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» Indexing Text Documents Based on Topic Identification
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PRL
2006
119views more  PRL 2006»
14 years 11 months ago
Exploring the use of latent topical information for statistical Chinese spoken document retrieval
Information retrieval which aims to provide people with easy access to all kinds of information is now becoming more and more emphasized. However, most approaches to information r...
Berlin Chen
DEXAW
2010
IEEE
202views Database» more  DEXAW 2010»
15 years 24 days ago
Identifying Sentence-Level Semantic Content Units with Topic Models
Abstract--Statistical approaches to document content modeling typically focus either on broad topics or on discourselevel subtopics of a text. We present an analysis of the perform...
Leonhard Hennig, Thomas Strecker, Sascha Narr, Ern...
KDD
2004
ACM
209views Data Mining» more  KDD 2004»
16 years 3 days ago
Tracking dynamics of topic trends using a finite mixture model
In a wide range of business areas dealing with text data streams, including CRM, knowledge management, and Web monitoring services, it is an important issue to discover topic tren...
Satoshi Morinaga, Kenji Yamanishi
KDD
2009
ACM
191views Data Mining» more  KDD 2009»
16 years 7 days ago
Efficient methods for topic model inference on streaming document collections
Topic models provide a powerful tool for analyzing large text collections by representing high dimensional data in a low dimensional subspace. Fitting a topic model given a set of...
Limin Yao, David M. Mimno, Andrew McCallum
TIME
2006
IEEE
15 years 5 months ago
DyST: Dynamic and Scalable Temporal Text Indexing
An increasing number of documents in companies and other organizations are now only available electronically, and exist in several versions updated at different times. In order to...
Kjetil Nørvåg, Albert Overskeid Nyb&o...