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Multi
Machine Learning in Team Sports
Authors: --- --- --- ---
ISBN: 9789811532191 Year: 2020 Publisher: Singapore Springer Singapore :Imprint: Springer

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Abstract

This brief highlights the application of performance analysis tools in data acquisition, and various machine learning algorithms for evaluating team performance as well as talent identification in beach soccer and sepak takraw. Numerous performance indicators and human performance parameters are considered based on their relevance to each sport. The findings presented here demonstrate that the key performance indicators as well as human performance parameters can be used in the future evaluation of team performance as well as talent identification in these sports. Accordingly, they offer a valuable resource for coaches, club managers, talent identification experts, performance analysts and other relevant stakeholders involved in performance assessments. .


Digital
Machine Learning in Aquaculture : Hunger Classification of Lates calcarifer
Authors: --- --- --- --- --- et al.
ISBN: 9789811522376 Year: 2020 Publisher: Singapore Springer Singapore, Imprint: Springer

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This book highlights the fundamental association between aquaculture and engineering in classifying fish hunger behaviour by means of machine learning techniques. Understanding the underlying factors that affect fish growth is essential, since they have implications for higher productivity in fish farms. Computer vision and machine learning techniques make it possible to quantify the subjective perception of hunger behaviour and so allow food to be provided as necessary. The book analyses the conceptual framework of motion tracking, feeding schedule and prediction classifiers in order to classify the hunger state, and proposes a system comprising an automated feeder system, image-processing module, as well as machine learning classifiers. Furthermore, the system substitutes conventional, complex modelling techniques with a robust, artificial intelligence approach. The findings presented are of interest to researchers, fish farmers, and aquaculture technologist wanting to gain insights into the productivity of fish and fish behaviour.


Digital
Data Mining and Machine Learning in High-Performance Sport : Performance Analysis of On-field and Video Assistant Referees in European Soccer Leagues
Authors: --- --- --- ---
ISBN: 9789811970498 9789811970481 9789811970504 Year: 2022 Publisher: Singapore Springer Nature

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This book explores the application of data mining and machine learning techniques in studying the activity pattern, decision-making skills, misconducts, and actions resulting in the intervention of VAR in European soccer leagues referees. The game of soccer at the elite level is characterised by intense competitions, a high level of intensity, technical, and tactical skills coupled with a long duration of play. Referees are required to officiate the game and deliver correct and indisputable decisions throughout the duration of play. The increase in the spatial and temporal task demands of the game necessitates that the referees must respond and cope with the physiological and psychological loads inherent in the game. The referees are also required to deliver an accurate decision and uphold the rules and regulations of the game during a match. These demands and attributes make the work of referees highly complex. The increasing pace and complexity of the game resulted in the introduction of the Video Assistant Referee (VAR) to assist and improve the decision-making of on-field referees. Despite the integration of VAR into the current refereeing system, the performances of the referees are yet to be error-free. Machine learning coupled with data mining techniques has shown to be vital in providing insights from a large dataset which could be used to draw important inferences that can aid decision-making for diagnostics purposes and overall performance improvement. A total of 6232 matches from 5 consecutive seasons officiated across the English Premier League, Spanish LaLiga, Italian Serie A as well as the German Bundesliga was studied. It is envisioned that the findings in this book could be useful in recognising the activity pattern of top-class referees, that is non-trivial for the stakeholders in devising strategies to further enhance the performances of referees as well as empower talent identification experts with pertinent information for mapping out future high-performance referees.


Multi
Innovation and Technology in Sports
Authors: --- --- --- --- --- et al.
ISBN: 9789819902972 9789819902965 9789819902989 9789819902996 Year: 2023 Publisher: Singapore Springer Nature Singapore :Imprint: Springer

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This book presents the proceedings of ICITS 2022 covering different tracks in the field of Sports Engineering and Technology, namely, Instrumentation, Materials, Data Analytics, Biomechanics, Simulation, Equipment Design and Performance Analysis, amongst others. This collection of articles deliberates the key challenges as well as technological innovations that facilitate the enhancement of sporting performance. The readers are expected to gain an insightful view on the current trends, issues, mitigating factors, technological innovations as well as proposed solutions.


