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» Modeling skew in data streams
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STACS
2009
Springer
14 years 2 months ago
Lower Bounds for Multi-Pass Processing of Multiple Data Streams
ABSTRACT. This paper gives a brief overview of computation models for data stream processing, and it introduces a new model for multi-pass processing of multiple streams, the so-ca...
Nicole Schweikardt
EDBT
2009
ACM
92views Database» more  EDBT 2009»
14 years 2 months ago
Indexing density models for incremental learning and anytime classification on data streams
Thomas Seidl, Ira Assent, Philipp Kranen, Ralph Kr...
SIAMCOMP
2008
75views more  SIAMCOMP 2008»
13 years 9 months ago
Graph Distances in the Data-Stream Model
Joan Feigenbaum, Sampath Kannan, Andrew McGregor, ...
KDD
2003
ACM
243views Data Mining» more  KDD 2003»
14 years 10 months ago
Accurate decision trees for mining high-speed data streams
In this paper we study the problem of constructing accurate decision tree models from data streams. Data streams are incremental tasks that require incremental, online, and any-ti...
João Gama, Pedro Medas, Ricardo Rocha
ISAAC
2004
Springer
117views Algorithms» more  ISAAC 2004»
14 years 3 months ago
Adaptive Spatial Partitioning for Multidimensional Data Streams
We propose a space-efficient scheme for summarizing multidimensional data streams. Our sketch can be used to solve spatial versions of several classical data stream queries effici...
John Hershberger, Nisheeth Shrivastava, Subhash Su...