Bayesian optimization and data science. (2019)

• Record Type: Book
• Further Information: Note: Francesco Archetti, Antonio Candelieri.
• Other Names: Archetti, Francesco, 1946-; Candelieri, Antonio
• Contents: 1. Automated Machine Learning and Bayesian Optimization -- 2. From Global Optimization to Optimal Learning -- 3. The Surrogate Model -- 4. The Acquisition Function -- 5. Exotic BO -- 6. Software Resources -- 7. Selected Applications.
• Publisher Details: Cham : Springer
• Publication Date: 2019
• Extent: 1 online resource (xiii, 126 pages), illustrations (some color)
• Subjects: 519.542; Bayesian statistical decision theory; Data mining; Machine learning; Bayesian statistical decision theory; Data mining; Machine learning; Electronic books
• Languages: English
• ISBNs: 9783030244941; 3030244946
• Notes: Note: Includes bibliographical references.; Note: Online resource; title from PDF title page (SpringerLink, viewed October 3, 2019).
• 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.