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Full-Text Articles in Sports Management

Effects Of Concussion And Visuomotor Metrics On Nhl Performance: An Explainable Ai Approach, Michael T. Moschitto Jun 2023

Effects Of Concussion And Visuomotor Metrics On Nhl Performance: An Explainable Ai Approach, Michael T. Moschitto

Master's Theses

Cognitive motor integration (CMI), the simultaneous coordination between cerebral function and motor output, is known to deteriorate following a mild traumatic brain injury (mTBI). This thesis explores the relationship between mTBI, CMI, and the performance of elite athletes in the National Hockey League (NHL). The approach focuses on examining the predictive value of various supervised Machine Learning (ML) models with an emphasis on Explainable Artificial Intelligence (XAI) models. Since the ML solution is intended to complement human scouting decisions, we evaluate the experiments based on both interpretability and accuracy on a limited class imbalanced dataset. The contributions of this research …


Salivary Microrna As A Concussion Biomarker And The Implications For Athletic Trainers' Practices, Thomas Richard Campbell May 2023

Salivary Microrna As A Concussion Biomarker And The Implications For Athletic Trainers' Practices, Thomas Richard Campbell

Rehabilitation Sciences Theses & Dissertations

Many concussions are sustained globally each year; however, research suggests that a large number may go undiagnosed due to a reliance on subjective information from patients and limitations of current objective measures. Recently, efforts have been focused on identifying clinical biomarkers of concussions, including salivary microRNA (miRNA), to improve healthcare professionals’ concussion management practices. Even if salivary miRNA were shown to be a valid and reliable measure for managing concussions, healthcare professionals, such as athletic trainers (ATs), must be familiar with the tool and have positive attitudes toward the implementation into clinical practice. Therefore, the purpose of this dissertation was …


Meeting, Moving, Mastering - A Text Analysis Of The Aesthetic Attractions Of 'Wild Swimming', Dagmar Dahl, Åsa I. Bäckström Apr 2023

Meeting, Moving, Mastering - A Text Analysis Of The Aesthetic Attractions Of 'Wild Swimming', Dagmar Dahl, Åsa I. Bäckström

International Journal of Aquatic Research and Education

Why are people fascinated by swimming in nature? This article addresses the aesthetic experiences of wild swimming as expressed by five wild swimming authors in their books. Drawing from aesthetic philosophy, we analyze the ways in which the appeal of wild swimming is described on three levels: the allure of water in the environment, the sensory encounter between water and the body, and the experience of moving in water. Furthermore, with reference to Seel’s concept of nature aesthetics (1996), the experience of wild swimming is analyzed in terms of contemplation, correspondence, and imagination. We can conclude that the special intensity …


In This Issue (14:1), Stephen J. Langendorfer Ph.D. Apr 2023

In This Issue (14:1), Stephen J. Langendorfer Ph.D.

International Journal of Aquatic Research and Education

In This Issue 14:1 introduces and overviews the research and education articles and position statement associated with the first issue of the fourteenth volume of the International Journal of Aquatic Research and Education.


Towards A Globalised Vision Of Aquatic Competence, Rita F. Pinto, Juan Antonio Moreno Murcia Apr 2023

Towards A Globalised Vision Of Aquatic Competence, Rita F. Pinto, Juan Antonio Moreno Murcia

International Journal of Aquatic Research and Education

Human interaction with the aquatic environment has always taken different forms to meet the needs of pleasure, survival, therapy or performance. The diversity of existing aquatic spaces presents itself as a challenge, due to their variety, dynamism, unpredictability and unrepeatable conditions. These factors potentiate an infinite number of possibilities for human response in interaction with the aquatic environment, with aquatic competence being the one that will be able to sustain all types of interaction. Thus, the aim of the proposal has been to present a new approach to the contextualisation of aquatic competence. After a literature review on the concept …


Revisiting The Metaphorical Concept Of “No Strokes First - All Strokes First”: Part One - Beginning Strokes, Robert Keig Stallman Ph.D., Alex Mwaipasi, Ebbe Laakso Horneman, Nils Olof Vikander, Bente Wäinösdatter Horneman Laakso, Haakon-Paavo Laakso Nysted, Toni Ongala Apr 2023

Revisiting The Metaphorical Concept Of “No Strokes First - All Strokes First”: Part One - Beginning Strokes, Robert Keig Stallman Ph.D., Alex Mwaipasi, Ebbe Laakso Horneman, Nils Olof Vikander, Bente Wäinösdatter Horneman Laakso, Haakon-Paavo Laakso Nysted, Toni Ongala

