Title
Towards A new Spam Filter Based on PV-DM (Paragraph Vector-Distributed Memory Approach).
Abstract
The increasing volume of emails has led to the emergence of problems caused by unsolicited email, commonly referred to as Spam. One of the most commonly presentation used in Spam Filter is the BoW (Bag-of-words). However, this approach has a number of weaknesses, mainly the fact that the word order is lost; hence different emails can have the same representation since the same words are used, and it ignores the relationship between words, which can lead to poor performance. This paper proposes a new Spam filter based on PV-DM (Paragraph Vector-Distributed Memory) in order to overcome the limitations of the BoW representation.
Year
DOI
Venue
2017
10.1016/j.procs.2017.06.130
Procedia Computer Science
Keywords
Field
DocType
spam filter,Paragraph Vector-Distributed Memory,word embedding
Word order,Information retrieval,Computer science,Distributed memory,Paragraph,Word embedding
Conference
Volume
ISSN
Citations 
110
1877-0509
0
PageRank 
References 
Authors
0.34
1
4
Name
Order
Citations
PageRank
Samira Douzi101.35
Meryem Amar210.72
Bouabid El Ouahidi3146.08
Hicham Laanaya400.34