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NIPS
2001
14 years 5 days 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
CASES
2008
ACM
14 years 24 days ago
VESPA: portable, scalable, and flexible FPGA-based vector processors
While soft processors are increasingly common in FPGAbased embedded systems, it remains a challenge to scale their performance. We propose extending soft processor instruction set...
Peter Yiannacouras, J. Gregory Steffan, Jonathan R...
ICDM
2005
IEEE
126views Data Mining» more  ICDM 2005»
14 years 4 months ago
Text Representation: From Vector to Tensor
In this paper, we propose a text representation model, Tensor Space Model (TSM), which models the text by multilinear algebraic high-order tensor instead of the traditional vector...
Ning Liu, Benyu Zhang, Jun Yan, Zheng Chen, Wenyin...
NIPS
2008
14 years 6 days ago
High-dimensional support union recovery in multivariate regression
We study the behavior of block 1/ 2 regularization for multivariate regression, where a K-dimensional response vector is regressed upon a fixed set of p covariates. The problem of...
Guillaume Obozinski, Martin J. Wainwright, Michael...
CVPR
2007
IEEE
15 years 24 days ago
Closed-Loop Tracking and Change Detection in Multi-Activity Sequences
We present a novel framework for tracking of a long sequence of human activities, including the time instances of change from one activity to the next, using a closed-loop, non-li...
Bi Song, Namrata Vaswani, Amit K. Roy Chowdhury