International Journal of Aquatic Research and Education

The aim of this article is to address the familiar question “Which swimming stroke should be taught first?” The discussion is usually focused on breaststroke versus crawl. Provoked by these naïve discussions of which stroke should be taught first (as if stroking equals swimming, which it emphatically does NOT), the question was answered metaphorically in an earlier article “No Stroke First – All Strokes First” (Stallman, 2008a). Here in Part I we identify and describe six strokes, all of which might be a candidate for any learners ‘very first’ stroke. We describe them as beginning strokes. Having identified and learned …


An Exploratory Study Of Aquatic Walking On Symptoms And Functional Limitations In Persons With Knee Osteoarthritis: Part 1, John M. Coons, Brandon Grubbs, Vaughn W. Barry, Ryan T. Conners, Sandra Stevens Apr 2023

An Exploratory Study Of Aquatic Walking On Symptoms And Functional Limitations In Persons With Knee Osteoarthritis: Part 1, John M. Coons, Brandon Grubbs, Vaughn W. Barry, Ryan T. Conners, Sandra Stevens

International Journal of Aquatic Research and Education

This paper represents Part 1 of a study that explored the effects of an underwater treadmill (UT) walking program on pain and function in adults with knee osteoarthritis (KOA). The Western Ontario & McMaster Universities Osteoarthritis Index (WOMAC), numerical rating scale (NRS), timed up-and-go (TUG), and 10-m walk were assessed in 6 adults (62.7 ±14.2 years) who participated in an 8-week (3x/wk) UT walking intervention based on the Arthritis Foundation’s Walk With Ease (WWE) program. Walking pace was self-selected, and walking duration of each session was increased from 10 to 45 minutes throughout the study. Knee pain and function were …


An Exploratory Study Of The Effects Of Aquatic Walking On Function And Muscle Activity In Knee Osteoarthritis: Part 2, John M. Coons, Brandon Grubbs, Conor Theiss, Vaughn W. Barry, Sandra Stevens Apr 2023

An Exploratory Study Of The Effects Of Aquatic Walking On Function And Muscle Activity In Knee Osteoarthritis: Part 2, John M. Coons, Brandon Grubbs, Conor Theiss, Vaughn W. Barry, Sandra Stevens

International Journal of Aquatic Research and Education

This paper presents Part 2 of a study that investigated the effects of an 8-week (3x/week) underwater treadmill (UT) walking intervention on knee osteoarthritis (KOA) outcomes in 6 adults with KOA (62.7 ± 14.2 years). The Knee Outcome Survey (KOS) for activities of daily living and muscle activity during a 10-m walk and a 20 cm step down were measured before and after the intervention. The following KOS measures improved after the UT walking program (p < 0.05; g > 0.8): stiffness, swelling, weakness, walking, going up stairs, going downstairs, kneeling on the front of the knee, squatting, and sitting with the …


Perceived Effectiveness Of Study Skills Training For Division Iii College Athletes: A Pilot Program, Jill W. Lassiter, Amanda L. Campbell Mar 2023

Perceived Effectiveness Of Study Skills Training For Division Iii College Athletes: A Pilot Program, Jill W. Lassiter, Amanda L. Campbell

Journal of Athlete Development and Experience

College athletes experience high levels of stress and academics is one of the primary causes. This study was designed to evaluate the effectiveness of a study skills training workshop designed around the theory of Multiple Intelligences. The pilot-workshop was developed with minimal resources, tailored to college athletes, and focused on helping them adopt personally meaningful active study strategies. An inductive, naturalistic evaluation approach was used to analyze the qualitative responses of 55 athletes who participated in the workshop. Findings showed that those who adopted active study strategies experienced benefits in the areas of decreased stress, perceived effectiveness, perceived efficiency, greater …


The Real-Time Classification Of Competency Swimming Activity Through Machine Learning, Larry Powell, Seth Polsley, Drew Casey, Tracy Hammond Feb 2023

The Real-Time Classification Of Competency Swimming Activity Through Machine Learning, Larry Powell, Seth Polsley, Drew Casey, Tracy Hammond

