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» Hierarchy-Regularized Latent Semantic Indexing
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SIGIR
2003
ACM
14 years 18 days ago
On an equivalence between PLSI and LDA
Latent Dirichlet Allocation (LDA) is a fully generative approach to language modelling which overcomes the inconsistent generative semantics of Probabilistic Latent Semantic Index...
Mark Girolami, Ata Kabán
IR
2010
13 years 5 months ago
Learning to rank with (a lot of) word features
In this article we present Supervised Semantic Indexing (SSI) which defines a class of nonlinear (quadratic) models that are discriminatively trained to directly map from the word...
Bing Bai, Jason Weston, David Grangier, Ronan Coll...
WCRE
2008
IEEE
14 years 1 months ago
Automated Concept Location Using Independent Component Analysis
Concept location techniques are designed to help isolate sections of source code that relate to specific concepts. Blind Signal Separation techniques like Singular Value Decompos...
Scott Grant, James R. Cordy, David B. Skillicorn
WCRE
2006
IEEE
14 years 1 months ago
Monitoring Requirements Coverage using Reconstructed Views: An Industrial Case Study
Requirements views, such as coverage and status views, are an important asset for monitoring and managing software development. We have developed a method that automates the proce...
Marco Lormans, Hans-Gerhard Groß, Arie van D...
EWMF
2005
Springer
14 years 27 days ago
Semi-automatic Construction of Topic Ontologies
In this paper, we review two techniques for topic discovery in collections of text documents (Latent Semantic Indexing and K-Means clustering) and present how we integrated them in...
Blaz Fortuna, Dunja Mladenic, Marko Grobelnik