Compare Prices | Create Shopping Lists with Price Drop Alerts | Set Coupons, Promo Codes & Sales Alerts | Get Access to Exclusive Deals and Much More... All in One Place | Read all about it here

Graph Representation Learning

Graph Representation Learning

Brand
Springer Nature
Manufacturer
N/A
Part Number
0
GTIN
9783031015885
Condition
New
Product Description

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. This book provides a synthesis and overview of graph representation learning. 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 graphsa nascent but quickly growing subset of graph representation learning.

Available Colors
Available Sizes
1 Offer Price Range: $44.99 - $44.99
BEST PRICE

Single Product Purchase

$44.99
@ Link.springer.com     BUY Now

Price Comparison

Seller Contact Seller List Price On Sale Shipping Best Promo Final Price Volume Discount Financing Availability Seller's Page
BEST PRICE
1 Product Purchase
@ Link.springer.com
Contact Store Call Store Contact Support
$44.99 $44.99

$44.99
See Site In stock Visit Store

Similar Products

Negative Campaigning

$64.99

Handbook of Top Management Teams

$169.99

Analysis of and Complex Data

$179.99

Flinovia - Flow Induced Noise and Vibration Issues and Aspects

$169.00

Misrepresentation and Silence in United States History Textbooks

$59.99

Struktur von Coulomb-Clustern im Bubble-Regime

$49.99

Enterprise Management Control Systems in China

$84.99

Handbook of Pediatric Neuro-Ophthalmology

$84.99

Computer Vision ECCV 2022 Workshops

$119.99

Informationsmanagement von Innovationen

$69.99

Banana: Genomics and Transgenic Approaches for Genetic Improvement

$169.99

Cells and Robots

$109.99

Measuring Globalisation

$39.99

Niccol Machiavelli

$69.99

Smart and Secure Embedded and Mobile Systems

$199.99

Mechanics of the Circulation

$219.99

66. Jahrestagung der Deutschen Gesellschaft fr Unfallchirurgie e. V

$69.99

America Responds to Terrorism

$39.99

The Heat Kernel and Theta Inversion on SL2(C)

$109.99

A Study of Suicide in Rural China

$109.00

Der Anti-Stress-Trainer fr Working Moms

$9.99

LabVIEW based Automation Guide for Microwave Measurements

$54.99

The Urban Fantastic in Nineteenth-Century European Literature

$119.99

Linear Algebra, Signal Processing, and Wavelets - A Unified Approach

$79.99

Financing Parking Facilities

$109.99

Introduction to Digital Navigation

$199.99

Finiteness Conditions and Generalized Soluble Groups

$69.99

Tadpole to Frog

$17.25

Youth and Theatre of the Oppressed

$34.99

Die wirtschaftliche Entwicklung der beiden Staaten in Deutschland

$59.99

Morality and Social Criticism

$54.99

The Sociology of Privatized Security

$129.99

Advances in Computing Systems and Applications

$129.99

Apoptosis in Immunology

$84.99

A Guided Tour of Relational Databases and Beyond

$99.99

Judith Butler, Race and Education

$109.99

Mathematical Topics in Population Biology, Morphogenesis and Neurosciences

$54.99

Origin of Cosmic Rays

$39.99

Management des europischen Tourismus

$49.99

Introduction to Quality by Design in Pharmaceutical Manufacturing and Analytical Development

$159.99