mraginsky + data-mining   15

[1008.1758] Stochastic Data Clustering
Looks very interesting: "In 1961 Herbert Simon and Albert Ando published the theory behind the long-term behavior of a dynamical system that can be described by a nearly completely decomposable matrix. Over the past fifty years this theory has been used in a variety of contexts, including queueing theory, computer performance, and ecology. In all these applications, the structure of the system is known and the point of interest is the various states the system passes through on its way to some long-term equilibrium.
This paper looks at this problem from the other direction. That is, we develop a technique for using the evolution of the system to tell us about its initial structure, and we use this technique to develop a new algorithm for data clustering."
papers  to-read  dynamical-systems  machine-learning  data-mining  clustering  via:arthegall 
august 2010 by mraginsky

Copy this bookmark:



description:


tags: