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» On the Statistical Consistency of DOP Estimators
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JMLR
2010
128views more  JMLR 2010»
13 years 6 months ago
On the Rate of Convergence of the Bagged Nearest Neighbor Estimate
Bagging is a simple way to combine estimates in order to improve their performance. This method, suggested by Breiman in 1996, proceeds by resampling from the original data set, c...
Gérard Biau, Frédéric C&eacut...
WSC
1997
13 years 9 months ago
Computational Efficiency Evaluation in Output Analysis
A central quantity in steady-state simulation is the time-average variance constant. Estimates of this quantity are needed (for example) for constructing confidence intervals, an...
Halim Damerdji, Shane G. Henderson, Peter W. Glynn
ICRA
2005
IEEE
140views Robotics» more  ICRA 2005»
14 years 1 months ago
Field Testing of the Mars Exploration Rovers Descent Image Motion Estimation System
– The Mars Exploration Rover (MER) Descent Image Motion Estimation System (DIMES) is the first autonomous machine vision system used to safely land a robotics payload on another ...
Andrew Edie Johnson, Reg G. Willson, Jay Goguen, J...
ICML
2009
IEEE
14 years 2 months ago
Nonparametric estimation of the precision-recall curve
The Precision-Recall (PR) curve is a widely used visual tool to evaluate the performance of scoring functions in regards to their capacities to discriminate between two population...
Stéphan Clémençon, Nicolas Va...
ICDM
2010
IEEE
134views Data Mining» more  ICDM 2010»
13 years 5 months ago
Consequences of Variability in Classifier Performance Estimates
The prevailing approach to evaluating classifiers in the machine learning community involves comparing the performance of several algorithms over a series of usually unrelated data...
Troy Raeder, T. Ryan Hoens, Nitesh V. Chawla