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KDD
2010
ACM
435views Data Mining» more  KDD 2010»
13 years 9 months ago
Topic models with power-law using Pitman-Yor process
One of the important approaches for Knowledge discovery and Data mining is to estimate unobserved variables because latent variables can indicate hidden and specific properties o...
Issei Sato, Hiroshi Nakagawa
SIGIR
2006
ACM
13 years 11 months ago
LDA-based document models for ad-hoc retrieval
Search algorithms incorporating some form of topic model have a long history in information retrieval. For example, cluster-based retrieval has been studied since the 60s and has ...
Xing Wei, W. Bruce Croft
KDD
2008
ACM
152views Data Mining» more  KDD 2008»
14 years 6 months ago
Fast collapsed gibbs sampling for latent dirichlet allocation
Ian Porteous, David Newman, Alexander T. Ihler, Ar...
EMNLP
2010
13 years 3 months ago
Evaluating Models of Latent Document Semantics in the Presence of OCR Errors
Models of latent document semantics such as the mixture of multinomials model and Latent Dirichlet Allocation have received substantial attention for their ability to discover top...
Daniel David Walker, William B. Lund, Eric K. Ring...
ICDM
2007
IEEE
133views Data Mining» more  ICDM 2007»
14 years 2 days ago
Topical N-Grams: Phrase and Topic Discovery, with an Application to Information Retrieval
Most topic models, such as latent Dirichlet allocation, rely on the bag-of-words assumption. However, word order and phrases are often critical to capturing the meaning of text in...
Xuerui Wang, Andrew McCallum, Xing Wei