International Journal of Aquatic Research and Education

Every year, an average of 3,536 people die from drowning in America. The significant factors that cause unintentional drowning are people’s lack of water safety awareness and swimming proficiency. Current industry and research trends regarding swimming activity recognition and commercial motion sensors focus more on lap swimming utilized by expert swimmers and do not account for freeform activities. Enhancing swimming education through wearable technology can aid people in learning efficient and effective swimming techniques and water safety. We developed a novel wearable system capable of storing and processing sensor data to categorize competitive and survival swimming activities on a mobile …


Adaptation To Sport Retirement In Division I Student-Athletes, Andrea Cota Powell Jan 2023

Adaptation To Sport Retirement In Division I Student-Athletes, Andrea Cota Powell

Dissertations and Theses

This dissertation utilizes a mixed-methods design to explore adaptation to sport retirement among Division I student-athletes. Sport retirement is a major life transition that can elicit changes in support systems, identity crises, and feelings of loss, failure, and grief. Transitioning out of sport is a phenomenon that over 90% of collegiate student-athletes experience when their four years of NCAA eligibility expires. It is a phenomenon that all athletes experience at some point in their lives. To transition out of sports, one must adapt to post-sport life. Study one of this dissertation explored the phenomenon of occupational retirement through concept analysis …


A Survey Of The Mental Health Of Uk Olympic And Paralympic Sport Athletes., Sandra D. Leyland Dr, Alan Currie Prof, Elizabeth Board Dr, Amit D. Mistry Dr, Rod Jaques Dr, Craig Ranson Dr Jul 2022

A Survey Of The Mental Health Of Uk Olympic And Paralympic Sport Athletes., Sandra D. Leyland Dr, Alan Currie Prof, Elizabeth Board Dr, Amit D. Mistry Dr, Rod Jaques Dr, Craig Ranson Dr

Journal of Athlete Development and Experience

Abstract

This study examined the prevalence of psychological distress and well-being amongst elite athletes in the UK.

An online survey was emailed to 753 athletes within the English Institute of Sport. Response rate 52.3%. 371 participants (median age 25) completed measures of psychological distress and subjective well-being alongside demographics and sport-related variables.

High or very high psychological distress was reported by 23.7%. Poor subjective well-being was reported by 18.8%. Of those reporting psychological distress, 9% also reported good subjective well-being. The odds of psychological distress and poor well-being increased if the athlete was female (OR 2.03, distress; OR 2.00, poor …


Systematic Approach Based On The Use Of Compensatory Exercises With An Impact On The Indicators Of Motor Qualities, Doniyor Bahodirovich Yadgarov May 2022

Systematic Approach Based On The Use Of Compensatory Exercises With An Impact On The Indicators Of Motor Qualities, Doniyor Bahodirovich Yadgarov

Eurasian Journal of Sport Science

Aim: To substantiate that the use of compensatory exercises with a selective effect on the declining indicators of motor qualities of inactive muscle groups can increase the level and ensure a positive trend in the indicators of physical fitness of schoolchildren of grades 3-4.

Methods: To achieve this, the following research methods were used:

1) study of special literature, individual diaries of physical education teachers.

2) questionnaire,

3) anthropometric measurements,

4) the method of control exercises,

5) ascertaining experiment.

6) pedagogical experiment,

7) mathematical statistics.

Results: To improve the quality of physical education lessons, it is recommended and implemented: 1. …


A New Way Of Learning: Student Revelations From A Sport Development Service-Learning Course, Deondra E. Johnson Apr 2022

A New Way Of Learning: Student Revelations From A Sport Development Service-Learning Course, Deondra E. Johnson

Eagle Showcase: Excellence in Service-Learning (Archived)

No abstract provided.


The Effectiveness Of Monitoring The Special Endurance Of Athletes, Dilnoza Nigbaevna Rakhmatova Apr 2022

The Effectiveness Of Monitoring The Special Endurance Of Athletes, Dilnoza Nigbaevna Rakhmatova

Eurasian Journal of Sport Science

Aim: It consists in developing a test for a special endurance monitor, having studied the training composition and characteristics of martial artists.

Methods: In the article, we used the following techniques, based on differences in the dynamics of motor activity (DMA), we divided athletes into 3 groups:

"flat", characterized by relative uniformity of motor activity in the process of wrestlers' competition;

"double peak", characterized by a twofold increase in motor activity at competitions more than once in each period;

"triple peak", which describes a three-fold increase in motor activity during competition with one increase in the first period and two …


Monitoring Of The State Of Speed And Strength Training Of Highly Qualified Handball Players In The Training Process, Alisher Odilovich Abdalimov Apr 2022

Monitoring Of The State Of Speed And Strength Training Of Highly Qualified Handball Players In The Training Process, Alisher Odilovich Abdalimov

Eurasian Journal of Sport Science

Purpose: to determine the attitude of coaches and athletes to the selection of training tools for effective improvement of speed and strength training of highly qualified handball players.

