Graph Representation Learning; Synthesis Lectures on Artificial Intelligence and Machine Learning, 46
Language: English
Published by Morgan & Claypool, 2020
Series: Book 14 of 14 - Synthesis Lectures on Artificial Intelligence and Machine Learning
- Softcover
- Used
Seller: Recycle Bookstore, San Jose, CA, U.S.A.Recycle Bookstore
AbeBooks seller since October 23, 2001
Condition: Used - Very good
£ 21.83
Quantity: 1 available
Add to basketItem description from seller
Book has light wear to edges, slight curl to cover, light scratches. Otherwise, attractive copy with clean interior.
Seller Inventory # 1047079
- Title
- Graph Representation Learning; Synthesis Lectures on Artificial Intelligence and Machine Learning, 46
- Author
- Hamilton, William L.
- Publisher
- Morgan & Claypool
- Publication year
- 2020
- Condition
- Very Good
- Binding
- Paperback
- Language
- English
- ISBN 10
- 1681739631
- ISBN 13
- 9781681739632
- Series
- Book 14 of 14: Synthesis Lectures on Artificial Intelligence and Machine Learning
- Seller catalogs
- Mathematics
Graph-structured data is ubiquitous throughout the natural and social sciences, from telecommunication networks to quantum chemistry. Building relational inductive biases into deep learning architectures is crucial for creating systems that can learn, reason, and generalize from this kind of data. Recent years have seen a surge in research on graph representation learning, including techniques for deep graph embeddings, generalizations of convolutional neural networks to graph-structured data, and neural message-passing approaches inspired by belief propagation. These advances in graph representation learning have led to new state-of-the-art results in numerous domains, including chemical synthesis, 3D vision, recommender systems, question answering, and social network analysis.
It begins with a discussion of the goals of graph representation learning as well as key methodological foundations in graph theory and network analysis. Following this, the book introduces and reviews methods for learning node embeddings, including random-walk-based methods and applications to knowledge graphs. It then provides a technical synthesis and introduction to the highly successful graph neural network (GNN) formalism, which has become a dominant and fast-growing paradigm for deep learning with graph data. The book concludes with a synthesis of recent advancements in deep generative models for graphs -- a nascent but quickly growing subset of graph representation learning.
"Synopsis" may belong to another edition of this title.
About the Author
"About the title" may belong to another edition of this title.
Recycle Bookstore
San Jose, CA, U.S.A.
AbeBooks seller since October 23, 2001
Shipping rates within U.S.A.
| Item | 5 to 14 business days | 3 to 6 business days |
|---|---|---|
| First item | £ 4.35 | £ 9.08 |
Payment methods
Store description
As part of San Jose's reading community since 1970, we have provided the city with a great general reading bookstore designed for those who love to browse. Our location (with nearly 4,000 square feet of books) is 1066 The Alameda in San Jose, California, just a few blocks from downtown. Our regular store hours are Mon-Thurs, 11 a.m. to 9 p.m.; Fri-Sat, 11 a.m. to 7 p.m.; Sun, 12 to 7 p.m.
Specialty
Science Fiction and Fantasy, Collectibles and First Editions, Art and Art History, Military History, California History and Americana, Mysteries and Thrillers, Classic and Modern Fiction, Transportation, Religion, FilmSeller's business information
Recycle Bookstore
CA, U.S.A.
Terms of sale
In business since 1962.
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 Recycle Bookstore, San Jose, California, 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.
Shipping terms
Buy with confidence! We package your order professionally. In business since 1962.
Shipping costs are based on books weighing 2.2 LB, or 1 KG. If your book order is heavy or oversized, we may contact you to let you know extra shipping is required.
Most books are shipped within 48 hours of receipt of payment. California residents add the sales tax applicable in their county.