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SDM
2010
SIAM
218views Data Mining» more  SDM 2010»
14 years 27 days ago
Confidence-Based Feature Acquisition to Minimize Training and Test Costs
We present Confidence-based Feature Acquisition (CFA), a novel supervised learning method for acquiring missing feature values when there is missing data at both training and test...
Marie desJardins, James MacGlashan, Kiri L. Wagsta...
KDD
2010
ACM
287views Data Mining» more  KDD 2010»
14 years 1 months ago
Designing efficient cascaded classifiers: tradeoff between accuracy and cost
We propose a method to train a cascade of classifiers by simultaneously optimizing all its stages. The approach relies on the idea of optimizing soft cascades. In particular, inst...
Vikas C. Raykar, Balaji Krishnapuram, Shipeng Yu
ISVC
2009
Springer
14 years 6 months ago
Real-Time Feature Acquisition and Integration for Vision-Based Mobile Robots
In this paper we propose a new system for real-time feature acquisition and integration based on high-resolution stereo images that is suitable for mobile robot platforms with limi...
Thomas Hübner, Renato Pajarola