Continual and Reinforcement Learning for Edge AI: Framework, Foundation, and Algorithm Design (Synthesis Lectures on Learning, Networks, and Algorithms)
Language: English
Published by Springer, 2025
- Hardcover
- New
Seller: California Books, Miami, FL, U.S.A.California Books
AbeBooks seller since October 27, 2023
Condition: New
£ 48.34
Quantity: Over 20 available
Add to basketSeller Inventory # I-9783031843624
- Title
- Continual and Reinforcement Learning for Edge AI: Framework, Foundation, and Algorithm Design (Synthesis Lectures on Learning, Networks, and Algorithms)
- Author
- Wang, Hang; Lin, Sen; Zhang, Junshan
- Publisher
- Springer
- Publication year
- 2025
- Condition
- New
- Binding
- Hardcover
- Language
- English
- ISBN 10
- 3031843622
- ISBN 13
- 9783031843624
This book provides a comprehensive introduction to continual and reinforcement learning for edge AI, which investigates how to build an AI agent that can continuously solve new learning tasks and enhance the AI at resource-limited edge devices. The authors introduce readers to practical frameworks and in-depth algorithmic foundations. The book surveys the recent advances in the area, coming from both academic researchers and industry professionals. The authors also present their own research findings on continual and reinforcement learning for edge AI. The book also covers the practical applications of the topic and identifies exciting future research opportunities.
"Synopsis" may belong to another edition of this title.
About the Author
Hang Wang is a Ph.D. candidate in the Department of Electrical and Computer Engineering at the University of California, Davis. He received his B.E. from the University of Science and Technology of China (USTC). His research aims to establish a fundamental understanding of reinforcement learning, multi-agent systems, and human-AI interaction, as well as practical applications such asautonomous driving and edge computing. His contributions have been published in NeurIPS, AAMAS. His recent work on Warm-start Reinforcement Learning also garnered attention and acclaim via an oral presentation at ICML.
Sen Lin, Ph.D., is an Assistant Professor in the Department of Computer Science at University of Houston. He received his Ph.D. degree from Arizona State University, M.S. from HKUST and B.E. from Zhejiang University. His research interests broadly fall in the intersection of machine learning and wireless networking. Currently, his research focuses on developing algorithms and theories in continual learning, meta-learning, reinforcement learning, adversarial machine learning and bilevel optimization, with applications in multiple domains, e.g., edge computing, security, network control.
Junshan Zhang, Ph.D. is a Professor in the ECE Department at the University of California, Davis. He received his Ph.D. from the School of ECE at Purdue University. His research interests fall in the general field of information networks and data science, including edge intelligence, reinforcement learning, continual learning, network optimization and control, and game theory, with applications in connected and automated vehicles, 5G and beyond, wireless networks, IoT data privacy/security, and smart grid.
"About the title" may belong to another edition of this title.
California Books
Miami, FL, U.S.A.
AbeBooks seller since October 27, 2023
Shipping rates within U.S.A.
| Item | 3 to 7 business days | 2 to 5 business days |
|---|---|---|
| First item | £ 0.00 | £ 9.08 |
Payment methods
Store description
We have 20 years experience selling books worldwide! Friendly customer support. Your satisfaction guaranteed!
Specialty
All authorized categoriesSeller's business information
Miramar International Services LLC
FL, U.S.A.
Right of withdrawal
If you are a consumer you can withdraw from the contract in accordance with the following. Consumer means any natural person who is acting for purposes which are outside his trade, business, craft or profession.
Information regarding the right of withdrawal
Statutory right to withdraw
You have the right to withdraw from this contract within 14 days without giving any reason.
The withdrawal period will expire after 14 days from the day on which you acquire, or a third party other than the carrier and indicated by you acquires, physical possession of the last good or the last lot or piece.
To exercise the right of withdrawal, electronically fill in and submit a clear statement on our website, under "My Purchases" in "My Account". We will communicate to you an acknowledgement of receipt of such a withdrawal on a durable medium (e.g. by e-mail) without delay.
To meet the withdrawal deadline, it is sufficient for you to send your communication concerning your exercise of the right of withdrawal before the withdrawal period has expired.
Effects of withdrawal
If you withdraw from this contract, we will reimburse to you all payments received from you, including the costs of delivery (except for the supplementary costs arising if you chose a type of delivery other than the least expensive type of standard delivery offered by us).
We may make a deduction from the reimbursement for loss in value of any goods supplied, if the loss is the result of unnecessary handling by you.
We will make the reimbursement without undue delay, and not later than 14 days after the day on which we are informed about your decision to withdraw from this contract.
We will make the reimbursement using the same means of payment as you used for the initial transaction, unless you have expressly agreed otherwise; in any event, you will not incur any fees as a result of such reimbursement.
We may withhold reimbursement until we have received the goods back, or you have supplied evidence of having sent back the goods, whichever is the earliest.
You shall send back the goods or hand them over to California Books, Fort Wayne, Indiana, U.S.A., without undue delay and in any event not later than 14 days from the day on which you communicate your withdrawal from this contract to us. The deadline is met if you send back the goods before the period of 14 days has expired. You will have to bear the direct cost of returning the goods. You are only liable for any diminished value of the goods resulting from the handling other than what is necessary to establish the nature, characteristics and functioning of the goods.
Exceptions to the right of withdrawal
The right of withdrawal does not apply to:
- The delivery of newspapers, journals or magazines with the exception of subscription contracts; and
- The supply of digital content which is not supplied on a tangible medium (e.g. on a CD or DVD) if you accepted when you placed your order that we could start to deliver it, and that you could not withdraw once delivery had started.