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ICMLA
2009

208views Machine Learning» more ICMLA 2009»

ECON: A Kernel Basis Pursuit Algorithm with Automatic Feature Parameter Tuning, and its Application to Photometric Solids Approx

13 years 7 months ago

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This paper introduces a new algorithm, namely the EquiCorrelation Network (ECON), to perform supervised classification, and regression. ECON is a kernelized LARS-like algorithm, b...

Manuel Loth, Philippe Preux, Samuel Delepoulle, Ch...

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32

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CVPR
2011
IEEE

314views Computer Vision» more CVPR 2011»

Nonparametric Density Estimation on A Graph: Learning Framework, Fast Approximation and Application in Image Segmentation

13 years 6 months ago

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We present a novel framework for tree-structure embedded density estimation and its fast approximation for mode seeking. The proposed method could ﬁnd diverse applications in co...

Zhiding Yu, Oscar Au, Ketan Tang

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32

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CDC
2010
IEEE

154views Control Systems» more CDC 2010»

Concentration of measure inequalities for compressive Toeplitz matrices with applications to detection and system identification

13 years 5 months ago

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In this paper, we derive concentration of measure inequalities for compressive Toeplitz matrices (having fewer rows than columns) with entries drawn from an independent and identic...

Borhan Molazem Sanandaji, Tyrone L. Vincent, Micha...

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31

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CDC
2010
IEEE

119views Control Systems» more CDC 2010»

Event-triggered output feedback control of finite horizon discrete-time multi-dimensional linear processes

13 years 5 months ago

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Event-triggered control systems are systems in which the control signal is recomputed when the plant's output signal leaves a triggering-set. There has been recent interest in...

Lichun Li, Michael Lemmon

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38

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CSDA
2011

210views Social Sciences» more CSDA 2011»

Approximate forward-backward algorithm for a switching linear Gaussian model

13 years 5 months ago

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Motivated by the application of seismic inversion in the petroleum industry we consider a hidden Markov model with two hidden layers. The bottom layer is a Markov chain and given ...

Hugo Hammer, Håkon Tjelmeland

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