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JMLR
2012
11 years 11 months ago
Sparse Additive Machine
We develop a high dimensional nonparametric classification method named sparse additive machine (SAM), which can be viewed as a functional version of support vector machine (SVM)...
Tuo Zhao, Han Liu
ISCIS
2009
Springer
14 years 3 months ago
Unsupervised learning of affordance relations on a humanoid robot
—In this paper, we study how a humanoid robot can learn affordance relations in his environment through its own interactions in an unsupervised way. Specifically, we developed a...
Baris Akgun, Nilgun Dag, Tahir Bilal, Ilkay Atil, ...
C3S2E
2010
ACM
13 years 8 months ago
McLab: an extensible compiler toolkit for MATLAB and related languages
MATLAB is a popular language for scientific computation. Effectively compiling MATLAB presents many challenges due to the dynamic nature of the language. We present McLab, an ext...
Andrew Casey, Jun Li, Jesse Doherty, Maxime Cheval...
ICDM
2009
IEEE
172views Data Mining» more  ICDM 2009»
13 years 6 months ago
Evaluating Statistical Tests for Within-Network Classifiers of Relational Data
Recently a number of modeling techniques have been developed for data mining and machine learning in relational and network domains where the instances are not independent and ide...
Jennifer Neville, Brian Gallagher, Tina Eliassi-Ra...
IPPS
1998
IEEE
14 years 1 months ago
Vector Prefix and Reduction Computation on Coarse-Grained, Distributed-Memory Parallel Machines
Vector prefix and reduction are collective communication primitives in which all processors must cooperate. We present two parallel algorithms, the direct algorithm and the split ...
Seungjo Bae, Dongmin Kim, Sanjay Ranka