Probabilistic Modeling in Bioinformatics and Medical Informatics

• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Άλλοι συγγραφείς: Husmeier, Dirk (Επιμελητής έκδοσης), Dybowski, Richard (Επιμελητής έκδοσης), Roberts, Stephen (Επιμελητής έκδοσης)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: London : Springer London, 2005.
• Σειρά: Advanced Information and Knowledge Processing
• Θέματα: Computer science.; Health informatics.; Algorithms.; Mathematical statistics.; Computer science > Mathematics.; Bioinformatics.; Statistics.; Computer Science.; Probability and Statistics in Computer Science.; Math Applications in Computer Science.; Algorithm Analysis and Problem Complexity.; Statistics for Life Sciences, Medicine, Health Sciences.; Health Informatics.
• Φυσική περιγραφή: XX, 508 p. online resource.
• ISBN: 9781846281198

Probabilistic Modelling in Bioinformatics and Medical Informatics has been written for researchers and students in statistics, machine learning, and the biological sciences. The first part of this book provides a self-contained introduction to the methodology of Bayesian networks. The following parts demonstrate how these methods are applied in bioinformatics and medical informatics. All three fields - the methodology of probabilistic modeling, bioinformatics, and medical informatics - are evolving very quickly. The text should therefore be seen as an introduction, offering both elementary tutorials as well as more advanced applications and case studies.