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ICML
2010
IEEE
15 years 4 months ago
Power Iteration Clustering
We present a simple and scalable graph clustering method called power iteration clustering (PIC). PIC finds a very low-dimensional embedding of a dataset using truncated power ite...
Frank Lin, William W. Cohen
170
Voted
MLDM
2010
Springer
14 years 10 months ago
Fast Algorithms for Constant Approximation k-Means Clustering
In this paper we study the k-means clustering problem. It is well-known that the general version of this problem is NP-hard. Numerous approximation algorithms have been proposed fo...
Mingjun Song, Sanguthevar Rajasekaran
ICPP
2009
IEEE
15 years 10 months ago
A Heuristic for Mapping Virtual Machines and Links in Emulation Testbeds
Distributed system emulators provide a paramount platform for testing of network protocols and distributed applications in clusters and networks of workstations. However, to allow...
Rodrigo N. Calheiros, Rajkumar Buyya, César...
ANOR
2002
67views more  ANOR 2002»
15 years 3 months ago
Simple Product-Form Bounds for Queueing Networks with Finite Clusters
Queueing networks are studied with finite capacities for clusters of stations, rather than for individual stations. First, an instructive tandem cluster example is studied to show...
Nico M. van Dijk, Erik van der Sluis
EMNLP
2008
15 years 4 months ago
Coarse-to-Fine Syntactic Machine Translation using Language Projections
The intersection of tree transducer-based translation models with n-gram language models results in huge dynamic programs for machine translation decoding. We propose a multipass,...
Slav Petrov, Aria Haghighi, Dan Klein