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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.

PEPIN(R) gift and creative paper books all contain 4 pages of introduction and 12 large sheets of very high-quality wrapping paper. These sheets can easily be removed from the books by tearing them along a perforated line. The wrapping papers are folded to fit into the book; when removed and opened they measure 50 cm x 70 cm (191/2 inch x 271/2 inch; a standard size for gift wrapping papers). Depending on the theme, we have selected a suitable light-weight paper quality. For example, papers with designs in gold, silver or Graph-Based Semi-Supervised Learning download epub bronze are printed on silky art paper on which the inks show to their best advantage. Designs with an antique or hand-made feel are printed on high-quality creamy paper. PEPIN(R) papers make your gift package look very special. In addition, our papers are suitable for scrap booking and all sorts of craft projects. Each volume contains 12 different, exceptional designs, in this case 12 gorgeous Japanese kimono patterns.

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Author: Amarnag Subramanya,Partha Pratim Talukdar
Number of Pages: 125 pages
Published Date: 01 Jul 2014
Publisher: Morgan & Claypool Publishers
Publication Country: San Rafael, CA, United States
Language: English
ISBN: 9781627052016
Download Link: Click Here
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Early Childhood Music Therapy and Autism Spectrum Disorders : Developing Potential in Young Children and their Families
Painswick, Slad, Sheepscombe & Edge Through Time
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