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JMLR
2012
13 years 6 months ago
Random Search for Hyper-Parameter Optimization
Grid search and manual search are the most widely used strategies for hyper-parameter optimization. This paper shows empirically and theoretically that randomly chosen trials are ...
James Bergstra, Yoshua Bengio

Publication
314views
17 years 2 months ago
LED: Load Early Detection: A Congestion Control Algorithm based on Router Traffic Load
Efficient bandwidth allocation and low delays remain important goals, expecially in high-speed networks. Existing end-to-end congestion control schemes (such as TCP+AQM/RED) have s...
A. Durresi, P. Kandikuppa, M. Sridharan, S. Chella...
PEPM
2007
ACM
17 years 2 months ago
Concoqtion: Indexed types now!
programming languages community is vigorously pursuing ways to incorporate F!-style indexed types into programming languages. This paper advocates Concoqtion, a practical approach ...
Emir Pasalic, Jeremy G. Siek, Seth Fogarty, Walid ...
ICCV
2009
IEEE
16 years 9 months ago
Evaluating Information Contributions of Bottom-up and Top-down Processes
This paper presents a method to quantitatively evaluate information contributions of individual bottom-up and topdown computing processes in object recognition. Our objective is...
Xiong Yang, Tianfu Wu, Song-Chun Zhu
CVPR
2004
IEEE
16 years 6 months ago
Effect of Colorspace Transformation, the Illuminance Component, and Color Modeling on Skin Detection
Skin detection is an important preliminary process in human motion analysis. It is commonly performed in three steps: transforming the pixel color to a non-RGB colorspace, droppin...
Sriram Jayaram, Stephen Schmugge, Min C. Shin, Leo...
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