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» On the Optimality of the Dimensionality Reduction Method
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PAMI
1998
84views more  PAMI 1998»
15 years 5 months ago
Intrinsic Dimensionality Estimation With Optimally Topology Preserving Maps
A new method for analyzing the intrinsic dimensionality (ID) of low dimensional manifolds in high dimensional feature spaces is presented. The basic idea is to rst extract a low-d...
Jörg Bruske, Gerald Sommer
DAC
1997
ACM
15 years 10 months ago
CLIP: An Optimizing Layout Generator for Two-Dimensional CMOS Cells
We present a novel technique CLIP for optimizing both the height and width of CMOS cell layouts in the two-dimensional (2D) style. CLIP is based on integer-linear programming (ILP...
Avaneendra Gupta, John P. Hayes
ORL
2010
98views more  ORL 2010»
15 years 4 months ago
A facial reduction algorithm for finding sparse SOS representations
Facial reduction algorithm reduces the size of the positive semidefinite cone in SDP. The elimination method for a sparse SOS polynomial ([3]) removes unnecessary monomials for a...
Hayato Waki, Masakazu Muramatsu
CEC
2009
IEEE
16 years 26 days ago
Tackling high dimensional nonseparable optimization problems by cooperatively coevolving particle swarms
— This paper attempts to address the question of scaling up Particle Swarm Optimization (PSO) algorithms to high dimensional optimization problems. We present a cooperative coevo...
Xiaodong Li, Xin Yao
ACL
2010
15 years 4 months ago
Learning Better Data Representation Using Inference-Driven Metric Learning
We initiate a study comparing effectiveness of the transformed spaces learned by recently proposed supervised, and semisupervised metric learning algorithms to those generated by ...
Paramveer S. Dhillon, Partha Pratim Talukdar, Koby...