Applications Machine Learning Data by Yan Ran (13 results)
Language: English
Published by The Institution of Engineering and Technology 2023
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Language: English
Published by Institution of Engineering and Technology, GB 2023
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Hardback. Condition: New. Machine learning and data analytics can be used to inform technical, commercial and financial decisions in the maritime industry. Applications of Machine Learning and Data Analytics Models in Maritime Transportation explores the fundamental principles of analysing maritime transportation related practic…al problems using data-driven models, with a particular focus on machine learning and operations research models. Data-enabled methodologies, technologies, and applications in maritime transportation are clearly and concisely explained, and case studies of typical maritime challenges and solutions are also included. The authors begin with an introduction to maritime transportation, followed by chapters providing an overview of ship inspection by port state control, and the principles of data driven models. Further chapters cover linear regression models, Bayesian networks, support vector machines, artificial neural networks, tree-based models, association rule learning, cluster analysis, classic and emerging approaches to solving practical problems in maritime transport, incorporating shipping domain knowledge into data-driven models, explanation of black-box machine learning models in maritime transport, linear optimization, advanced linear optimization, and integer optimization. A concluding chapter provides an overview of coverage and explores future possibilities in the field. The book will be especially useful to researchers and professionals with expertise in maritime research who wish to learn how to apply data analytics and machine learning to their fields.
Language: English
Published by The Institution of Engineering and Technology 2023
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Language: English
Published by The Institution of Engineering and Technology 2023
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Language: English
Published by The Institution of Engineering and Technology 2023
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Language: English
Published by The Institution of Engineering and Technology 2023
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Language: English
Published by Institution of Engineering and Technology, GB 2023
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Hardback. Condition: New. Machine learning and data analytics can be used to inform technical, commercial and financial decisions in the maritime industry. Applications of Machine Learning and Data Analytics Models in Maritime Transportation explores the fundamental principles of analysing maritime transportation related practic…al problems using data-driven models, with a particular focus on machine learning and operations research models. Data-enabled methodologies, technologies, and applications in maritime transportation are clearly and concisely explained, and case studies of typical maritime challenges and solutions are also included. The authors begin with an introduction to maritime transportation, followed by chapters providing an overview of ship inspection by port state control, and the principles of data driven models. Further chapters cover linear regression models, Bayesian networks, support vector machines, artificial neural networks, tree-based models, association rule learning, cluster analysis, classic and emerging approaches to solving practical problems in maritime transport, incorporating shipping domain knowledge into data-driven models, explanation of black-box machine learning models in maritime transport, linear optimization, advanced linear optimization, and integer optimization. A concluding chapter provides an overview of coverage and explores future possibilities in the field. The book will be especially useful to researchers and professionals with expertise in maritime research who wish to learn how to apply data analytics and machine learning to their fields.
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Hardcover. Condition: Brand New. 300 pages. 9.25x6.25x0.75 inches. In Stock.
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Gebunden. Condition: New. Über den AutorRan Yan is a research assistant professor in the Department of Logistics and Maritime Studies at The Hong Kong Polytechnic University (PolyU), China. Dr. Yan received her Bachelor of Science degree from Hohai Univer.
Language: English
Published by Institution Of Engineering & Technology Feb 2023 2023
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Buch. Condition: Neu. Neuware - This book explores the principles of analysing maritime-transportation related practical problems using data-driven models, with a particular focus on machine learning. Coverage includes data-enabled methodologies, technologies, applications and case studies.
Language: English
Published by Institution of Engineering and Technology 2023
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Language: English
Published by Institution of Engineering and Technology 2023
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Language: English
Published by Institution of Engineering and Technology 2023
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Hardback. Condition: New. This item is printed on demand. New copy - Usually dispatched within 5-9 working days.
