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- Hemant Tyagi, Rajesh M. Hegde, Hema A. Murthy, Anil Prabhakar
- 2006 14th European Signal Processing Conference
- 2006

Automatic identification of bird calls without manual intervention has been a challenging task for meaningful research on the taxonomy and monitoring of bird migrations in ornithology. In this paper we apply several techniques used in speech recognition to the automatic identification of bird calls. A new technique which computes the ensemble average on the… (More)

- HEMANT TYAGI
- 2012

Numerous dimensionality reduction problems in data analysis involve the recovery of low-dimensional models or the learning of manifolds underlying sets of data. Many manifold learning methods require the estimation of the tangent space of the manifold at a point from locally available data samples. Local sampling conditions such as (i) the size of the… (More)

- Hemant Tyagi, Volkan Cevher
- NIPS
- 2012

We consider the problem of actively learning multi-index functions of the form f (x) = g(Ax) = k i=1 g i (a T i x) from point evaluations of f. We assume that the function f is defined on an 2-ball in R d , g is twice continuously differen-tiable almost everywhere, and A ∈ R k×d is a rank k matrix, where k d. We propose a randomized, active sampling scheme… (More)

We consider the problem of learning multi-ridge functions of the form f (x) = g(Ax) from point evaluations of f. We assume that the function f is defined on an 2-ball in R d , g is twice continuously differentiable almost everywhere, and A ∈ R k×d is a rank k matrix, where k d. We propose a randomized, polynomial-complexity sampling scheme for estimating… (More)

- Hemant Tyagi, Bernd Gärtner
- WAOA
- 2013

We consider the stochastic and adversarial settings of continuum armed bandits where the arms are indexed by [0, 1] d. The reward functions r : [0, 1] d → R are assumed to intrinsically depend on at most k to be fixed across time, we propose a simple modification of the CAB1 algorithm where we construct the discrete set of sampling points to obtain a bound… (More)

- Hemant Tyagi, Volkan Cevher
- 2012 IEEE International Conference on Acoustics…
- 2012

We study the problem of learning ridge functions of the form f(x) = g(a<sup>T</sup> x), x ∈ ℝ<sup>d</sup>, from random samples. Assuming g to be a twice continuously differentiable function, we leverage techniques from low rank matrix recovery literature to derive a uniform approximation guarantee for estimation of the ridge function f. Our… (More)

- Hemant Tyagi, Bernd Gärtner, Andreas Krause
- NIPS
- 2014

We consider the problem of learning sparse additive models, i.e., functions of the form: f (x) = l∈S φ l (x l), x ∈ R d from point queries of f. Here S is an unknown subset of coordinate variables with |S| = k d. Assuming φ l 's to be smooth, we propose a set of points at which to sample f and an efficient random-ized algorithm that recovers a uniform… (More)

- Hemant Tyagi, Anastasios Kyrillidis, Bernd Gärtner, Andreas Krause
- AISTATS
- 2016

A function f : R d → R is referred to as a Sparse Additive Model (SPAM), if it is of the form f (x) = l∈S φ l (x l), where S ⊂ [d], |S| d. Assuming φ l 's and S to be unknown, the problem of estimating f from its samples has been studied extensively. In this work, we consider a generalized SPAM, allowing for second order interaction terms. For some S 1 ⊂… (More)

- Hemant Tyagi, Sebastian U. Stich, Bernd Gärtner
- Theory of Computing Systems
- 2014

We consider the problem of continuum armed bandits where the arms are indexed by a compact subset of ℝ d $\mathbb {R}^{d}$ . For large d, it is well known that mere smoothness assumptions on the reward functions lead to regret bounds that suffer from the curse of dimensionality. A typical way to tackle this in the literature has been to make further… (More)

- G. Georgiou, H. K. Tyagi, P. Mulder, G. J. Bauhuis, J. J. Schermer, J. Gómez Rivas
- Scientific reports
- 2014

Electromagnetic resonances in conducting structures give rise to the enhancement of local fields and extinction efficiencies. Conducting structures are conventionally fabricated with a fixed geometry that determines their resonant response. Here, we challenge this conventional approach by demonstrating the photo-generation of THz linear antennas on a flat… (More)