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NIPS
2004
15 years 8 months ago
Using the Equivalent Kernel to Understand Gaussian Process Regression
The equivalent kernel [1] is a way of understanding how Gaussian process regression works for large sample sizes based on a continuum limit. In this paper we show (1) how to appro...
Peter Sollich, Christopher K. I. Williams
NIPS
2001
15 years 8 months ago
Hyperbolic Self-Organizing Maps for Semantic Navigation
We introduce a new type of Self-Organizing Map (SOM) to navigate in the Semantic Space of large text collections. We propose a "hyperbolic SOM" (HSOM) based on a regular...
Jörg Ontrup, Helge Ritter
NIPS
2001
15 years 8 months ago
Kernel Logistic Regression and the Import Vector Machine
The support vector machine (SVM) is known for its good performance in binary classification, but its extension to multi-class classification is still an on-going research issue. I...
Ji Zhu, Trevor Hastie
IC
2003
15 years 8 months ago
Denying Denial-of-Service Attacks: A Router Based Solution
Distributed Denial-of-Service (DDoS) attacks prevent users from accessing services on the target network by flooding the target network with a large volume of traffic. In this pap...
Zhang Shu, Partha Dasgupta
PUK
2001
15 years 8 months ago
A perspective based approach to design
Urban design is a creative task that demands the balancing of issues from multiple domains such as architecture, zoning laws, traffic planning, and others. As such, classic design ...
Oliver Hoffmann, Markus Stumptner, Talik Chalabi