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» Finding Consistent Clusters in Data Partitions
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PAKDD
2010
ACM
134views Data Mining» more  PAKDD 2010»
15 years 1 months ago
A Robust Seedless Algorithm for Correlation Clustering
Abstract. Finding correlation clusters in the arbitrary subspaces of highdimensional data is an important and a challenging research problem. The current state-of-the-art correlati...
Mohammad S. Aziz, Chandan K. Reddy
85
Voted
CORR
2011
Springer
191views Education» more  CORR 2011»
14 years 6 months ago
Using Paxos to Build a Scalable, Consistent, and Highly Available Datastore
Spinnaker is an experimental datastore that is designed to run on a large cluster of commodity servers in a single datacenter. It features key-based range partitioning, 3-way repl...
Jun Rao, Eugene J. Shekita, Sandeep Tata
ICDM
2010
IEEE
198views Data Mining» more  ICDM 2010»
14 years 9 months ago
Hierarchical Ensemble Clustering
Ensemble clustering has emerged as an important elaboration of the classical clustering problems. Ensemble clustering refers to the situation in which a number of different (input)...
Li Zheng, Tao Li, Chris H. Q. Ding
CIDM
2007
IEEE
15 years 6 months ago
Scalable Clustering for Large High-Dimensional Data Based on Data Summarization
Clustering large data sets with high dimensionality is a challenging data-mining task. This paper presents a framework to perform such a task efficiently. It is based on the notio...
Ying Lai, Ratko Orlandic, Wai Gen Yee, Sachin Kulk...
105
Voted
IJCAI
2007
15 years 1 months ago
Computation of Initial Modes for K-modes Clustering Algorithm Using Evidence Accumulation
Clustering accuracy of partitional clustering algorithm for categorical data primarily depends upon the choice of initial data points (modes) to instigate the clustering process. ...
Shehroz S. Khan, Shri Kant