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» Modeling skew in data streams
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STACS
2009
Springer
15 years 4 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»
15 years 4 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»
14 years 11 months ago
Graph Distances in the Data-Stream Model
Joan Feigenbaum, Sampath Kannan, Andrew McGregor, ...
KDD
2003
ACM
243views Data Mining» more  KDD 2003»
16 years 2 days 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»
15 years 5 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...