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IDEAS
2007
IEEE
128views Database» more  IDEAS 2007»
15 years 8 months ago
Streaming Random Forests
Many recent applications deal with data streams, conceptually endless sequences of data records, often arriving at high flow rates. Standard data-mining techniques typically assu...
Hanady Abdulsalam, David B. Skillicorn, Patrick Ma...
161
Voted
SDM
2011
SIAM
256views Data Mining» more  SDM 2011»
14 years 5 months ago
Temporal Structure Learning for Clustering Massive Data Streams in Real-Time
This paper describes one of the first attempts to model the temporal structure of massive data streams in real-time using data stream clustering. Recently, many data stream clust...
Michael Hahsler, Margaret H. Dunham
112
Voted
ENTCS
2006
137views more  ENTCS 2006»
15 years 2 months ago
Coinductive Field of Exact Real Numbers and General Corecursion
In this article we present a method to define algebraic structure (field operations) on a representation of real numbers by coinductive streams. The field operations will be given...
Milad Niqui
101
Voted
ESA
2008
Springer
137views Algorithms» more  ESA 2008»
15 years 4 months ago
An Almost Space-Optimal Streaming Algorithm for Coresets in Fixed Dimensions
We present a new streaming algorithm for maintaining an -kernel of a point set in Rd using O((1/(d-1)/2 ) log(1/)) space. The space used by our algorithm is optimal up to a small ...
Hamid Zarrabi-Zadeh
GRAPHICSINTERFACE
2003
15 years 3 months ago
A Stream Algorithm for the Decimation of Massive Meshes
We present an out-of-core mesh decimation algorithm that is able to handle input and output meshes of arbitrary size. The algorithm reads the input from a data stream in a single ...
Jianhua Wu, Leif Kobbelt