Graph Based Semi Supervised Learning is popular PDF and ePub book, written by Amarnag Lipovetzky in 2022-05-31, it is a fantastic choice for those who relish reading online the Computers genre. Let's immerse ourselves in this engaging Computers book by exploring the summary and details provided below. Remember, Graph Based Semi Supervised Learning can be Read Online from any device for your convenience.
Graph Based Semi Supervised Learning Book PDF Summary
While labeled data is expensive to prepare, ever increasing amounts of unlabeled data is becoming widely available. In order to adapt to this phenomenon, several semi-supervised learning (SSL) algorithms, which learn from labeled as well as unlabeled data, have been developed. In a separate line of work, researchers have started to realize that graphs provide a natural way to represent data in a variety of domains. Graph-based SSL algorithms, which bring together these two lines of work, have been shown to outperform the state-of-the-art in many applications in speech processing, computer vision, natural language processing, and other areas of Artificial Intelligence. Recognizing this promising and emerging area of research, this synthesis lecture focuses on graph-based SSL algorithms (e.g., label propagation methods). Our hope is that after reading this book, the reader will walk away with the following: (1) an in-depth knowledge of the current state-of-the-art in graph-based SSL algorithms, and the ability to implement them; (2) the ability to decide on the suitability of graph-based SSL methods for a problem; and (3) familiarity with different applications where graph-based SSL methods have been successfully applied. Table of Contents: Introduction / Graph Construction / Learning and Inference / Scalability / Applications / Future Work / Bibliography / Authors' Biographies / Index
Detail Book of Graph Based Semi Supervised Learning PDF
- Author : Amarnag Lipovetzky
- Release : 31 May 2022
- Publisher : Springer Nature
- ISBN : 9783031015717
- Genre : Computers
- Total Page : 111 pages
- Language : English
- PDF File Size : 14,6 Mb
If you're still pondering over how to secure a PDF or EPUB version of the book Graph Based Semi Supervised Learning by Amarnag Lipovetzky, don't worry! All you have to do is click the 'Get Book' buttons below to kick off your Download or Read Online journey. Just a friendly reminder: we don't upload or host the files ourselves.