scholarly journals Peer Review #2 of "Fast and accurate semantic annotation of bioassays exploiting a hybrid of machine learning and user confirmation (v0.1)"

2014 ◽  
Keyword(s):  
Machine Learning ◽  
Peer Review ◽  
Semantic Annotation

Automatic Semantic Annotation Using Machine Learning

2012 ◽  
pp. 535-578
Author(s):  
Jie Tang ◽  
Duo Zhang ◽  
Limin Yao ◽  
Yi Li
Keyword(s):  
Machine Learning ◽  
Semantic Web ◽  
Semantic Annotation ◽  
Rapid Expansion ◽  
Semantic Data ◽  
Community Boundaries ◽  
Research Problems ◽  
Common Framework ◽  
Automated Discovery ◽  
The Web

This chapter aims to give a thorough investigation of the techniques for automatic semantic annotation. The Semantic Web provides a common framework that allows data to be shared and reused across applications, enterprises, and community boundaries. However, lack of annotated semantic data is a bottleneck to make the Semantic Web vision a reality. Therefore, it is indeed necessary to automate the process of semantic annotation. In the past few years, there was a rapid expansion of activities in the semantic annotation area. Many methods have been proposed for automating the annotation process. However, due to the heterogeneity and the lack of structure of the Web data, automated discovery of the targeted or unexpected knowledge information still present many challenging research problems. In this chapter, we study the problems of semantic annotation and introduce the state-of-the-art methods for dealing with the problems. We will also give a brief survey of the developed systems based on the methods. Several real-world applications of semantic annotation will be introduced as well. Finally, some emerging challenges in semantic annotation will be discussed.

scholarly journals Distributed peer review enhanced with natural language processing and machine learning

2020 ◽  
Vol 4 (7) ◽  
pp. 711-717 ◽  
Author(s):  
Wolfgang E. Kerzendorf ◽  
Ferdinando Patat ◽  
Dominic Bordelon ◽  
Glenn van de Ven ◽  
Tyler A. Pritchard
Keyword(s):  
Machine Learning ◽  
Natural Language Processing ◽  
Natural Language ◽  
Peer Review ◽  
Language Processing
Sign in / Sign up

Export Citation Format

Share Document