Domain adaptation theory : available theoretical results /: available theoretical results. (2019)

• Record Type: Book
• Further Information: Note: Ievgen Redko, Emilie Morvant, Amaury Habrard, Marc Sebban, Younès Bennani.
• Authors: Redko, Ievgen; Morvant, Emilie; Habrard, Amaury, 1978-; Sebban, Marc, 1969-; Bennani, Younès
• Contents: 1. Introduction; 2. State-of-the-art on statistical learning theory; 3. Domain adaptation problem; 4. Divergence based bounds; 5. PAC-Bayes bounds for domain adaptation; 6. Robustness and adaptation; 7. Stability and hypothesis transfer learning; 8. Impossibility results; 9. Conclusions and open discussions
• Publisher Details: Amsterdam : Elsevier
• Publication Date: 2019
• Extent: 1 online resource
• Subjects: 006.31; Machine learning; Computer algorithms
• Languages: English
• ISBNs: 9780081023471
• Related ISBNs: 9781785482366
• Notes: Note: Description based on CIP data; resource not viewed.
• 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.