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BMCBI
2010
224views more  BMCBI 2010»
13 years 10 months ago
An adaptive optimal ensemble classifier via bagging and rank aggregation with applications to high dimensional data
Background: Generally speaking, different classifiers tend to work well for certain types of data and conversely, it is usually not known a priori which algorithm will be optimal ...
Susmita Datta, Vasyl Pihur, Somnath Datta
CORR
2010
Springer
96views Education» more  CORR 2010»
13 years 10 months ago
Learning High-Dimensional Markov Forest Distributions: Analysis of Error Rates
The problem of learning forest-structured discrete graphical models from i.i.d. samples is considered. An algorithm based on pruning of the Chow-Liu tree through adaptive threshol...
Vincent Y. F. Tan, Animashree Anandkumar, Alan S. ...
ALGORITHMICA
2006
79views more  ALGORITHMICA 2006»
13 years 10 months ago
Parallel Computation of High-Dimensional Robust Correlation and Covariance Matrices
James Chilson, Raymond T. Ng, Alan Wagner, Ruben H...
ENGL
2008
160views more  ENGL 2008»
13 years 10 months ago
Vector Approximation based Indexing for High-Dimensional Multimedia Databases
With the proliferation of multimedia data, there is an increasing need to support the indexing and searching of high-dimensional data. In this paper, we propose an efficient indexi...
Imane Daoudi, Saîd El Alaoui Ouatik, A. El K...