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COLT
2004
Springer
15 years 9 months ago
Regularization and Semi-supervised Learning on Large Graphs
We consider the problem of labeling a partially labeled graph. This setting may arise in a number of situations from survey sampling to information retrieval to pattern recognition...
Mikhail Belkin, Irina Matveeva, Partha Niyogi
ICANN
2003
Springer
15 years 9 months ago
Sparse Coding with Invariance Constraints
We suggest a new approach to optimize the learning of sparse features under the constraints of explicit transformation symmetries imposed on the set of feature vectors. Given a set...
Heiko Wersing, Julian Eggert, Edgar Körner
DAC
1996
ACM
15 years 8 months ago
Improving the Efficiency of Power Simulators by Input Vector Compaction
Accurate power estimation is essential for low power digital CMOS circuit design. Power dissipation is input pattern dependent. To obtain an accurate power estimate, a large input...
Chi-Ying Tsui, Radu Marculescu, Diana Marculescu, ...
134
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AVBPA
2001
Springer
116views Biometrics» more  AVBPA 2001»
15 years 8 months ago
Face Identification and Verification via ECOC
We propose a novel approach to face identification and verification based on the Error Correcting Output Coding (ECOC) classifier design concept. In the training phase the client s...
Josef Kittler, Reza Ghaderi, Terry Windeatt, Jiri ...
MPC
1995
Springer
150views Mathematics» more  MPC 1995»
15 years 7 months ago
Architecture Independent Massive Parallelization of Divide-and-Conquer Algorithms
Abstract. We present a strategy to develop, in a functional setting, correct, e cient and portable Divide-and-Conquer (DC) programs for massively parallel architectures. Starting f...
Klaus Achatz, Wolfram Schulte