Machine learning in radiation oncology : theory and applications /: theory and applications. (2015)

• Record Type: Book
• Further Information: Note: Issam El Naqa, Ruijiang Li, Martin J. Murphy, editors.
• Editors: El Naqa, Issam; Li, Ruijiang; Ph. D, Murphy, Martin J
• Contents: Introduction: What is Machine Learning -- Computational Learning Theory -- Overview of Supervised Learning Methods -- Overview of Unsupervised Learning Methods -- Performance Evaluation -- Variety of Applications in Radiation Oncology -- Machine Learning for Quality Assurance: Quality Assurance as a Learning Problem -- Detection of Radiotherapy Errors Using Unsupervised Learning -- Prediction of Radiotherapy Errors Using Supervised Learning -- Machine Learning for Computer-Aided Detection: Detection of Cancer Lesions from Imaging -- Classification of Malignant and Benign Tumours -- Machine Learning for Treatment Planning and Delivery -- Image-guided Radiotherapy with Machine Learning: IMRT Optimization Using Machine Learning -- Treatment Assessment Tools -- Machine Learning for Motion Management: Prediction of Respiratory Motion -- Motion-Correction Using Learning Methods -- Machine Learning Application in 4D-CT -- Machine Learning Application in Dynamic Delivery -- Machine Learning for Outcomes Modeling: Bioinformatics of Treatment Response -- Modelling of Normal Tissue Complication Probabilities (NTCP) -- Modelling of Tumour Control Probability (TCP).
• Publisher Details: Cham : Springer
• Publication Date: 2015
• Copyright Date: 2015
• Extent: 1 online resource (xiv, 336 pages), illustrations (some color)
• Subjects: 610.28; Medicine; Artificial intelligence -- Medical applications; Machine learning; Radiotherapy -- Data processing; HEALTH & FITNESS -- Holism; HEALTH & FITNESS -- Reference; MEDICAL -- Alternative Medicine; MEDICAL -- Atlases; MEDICAL -- Essays; MEDICAL -- Family & General Practice; MEDICAL -- Holistic Medicine; MEDICAL -- Osteopathy; Artificial intelligence -- Medical applications; Machine learning; Radiotherapy -- Data processing; Health & Biological Sciences; Radiology, MRI, Ultrasonography & Medical Physics; Medicine; Artificial Intelligence; Computer-Assisted Instruction; Radiotherapy; Science -- Radiation; Medical physics; Radiotherapy; Medical physics; Medical -- Radiology & Nuclear Medicine; Radiotherapy; Electronic books
• Languages: English
• ISBNs: 9783319183053; 3319183052; 3319183044; 9783319183046
• Related ISBNs: 9783319183046
• Notes: Note: Includes bibliographical references and index.; Note: Online resource; title from PDF title page (SpringerLink, viewed June 23, 2015).
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.