Multi
RITA 2018
Authors: --- --- --- --- --- et al.
ISBN: 9789811383236 Year: 2020 Publisher: Singapore Springer Singapore :Imprint: Springer

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This book gathers the Proceedings of the 6th International Conference on Robot Intelligence Technology and Applications (RITA 2018). Reflecting the conference’s main theme, “Robotics and Machine Intelligence: Building Blocks for Industry 4.0,” it features relevant and current research investigations into various aspects of these building blocks. The areas covered include: Instrumentation and Control, Automation, Autonomous Systems, Biomechatronics and Rehabilitation Engineering, Intelligent Systems, Machine Learning, Robotics, Sensors and Actuators, and Machine Vision, as well as Signal and Image Processing. A valuable asset, the book offers researchers and practitioners a timely overview of the latest advances in robot intelligence technology and its applications.


Multi
RiTA 2020
Authors: --- --- --- --- --- et al.
ISBN: 9789811648038 9789811648045 9789811648052 9789811648021 Year: 2021 Publisher: Singapore Springer Singapore :Imprint: Springer

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This book gathers the Proceedings of the 8th International Conference on Robot Intelligence Technology and Applications (RITA 2020). The areas covered include: Instrumentation and Control, Automation, Autonomous Systems, Biomechatronics and Rehabilitation Engineering, Intelligent Systems, Machine Learning, Mobile Robotics, Social Robotics and Humanoid Robotics, Sensors and Actuators, and Machine Vision, as well as Signal and Image Processing. As a valuable asset, the book offers researchers and practitioners a timely overview of the latest advances in robot intelligence technology and its applications.


Multi
Recent Trends in Mechatronics Towards Industry 4.0
Authors: --- --- --- --- --- et al.
ISBN: 9789813345973 9789813345966 9789813345980 9789813345997 Year: 2022 Publisher: Singapore Springer Singapore :Imprint: Springer

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This book presents part of the iM3F 2020 proceedings from the Mechatronics track. It highlights key challenges and recent trends in mechatronics engineering and technology that are non-trivial in the age of Industry 4.0. It discusses traditional as well as modern solutions that are employed in the multitude spectra of mechatronics-based applications. The readers are expected to gain an insightful view on the current trends, issues, mitigating factors as well as solutions from this book.


Multi
Deep Learning in Cancer Diagnostics
Authors: --- --- --- --- --- et al.
ISBN: 9789811989377 9789811989360 9789811989384 Year: 2023 Publisher: Singapore Springer Nature Singapore :Imprint: Springer

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Cancer is the leading cause of mortality in most, if not all, countries around the globe. It is worth noting that the World Health Organisation (WHO) in 2019 estimated that cancer is the primary or secondary leading cause of death in 112 of 183 countries for individuals less than 70 years old, which is alarming. In addition, cancer affects socioeconomic development as well. The diagnostics of cancer are often carried out by medical experts through medical imaging; nevertheless, it is not without misdiagnosis owing to a myriad of reasons. With the advancement of technology and computing power, the use of state-of-the-art computational methods for the accurate diagnosis of cancer is no longer far-fetched. In this brief, the diagnosis of four types of common cancers, i.e., breast, lung, oral and skin, are evaluated with different state-of-the-art feature-based transfer learning models. It is expected that the findings in this book are insightful to various stakeholders in the diagnosis of cancer.


Multi
Advancing Sports and Exercise via Innovation
Authors: --- --- --- --- --- et al.
ISBN: 9789811981593 9789811981586 9789811981609 9789811981616 Year: 2023 Publisher: Singapore Springer Nature Singapore :Imprint: Springer

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This book presents the proceedings of the 9th Asian South Pacific Association of Sport Psychology International Congress (ASPASP) 2022, Kuching, Malaysia, which entails the different sporting innovation themes, namely, Applied Sport and Social Psychology, Health and Exercise, Motor Control and Learning, Counselling and Clinical Psychology, Biomechanics, Data Mining and Machine Learning in Sports amongst others. It presents the state-of-the-art technological advancements towards the aforesaid themes and provides a platform to shape the future direction of sport science, specifically in the field sports and exercise psychology. 1.Presents articles from 9th Asian South Pacific Association of Sport Psychology International Congress 2022, Malaysia 2. Brings together academics and industries to present recent findings and innovations in sports and exercise 3. Includes contributions from leading experts in both industry and academia.

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