Abstract:
Abstract. The paper discusses the potential of the usage of Extended Boolean operations for personalized information delivery on the Internet based on semantic vector representation models. The final goal is the design of an e-commerce portal tracking user’s clickstream activity and purchases history in order to offer them personalized information. The emphasis is put on the introduction of dynamic composite user profiles constructed by means of extended Boolean operations. The basic binary Boolean operations such as OR, AND and NOT (AND-NOT) and their combinations have been introduced and implemented in variety of ways. An evaluation is presented based on the classic Latent Semantic Indexing method for information retrieval using a text corpus of religious and sacred texts.
Citations
|
1594
|
Indexing by latent semantic analysis
– Deerwester, Dumais, et al.
- 1990
|
|
342
|
Introduction to Latent Semantic Analysis
– Landauer, Foltz, et al.
- 1998
|
|
196
|
Personalized Information Delivery: An Analysis of Information Filtering Methods
– Foltz, Dumais
- 1992
|
|
74
|
Subject access in online catalogs: A design model
– Bates
- 1986
|
|
72
|
Cluster Analysis
– Aldenderfer, Blashfield
- 1984
|
|
40
|
Statistical semantics: Analysis of the potential performance of key-word information systems
– Furnas, Landauer, et al.
- 1983
|
|
39
|
Exploiting Clustering and Phrases for Context-based Information Retrieval
– Anick, Vaithyanathan
- 1997
|
|
36
|
An experimental study of factors important in document ranking
– Harman
- 1986
|
|
15
|
Textual context analysis for information retrieval
– Stairmand
- 1997
|
|
13
|
Adaptive Vector Space Text Filtering for Monolingual and Cross-language Applications
– Oard
- 1996
|
|
9
|
Using LSI for information filtering: TREC-3 experiments. In: D. Harman (Ed.), The Third Text REtrieval
– Dumais
- 1995
|
|
7
|
An adaptive Neural Network Approach to Hypertext Clustering
– Vlajic, Card
- 1998
|
|
4
|
The Anatomy of a Large Scale
– Brin, Page
- 1998
|
|
4
|
Visualization of information using graphical representations of context vector based relationships and attributes. United States Patent 6,794,178
– Caid, Carleton
- 1998
|
|
4
|
Using LSI for Information Retrieval, Information Filtering, and Other Things. Talk at Cognitive Technology Workshop
– Dumais
- 1997
|
|
3
|
Clicking with your customer
– Kimball
- 1999
|
|
3
|
The Special Dimension of the Clickstream
– Kimball
- 2000
|
|
2
|
The Data Webhouse Has No Center
– Kimball
- 1999
|
|
2
|
Interfaces for End-User Interfaces Seeking
– Marchionini
- 1992
|
|
2
|
More Than You Hoped For. Scalable Systems. Volume 3, Number 6
– Winter
- 2000
|