Methods: In order to solve the tasks, set in order to monitor the state of speed and strength training of highly qualified handball players in the training process, we used the questionnaire method.

Results: According to the results of the survey, it was revealed that many coaches do not have enough scientific and theoretical information about the development of speed and strength training. The process of improving the coach's activity is endless, …


Development Of Model Mesocycles Of One - Year Training Of Young Judokas In The First Training Year At The Stage Of Primary Training, Timur Gayratovich Shatursunov Mar 2022

Development Of Model Mesocycles Of One - Year Training Of Young Judokas In The First Training Year At The Stage Of Primary Training, Timur Gayratovich Shatursunov

Eurasian Journal of Sport Science

Purpose: Experimental substantiation of the methodology for training young judokas of the first year training at the primary stage by introducing the developed 12 model mesocycles of one-year training.

Methods: Analysis and generalization of scientific and methodological literature, questioning, pedagogical observations, pedagogical testing, pedagogical experiment, methods of mathematical statistics (arithmetic mean, arithmetic mean error, Student's t-test).

Results: Analysis of the increase in the results of young judokas of the experimental group during a one-year training in the first year of training at the stage of primary training showed positive significant differences at a significance level of p

Conclusion: The developed …


Investigation Of Athletes' Health Disorders Risk Models, Fikrat Azizovich Kerimov, Davronbek Zikrullaevich Narzullaev, Alisher Tulkunovich Tursunov, Gaffor Bobosharipovich Yomgirov, Bekzod Boyqobilovich Karimov Mar 2022

Investigation Of Athletes' Health Disorders Risk Models, Fikrat Azizovich Kerimov, Davronbek Zikrullaevich Narzullaev, Alisher Tulkunovich Tursunov, Gaffor Bobosharipovich Yomgirov, Bekzod Boyqobilovich Karimov

Eurasian Journal of Sport Science

Purpose: Development and theoretical-experimental substantiation of the risk model for the health impairment of athletes in order to further automation of the process of training highly qualified athletes, as well as optimizing the construction of the training process based on the use of innovative technologies that increase its efficiency with optimal expenditure of time and energy of athletes.

Methods: Retrospective analysis of applied automation and modeling methods, questionnaires of athletes and coaches, sports testing, applied pedagogical experiment, methods of mathematical statistics.

Results: Students of physical culture universities (athletes) are more likely to encounter syndromes that characterize a violation of the …


Ways To Improve The Professional Skills Of Kurash Coaches, Azamkhonov Ashrafkhonovich Oltinkhon Mar 2022

Ways To Improve The Professional Skills Of Kurash Coaches, Azamkhonov Ashrafkhonovich Oltinkhon

Eurasian Journal of Sport Science

Purpose: It consists in conducting a public survey of kurash coaches and parents of athletes from youth sports schools and pedagogical analysis of the results obtained.

Methods: Analysis of materials of scientific and methodological literature, pedagogical observation, pedagogical experiment, mathematical and statistical analysis, questionnaire analysis. Results: In order to make kurash more popular, it was determined that it is necessary to provide full information to parents about the importance of this sport for the health of young people, as well as to create all conditions for the preparation of methodological manuals, the organization of training based on innovative methods, as …


Dynamics Of Changes In Time Differences And Muscle Strength In Qualified Handball Students During The Academic Year, Muminov Abrorbek Shavkatovich Mar 2022

Dynamics Of Changes In Time Differences And Muscle Strength In Qualified Handball Students During The Academic Year, Muminov Abrorbek Shavkatovich

Eurasian Journal of Sport Science

Purpose: It consists in studying during the school year the accuracy of shooting at targets installed in the corners of the gate in a calm position for experienced handball players and in the influence of turning the body in different directions.

