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» Latent Semantic Indexing (LSI): TREC-3 Report
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CIKM
2010
Springer
15 years 4 months ago
Decomposing background topics from keywords by principal component pursuit
Low-dimensional topic models have been proven very useful for modeling a large corpus of documents that share a relatively small number of topics. Dimensionality reduction tools s...
Kerui Min, Zhengdong Zhang, John Wright, Yi Ma
ECIR
2006
Springer
15 years 7 months ago
Sentence Retrieval with LSI and Topic Identification
This paper presents two sentence retrieval methods. We adopt the task definition done in the TREC Novelty Track: sentence retrieval consists in the extraction of the relevant sente...
David Parapar, Alvaro Barreiro
FLAIRS
2006
15 years 7 months ago
Using Web Searches on Important Words to Create Background Sets for LSI Classification
The world wide web has a wealth of information that is related to almost any text classification task. This paper presents a method for mining the web to improve text classificati...
Sarah Zelikovitz, Marina Kogan
SIGIR
2005
ACM
15 years 11 months ago
Orthogonal locality preserving indexing
We consider the problem of document indexing and representation. Recently, Locality Preserving Indexing (LPI) was proposed for learning a compact document subspace. Different from...
Deng Cai, Xiaofei He
ASWEC
2006
IEEE
15 years 9 months ago
A Java Reuse Repository for Eclipse using LSI
Software Reuse is a concept that is frequently mentioned as a way to improve software developers' productivity. However, there are a number of issues that need to be addresse...
Ming-Yang (Jerry) Lin, Robert Amor, Ewan D. Temper...