-Throw.pdf
http://umpir.ump.edu.my/id/eprint/39748/2/Kinematic%20variables%20de%EF%AC%81ning%20performance%20of%20basketball%20free-throw%20in%20novice%20children_An%20information%20gain%20and%20logistic%20regression%20analysis_ABS.pdf
http://umpir.ump.edu.my/id/eprint/39748/
https://doi.org/10.1007/978-981-33-4597-3_86
_version_ 1822924007230406656
score 13.23243

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