Methods: The following methods were used in the course of the study: 1) literary sources, analysis of research papers and scientific articles, scientific research on the topic, scientific and practical experience of foreign and domestic scientists in the field of sports in bund were studied and analyzed. 2) A pedagogical test in which the accuracy of the difference between …


Dynamics Of Changes In Time Differences And Muscle Strength In Qualified Handball Students During The Academic Year, Muminov Abrorbek Shavkatovich Mar 2022

Dynamics Of Changes In Time Differences And Muscle Strength In Qualified Handball Students During The Academic Year, Muminov Abrorbek Shavkatovich

Eurasian Journal of Sport Science

Aim: It consists in studying during the school year the accuracy of shooting at targets installed in the corners of the gate in a calm position for experienced handball players and in the influence of turning the body in different directions.

Methods: The following methods were used in the course of the study: 1) literary sources, analysis of research papers and scientific articles, scientific research on the topic, scientific and practical experience of foreign and domestic scientists in the field of sports in bund were studied and analyzed. 2) A pedagogical test in which the accuracy of the difference between …


Methods Of Education Of High-Speed Qualities Of Children 14-15 Years Old (Teenagers), Norboev Komiljon, Eshberdiev Olim Mar 2022

Methods Of Education Of High-Speed Qualities Of Children 14-15 Years Old (Teenagers), Norboev Komiljon, Eshberdiev Olim

Eurasian Journal of Sport Science

PurposeTo study the general state of involvement of schoolchildren in mass sports, to determine the effectiveness of a set of special exercises designed to develop the dexterity of a 14-15-year-old student in children's and youth sports schools (youth sports schools).

Methods: The level of children's need and interest in mass sports was determined by a pedagogical and psychological survey. Based on the specifics of the problems studied in the study, taking into account the availability of equipment and the level of professional training, the availability of scientific materials, the following pedagogical methods were used in the study. Analysis of scientific …


An Interactive Game With Virtual Reality Immersion To Improve Cultural Sensitivity In Health Care, Paul J. Hershberger, Yong Pei, Timothy N. Crawford, Sabrina M. Neeley, Thomas Wischgoll, Dixit B. Patel, Miteshkumar M. Vasoya, Angie Castle, Sankalp Mishra, Lahari Surapaneni, Aman A. Pogaku, Aishwarya Bositty, Todd Pavlack Mar 2022

An Interactive Game With Virtual Reality Immersion To Improve Cultural Sensitivity In Health Care, Paul J. Hershberger, Yong Pei, Timothy N. Crawford, Sabrina M. Neeley, Thomas Wischgoll, Dixit B. Patel, Miteshkumar M. Vasoya, Angie Castle, Sankalp Mishra, Lahari Surapaneni, Aman A. Pogaku, Aishwarya Bositty, Todd Pavlack

Health and Sport Science Faculty Publications

Purpose: Biased perceptions of individuals who are not part of one's in-groups tend to be negative and habitual. Because health care professionals are no less susceptible to biases than are others, the adverse impact of biases on marginalized populations in health care warrants continued attention and amelioration.Method: Two characters, a Syrian refugee with limited English proficiency and a black pregnant woman with a history of opioid use disorder, were developed for an online training simulation that includes an interactive life course experience focused on social determinants of health, and a clinical encounter in a community health center utilizing virtual reality …


Improving The Technical And Tactical Training Of Sambo Wrestlers At The Stage Of In-Depth Specialization, Shukurjon Shukhrat Ugli Gaziev Feb 2022

Improving The Technical And Tactical Training Of Sambo Wrestlers At The Stage Of In-Depth Specialization, Shukurjon Shukhrat Ugli Gaziev

Eurasian Journal of Sport Science

Purpose: improvement of technical and tactical readiness of sambo wrestlers among 12-14 age at performing technical and tactical actions during the wrestling.

Methods: The study uses methods of analysis of scientific and methodological literature, questionnaires; pedagogical observations; biomedical methods, control tests characterizing special preparedness, pedagogical experiment, mathematical and statistical data processing.

Results: According to the results of the scientific experiment, it can be seen that the use of the largest increase was shown only by the number of throws in the control group, and in the experimental group for all indicators of the analysis. In addition, tests used not only …


Correlation Analysis Of The Integral Preparedness Of 12-17 Years-Old Gymnasts, Bakhrom Bakhtiyorovich Musaev, Mars Narzievich Umarov Feb 2022

Correlation Analysis Of The Integral Preparedness Of 12-17 Years-Old Gymnasts, Bakhrom Bakhtiyorovich Musaev, Mars Narzievich Umarov

Eurasian Journal of Sport Science

Purpose: Consider a mathematical model of correlation and factor analysis of the readiness of promising young gymnasts and the level of its significance in determining the model characteristics of young athletes

Methods: In this work, methods of mathematical statistics were used, in particular, correlation and factor analysis of the results.

