Description: Further DetailsTitle: Applications of Machine Learning and Data Analytics Models in Maritime TransportationCondition: NewEAN: 9781839535598ISBN: 9781839535598Publisher: Institution of Engineering and TechnologyFormat: HardbackRelease Date: 02/15/2023Description: 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 practical 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: EnglishCountry/Region of Manufacture: GBItem Height: 234mmItem Length: 156mmGenre: Technology & EngineeringBook Series: TransportationAuthor: Shuaian Wang, Ran YanTopic: Computing & InternetRelease Year: 2023 Missing Information?Please contact us if any details are missing and where possible we will add the information to our listing.
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Book Title: Applications of Machine Learning and Data Analytics Models in Mar
Title: Applications of Machine Learning and Data Analytics Models in Mar
EAN: 9781839535598
ISBN: 9781839535598
Release Date: 02/15/2023
Release Year: 2023
Country/Region of Manufacture: GB
Item Height: 234mm
Genre: Technology & Engineering
Topic: Computing & Internet
Number of Pages: 319 Pages
Language: English
Publication Name: Applications of Machine Learning and Data Analytics Models in Maritime Transportation
Publisher: Institution of Engineering & Technology
Publication Year: 2023
Subject: General, Marine & Naval
Type: Textbook
Author: Shuaian Wang, Ran Yan
Item Length: 9.2 in
Subject Area: Transportation, Technology & Engineering
Series: Transportation Ser.
Item Width: 6.1 in
Format: Hardcover
