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» Process variation dimension reduction based on SVD
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SAC
2006
ACM
14 years 1 months ago
The impact of sample reduction on PCA-based feature extraction for supervised learning
“The curse of dimensionality” is pertinent to many learning algorithms, and it denotes the drastic raise of computational complexity and classification error in high dimension...
Mykola Pechenizkiy, Seppo Puuronen, Alexey Tsymbal
JMLR
2006
143views more  JMLR 2006»
13 years 7 months ago
Geometric Variance Reduction in Markov Chains: Application to Value Function and Gradient Estimation
We study a sequential variance reduction technique for Monte Carlo estimation of functionals in Markov Chains. The method is based on designing sequential control variates using s...
Rémi Munos
DATE
2003
IEEE
103views Hardware» more  DATE 2003»
14 years 1 months ago
Area Fill Generation With Inherent Data Volume Reduction
Control of variability and performance in the back end of the VLSI manufacturing line has become extremely difficult with the introduction of new materials such as copper and low...
Yu Chen, Andrew B. Kahng, Gabriel Robins, Alexande...
TKDE
2010
186views more  TKDE 2010»
13 years 6 months ago
A Unified Framework for Providing Recommendations in Social Tagging Systems Based on Ternary Semantic Analysis
—Social Tagging is the process by which many users add metadata in the form of keywords, to annotate and categorize items (songs, pictures, web links, products, etc.). Social tag...
Panagiotis Symeonidis, Alexandros Nanopoulos, Yann...
ISQED
2002
IEEE
129views Hardware» more  ISQED 2002»
14 years 24 days ago
Design Method and Automation of Comparator Generation for Flash A/D Converter
The design methods and the automation of the comparator circuit layout generation for a flash A/D converter are presented in this paper. The threshold inverter quantization (TIQ)...
Daegyu Lee, Jincheol Yoo, Kyusun Choi