Results: The validity of individual tests changes with age, both with the result in the types of gymnastic all-around, and with the volume of mastered and included in the combination of elements of the highest difficulty group. It turned out to be quite difficult to choose which test is more …


Development Of Special Motor Training Of Young Gymnasts, Khojiakbar Akhtamkulovich Karimov Jan 2022

Development Of Special Motor Training Of Young Gymnasts, Khojiakbar Akhtamkulovich Karimov

Eurasian Journal of Sport Science

Purpose: Improving the special motor training of young gymnasts based on the analysis of the results of special motor training of gymnasts at the stage of initial training.

Methods: The article widely uses the analysis of scientific and methodological literature, pedagogical observation, pedagogical experiment, testing, methods of mathematical statistics and video surveillance based on the improvement of special motor training of young gymnasts.

Results: During the analysis of data on the preparation of young gymnasts for special actions, the complex developed by gymnasts 5-7 years old when developing training for special actions was scientifically substantiated, and its effectiveness was determined …


Instrumental Method For Monitoring Speed-Strength Preparedness In Sports, Olga Viktorovna Goncharova Jan 2022

Instrumental Method For Monitoring Speed-Strength Preparedness In Sports, Olga Viktorovna Goncharova

Eurasian Journal of Sport Science

Purpose: The purpose of the work is to develop a measuring complex for monitoring of athletes’ speed-strength preparedness.

Methods: The following research methods were used in this work: educational literature analysis, pedagogical testing, pedagogical observation, pedagogical experiment, methods of mathematical statistics.

Results: The necessity of taking into account the nature of the relationship between the level of physical, particular, speed-strength preparedness and dynamometric measuring device indicators. Summing up, we can state the followings: according to the testing and pedagogical observations’ results, a correlation analysis was carried out; a quantitative assessment of the relationship between the level of physical preparedness and …


Features Of Improving The Special Strength Training Of Highly Qualified Handball Players In Sports Training, Olga Viktorovna Goncharova, Alisher Odilovich Abdalimov Jan 2022

Features Of Improving The Special Strength Training Of Highly Qualified Handball Players In Sports Training, Olga Viktorovna Goncharova, Alisher Odilovich Abdalimov

Eurasian Journal of Sport Science

Purpose: The paper presents the program of special strength training of highly qualified handball players developed by us. The experimental data obtained in the work confirm the effectiveness of its use in the educational and training process.

Methods: analysis of educational and methodological literature, pedagogical testing, pedagogical observation, pedagogical experiment, methods of mathematical statistics.

Results: The program of special strength training of highly qualified handball players developed by us, after being introduced into the training process, has shown its effectiveness mainly in the development of speed and strength qualities of athletes, as well as explosive strength and reactive ability of …


Theoretical Analysis Of Motor Activity In Assessing The Mass Sports Movement Of Schoolchildren, Khasan Nematullayevich Utashev Jan 2022

Theoretical Analysis Of Motor Activity In Assessing The Mass Sports Movement Of Schoolchildren, Khasan Nematullayevich Utashev

Eurasian Journal of Sport Science

Purpose: The purpose of the study consists in the theoretical study of the results of their research by studying and analyzing the general state of involvement of school-age students in mass sports events.

Methods: The children’s need for mass sports and the level of their interest in sports were determined by conducting pedagogical and psychological questionnaires. Measures have been developed to develop mass sports movement in schools and proposals have been developed. Also, in the course of the study, the analysis of scientific and methodological literature, pedagogical observation, questionnaires, mathematical statistics were widely used.

Results: Walking accounted for 60% of …


Realtime Event Detection In Sports Sensor Data With Machine Learning, Mallory Cashman Jan 2022

Realtime Event Detection In Sports Sensor Data With Machine Learning, Mallory Cashman

Honors Theses and Capstones

Machine learning models can be trained to classify time series based sports motion data, without reliance on assumptions about the capabilities of the users or sensors. This can be applied to predict the count of occurrences of an event in a time period. The experiment for this research uses lacrosse data, collected in partnership with SPAITR - a UNH undergraduate startup developing motion tracking devices for lacrosse. Decision Tree and Support Vector Machine (SVM) models are trained and perform with high success rates. These models improve upon previous work in human motion event detection and can be used a reference …