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TKDE
2012
190views Formal Methods» more  TKDE 2012»
11 years 6 months ago
Scalable Learning of Collective Behavior
—This study of collective behavior is to understand how individuals behave in a social networking environment. Oceans of data generated by social media like Facebook, Twitter, Fl...
Lei Tang, Xufei Wang, Huan Liu
TKDE
2012
192views Formal Methods» more  TKDE 2012»
11 years 6 months ago
Discriminative Feature Selection by Nonparametric Bayes Error Minimization
Feature selection is fundamental to knowledge discovery from massive amount of high-dimensional data. In an effort to establish theoretical justification for feature selection al...
Shuang-Hong Yang, Bao-Gang Hu
TKDE
2012
194views Formal Methods» more  TKDE 2012»
11 years 6 months ago
A Query Formulation Language for the Data Web
— We present a query formulation language (called MashQL) in order to easily query and fuse structured data on the web. The main novelty of MashQL is that it allows people with l...
Mustafa Jarrar, Marios D. Dikaiakos
TKDE
2012
198views Formal Methods» more  TKDE 2012»
11 years 6 months ago
Distributed Line Graphs: A Universal Technique for Designing DHTs Based on Arbitrary Regular Graphs
— Most proposed DHTs engage certain topology maintenance mechanisms specific to the static graphs on which they are based. The designs of these mechanisms are complicated and rep...
Yiming Zhang, Ling Liu
TKDE
2012
212views Formal Methods» more  TKDE 2012»
11 years 6 months ago
Segmentation and Sampling of Moving Object Trajectories Based on Representativeness
—Moving Object Databases (MOD), although ubiquitous, still call for methods that will be able to understand, search, analyze, and browse their spatiotemporal content. In this pap...
Costas Panagiotakis, Nikos Pelekis, Ioannis Kopana...
TKDE
2012
215views Formal Methods» more  TKDE 2012»
11 years 6 months ago
Outsourced Similarity Search on Metric Data Assets
—This paper considers a cloud computing setting in which similarity querying of metric data is outsourced to a service provider. The data is to be revealed only to trusted users,...
Man Lung Yiu, Ira Assent, Christian S. Jensen, Pan...
TKDE
2012
487views Formal Methods» more  TKDE 2012»
11 years 6 months ago
Query Planning for Continuous Aggregation Queries over a Network of Data Aggregators
—Continuous queries are used to monitor changes to time varying data and to provide results useful for online decision making. Typically a user desires to obtain the value of som...
Rajeev Gupta, Krithi Ramamritham
TKDE
2012
229views Formal Methods» more  TKDE 2012»
11 years 6 months ago
Effective Pattern Discovery for Text Mining
—Many data mining techniques have been proposed for mining useful patterns in text documents. However, how to effectively use and update discovered patterns is still an open rese...
Ning Zhong, Yuefeng Li, Sheng-Tang Wu
TKDE
2012
207views Formal Methods» more  TKDE 2012»
11 years 6 months ago
Mining Web Graphs for Recommendations
—As the exponential explosion of various contents generated on the Web, Recommendation techniques have become increasingly indispensable. Innumerable different kinds of recommend...
Hao Ma, Irwin King, Michael R. Lyu
TEC
2012
197views Formal Methods» more  TEC 2012»
11 years 6 months ago
Improving Generalization Performance in Co-Evolutionary Learning
Recently, the generalization framework in co-evolutionary learning has been theoretically formulated and demonstrated in the context of game-playing. Generalization performance of...
Siang Yew Chong, Peter Tino, Day Chyi Ku, Xin Yao