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Active Learning of Multi-Index Function Models

Volkan Cevher, Hemant Tyagi

We consider the problem of actively learning \textit{multi-index} functions of the form

f(x) = g(Ax)= \sum_{i=1}^k g_i(a_i^Tx)

from point evaluations of

f

. We assume that the function

f

is defined on an

\ell_2

-ball in

\Real^d

g

is twice contin ...

2012

Dérivabilité

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Adaptive polynomial approximation by means of random discrete least squares

On linear and quadratic Lipschitz bounds for twice continuously differentiable functions

PURIFY: a new approach to radio-interferometric imaging

MATHICSE Technical Report : On the dynamically orthogonal approximation of time dependent random PDEs

Learning non-parametric basis independent models from point queries via low-rank methods

A Wearable Camera Detects Gaze Peculiarities during Social Interactions in Young Children with Pervasive Developmental Disorders

Model calibration of a geomechanical problem with efficient global optimization

Regulation of innate and adaptive immunity by Notch

Active Learning of Multi-Index Function Models

Non-Stationary Hydrologic Transport in the Vadose Zone: Experimental Results of Multiple Tracer Injections in Lysimeters

PURIFY: a new approach to radio-interferometric imaging

MATHICSE Technical Report : On the dynamically orthogonal approximation of time dependent random PDEs

On linear and quadratic Lipschitz bounds for twice continuously differentiable functions

Model calibration of a geomechanical problem with efficient global optimization

Active Learning of Multi-Index Function Models

Adaptive polynomial approximation by means of random discrete least squares

Regulation of innate and adaptive immunity by Notch

Non-Stationary Hydrologic Transport in the Vadose Zone: Experimental Results of Multiple Tracer Injections in Lysimeters

Learning non-parametric basis independent models from point queries via low-rank methods

A Wearable Camera Detects Gaze Peculiarities during Social Interactions in Young Children with Pervasive Developmental Disorders