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97
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TIT
2010
103views Education» more  TIT 2010»
14 years 7 months ago
Performance bounds for erasure, list and decision feedback schemes with linear block codes
A message independence property and some new performance upper bounds are derived in this work for erasure, list and decision-feedback schemes with linear block codes transmitted ...
Eran Hof, Igal Sason, Shlomo Shamai
122
Voted
IJCNN
2007
IEEE
15 years 7 months ago
Random Feature Subset Selection for Analysis of Data with Missing Features
Abstract - We discuss an ensemble-of-classifiers based algorithm for the missing feature problem. The proposed approach is inspired in part by the random subspace method, and in pa...
Joseph DePasquale, Robi Polikar
122
Voted
ICDM
2009
IEEE
124views Data Mining» more  ICDM 2009»
14 years 10 months ago
A Practical Differentially Private Random Decision Tree Classifier
In this paper, we study the problem of constructing private classifiers using decision trees, within the framework of differential privacy. We first construct privacy-preserving ID...
Geetha Jagannathan, Krishnan Pillaipakkamnatt, Reb...
101
Voted
CVPR
2005
IEEE
16 years 2 months ago
Random Subwindows for Robust Image Classification
We present a novel, generic image classification method based on a recent machine learning algorithm (ensembles of extremely randomized decision trees). Images are classified usin...
Justus H. Piater, Louis Wehenkel, Pierre Geurts, R...
CVPR
2008
IEEE
16 years 2 months ago
Randomized trees for human pose detection
This paper addresses human pose recognition from video sequences by formulating it as a classification problem. Unlike much previous work we do not make any assumptions on the ava...
Grégory Rogez, Jonathan Rihan, Srikumar Ram...