Title
Text Knowledge Mining: An Alternative to Text Data Mining
Abstract
In this paper we introduced an alternative view of text mining and we review several alternative views proposed by different authors. We propose a classification of text mining techniques into two main groups: techniques based on inductive inference, that we call text data mining (TDM, comprising most of the existing proposals in the literature), and techniques based on deductive or abductive inference, that we call text knowledge mining (TKM). To our knowledge, the TKM view of text mining is new though, as we shall show, several existing techniques could be considered in this group. We discuss about the possibilities and challenges of TKM techniques. We also discuss about the application of existing theories in possible future research in this field.
Year
DOI
Venue
2008
10.1109/ICDMW.2008.57
ICDM Workshops
Keywords
Field
DocType
text knowledge mining,tkm technique,alternative view,existing technique,text mining technique,text mining,existing proposal,tkm view,text data mining,abductive inference,data mining,time division multiplexing,text analysis,cognition,inductive inference,magnesium,databases,knowledge based systems
Data science,Data mining,Inductive reasoning,Co-occurrence networks,Data stream mining,Concept mining,Text mining,Information retrieval,Computer science,Knowledge-based systems,Biomedical text mining,Abductive reasoning
Conference
ISBN
Citations 
PageRank 
978-0-7695-3503-6
3
0.54
References 
Authors
13
4
Name
Order
Citations
PageRank
Daniel Sánchez196760.29
M. J. Martín-Bautista2101.44
Blanco, I.391.10
C. Justicia de la Torre451.04