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ML
2002
ACM
220views Machine Learning» more  ML 2002»
15 years 5 months ago
Bayesian Methods for Support Vector Machines: Evidence and Predictive Class Probabilities
I describe a framework for interpreting Support Vector Machines (SVMs) as maximum a posteriori (MAP) solutions to inference problems with Gaussian Process priors. This probabilisti...
Peter Sollich
PAMI
2007
148views more  PAMI 2007»
15 years 4 months ago
Orthogonal Neighborhood Preserving Projections: A Projection-Based Dimensionality Reduction Technique
This paper considers the problem of dimensionality reduction by orthogonal projection techniques. The main feature of the proposed techniques is that they attempt to preserve both...
Effrosini Kokiopoulou, Yousef Saad
FPL
2010
Springer
148views Hardware» more  FPL 2010»
15 years 3 months ago
FEM: A Step Towards a Common Memory Layout for FPGA Based Accelerators
FPGA devices are mostly utilized for customized application designs with heavily pipelined and aggressively parallel computations. However, little focus is normally given to the FP...
Muhammad Shafiq, Miquel Pericàs, Nacho Nava...
OSDI
2008
ACM
16 years 5 months ago
Corey: An Operating System for Many Cores
Multiprocessor application performance can be limited by the operating system when the application uses the operating system frequently and the operating system services use data ...
Aleksey Pesterev, Haibo Chen, Lex Stein, M. Frans ...
ALT
2006
Springer
16 years 2 months ago
Learning Linearly Separable Languages
This paper presents a novel paradigm for learning languages that consists of mapping strings to an appropriate high-dimensional feature space and learning a separating hyperplane i...
Leonid Kontorovich, Corinna Cortes, Mehryar Mohri