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» Learning and Design of Principal Curves
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PAMI
2000
57views more  PAMI 2000»
13 years 4 months ago
Learning and Design of Principal Curves
Balázs Kégl, Adam Krzyzak, Tam&aacut...
TIT
2002
72views more  TIT 2002»
13 years 4 months ago
Principal curves with bounded turn
Principal curves, like principal components, are a tool used in multivariate analysis for ends like feature extraction. Defined in their original form, principal curves need not ex...
S. Sandilya, Sanjeev R. Kulkarni
12
Voted
NIPS
1998
13 years 6 months ago
A Polygonal Line Algorithm for Constructing Principal Curves
Principal curves have been defined as "self consistent" smooth curves which pass through the "middle" of a d-dimensional probability distribution or data cloud...
Balázs Kégl, Adam Krzyzak, Tam&aacut...
CHI
2002
ACM
14 years 5 months ago
Creating principal 3D curves with digital tape drawing
Previous systems have explored the challenges of designing an interface for automotive styling which combine the metaphor of 2D drawing using physical tape with the simultaneous c...
Tovi Grossman, Ravin Balakrishnan, Gordon Kurtenba...
EUROCOLT
1999
Springer
13 years 9 months ago
Regularized Principal Manifolds
Many settings of unsupervised learning can be viewed as quantization problems — the minimization of the expected quantization error subject to some restrictions. This allows the ...
Alex J. Smola, Robert C. Williamson, Sebastian Mik...