A probabilistic approach to spatiotemporal theme pattern mining on weblogs
Q. Mei, C. Liu, H. Su, and C. Zhai. WWW '06: Proceedings of the 15th international conference on World Wide Web, page 533--542. New York, NY, USA, ACM Press, (2006)
DOI: 10.1145/1135777.1135857
Description
* Very mathematical paper
* Mathematical definitions of theme, topic
* Pseudo code for algorithms
* Algorithms for extraction of time stamps, location labels etc.
* explores the develoment of topics in blogs according to (a) time and (b) geographic origin
* topic detection based on keywords
* probabilistic model: term occurrence depends on topic, topic and terms depend on time and location of the blog
* -> EM approach
Additional description:
http://wiki.esi.ac.uk/Current_Approaches_to_Data_Mining_Blogs#A_Probabilistic_Approach_to_Spatiotemporal_Theme_Pattern_Mining_on_Weblogs
WWW '06: Proceedings of the 15th international conference on World Wide Web
year
2006
pages
533--542
publisher
ACM Press
posted-at
2007-03-05 12:05:50
citeulike-article-id
957631
priority
0
isbn
1595933239
comment
* explores the develoment of topics in blogs according to (a) time and (b) geographic origin
* topic detection based on keywords
* probabilistic model: term occurrence depends on topic, topic and terms depend on time and location of the blog
* -> EM approach
%0 Conference Paper
%1 citeulike:957631
%A Mei, Qiaozhu
%A Liu, Chao
%A Su, Hang
%A Zhai, Chengxiang
%B WWW '06: Proceedings of the 15th international conference on World Wide Web
%C New York, NY, USA
%D 2006
%I ACM Press
%K algorithms diffusion idiom keywords pattern_mining spatiotemporal
%P 533--542
%R 10.1145/1135777.1135857
%T A probabilistic approach to spatiotemporal theme pattern mining on weblogs
%U http://portal.acm.org/citation.cfm?id=1135777.1135857
%@ 1595933239
@inproceedings{citeulike:957631,
added-at = {2008-05-20T18:46:15.000+0200},
address = {New York, NY, USA},
author = {Mei, Qiaozhu and Liu, Chao and Su, Hang and Zhai, Chengxiang},
biburl = {https://www.bibsonomy.org/bibtex/271e38f8d7e2da7287997e11d4c6f6eac/dzibold},
booktitle = {WWW '06: Proceedings of the 15th international conference on World Wide Web},
citeulike-article-id = {957631},
comment = {* explores the develoment of topics in blogs according to (a) time and (b) geographic origin
* topic detection based on keywords
* probabilistic model: term occurrence depends on topic, topic and terms depend on time and location of the blog
* -> EM approach},
description = {* Very mathematical paper
* Mathematical definitions of theme, topic
* Pseudo code for algorithms
* Algorithms for extraction of time stamps, location labels etc.
* explores the develoment of topics in blogs according to (a) time and (b) geographic origin
* topic detection based on keywords
* probabilistic model: term occurrence depends on topic, topic and terms depend on time and location of the blog
* -> EM approach
Additional description:
http://wiki.esi.ac.uk/Current_Approaches_to_Data_Mining_Blogs#A_Probabilistic_Approach_to_Spatiotemporal_Theme_Pattern_Mining_on_Weblogs},
doi = {10.1145/1135777.1135857},
interhash = {79b2771cdce921434eb4c190351049a6},
intrahash = {71e38f8d7e2da7287997e11d4c6f6eac},
isbn = {1595933239},
keywords = {algorithms diffusion idiom keywords pattern_mining spatiotemporal},
pages = {533--542},
posted-at = {2007-03-05 12:05:50},
priority = {0},
publisher = {ACM Press},
timestamp = {2008-05-20T18:46:16.000+0200},
title = {A probabilistic approach to spatiotemporal theme pattern mining on weblogs},
url = {http://portal.acm.org/citation.cfm?id=1135777.1135857},
year = 2006
}