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» Continuous Optimization of Hyper-Parameters
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SIGMOD
2004
ACM
157views Database» more  SIGMOD 2004»
16 years 4 months ago
Adaptive Ordering of Pipelined Stream Filters
We consider the problem of pipelined filters, where a continuous stream of tuples is processed by a set of commutative filters. Pipelined filters are common in stream applications...
Shivnath Babu, Rajeev Motwani, Kamesh Munagala, It...
ICDM
2007
IEEE
132views Data Mining» more  ICDM 2007»
15 years 10 months ago
Learning What Makes a Society Tick
We present a machine learning methodology (models, algorithms, and experimental data) to discovering the agent dynamics that drive the evolution of the social groups in a communit...
Hung-Ching Chen, Mark K. Goldberg, Malik Magdon-Is...
COLT
2000
Springer
15 years 8 months ago
On the Learnability and Design of Output Codes for Multiclass Problems
Output coding is a general framework for solving multiclass categorization problems. Previous research on output codes has focused on building multiclass machines given predefine...
Koby Crammer, Yoram Singer
ICPR
2006
IEEE
16 years 5 months ago
A 'No Panacea Theorem' for Multiple Classifier Combination
We introduce the `No Panacea Theorem' for classifier combination in the two-classifier, two-class case. It states that if the combination function is continuous and diverse, ...
Robert I. Damper, Roland Hu
VLSID
2004
IEEE
112views VLSI» more  VLSID 2004»
16 years 4 months ago
Designing Leakage Aware Multipliers
Power consumption has become a major design limiter. With the continued reduction of threshold voltages, optimizing leakage energy consumption is becoming increasingly important. ...
M. DeRenzo, Mary Jane Irwin, Narayanan Vijaykrishn...