Model selection and error estimation in a nutshell. ([2020])
- Record Type:
- Book
- Title:
- Model selection and error estimation in a nutshell. ([2020])
- Main Title:
- Model selection and error estimation in a nutshell
- Further Information:
- Note: Luca Oneto.
- Authors:
- Oneto, Luca
- Contents:
- Introduction.- The 'Five W' of MS & EE.- Preliminaries.- Resampling Methods.- Complexity-Based Methods.- Compression Bound.- Algorithmic Stability Theory.- PAC-Bayes Theory.- Differential Privacy Theory.- Conclusions & Further Readings.
- Publisher Details:
- Cham, Switzerland : Springer Nature
- Publication Date:
- 2020
- Copyright Date:
- 2020
- Extent:
- 1 online resource
- Subjects:
- 006.31
Machine learning
Computational learning theory
Algorithms
Electronic books - Languages:
- English
- ISBNs:
- 9783030243593
3030243591 - Related ISBNs:
- 9783030243586
- Notes:
- Note: Includes bibliographical references and index.
Note: Online resource; title from PDF title page (EBSCO, viewed July 24, 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.
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library HMNTS - ELD.DS.442349
- Ingest File:
- 02_569.xml