95 citations · 291 across the 29 of their papers we have counts for
3 papers · 1 filter
The Multi-fidelity Multi-armed Bandit
Kirthevasan Kandasamy, Gautam Dasarathy, Jeff Schneider +1
We study a variant of the classical stochastic -armed bandit where observing the outcome of each arm is expensive, but cheap approximations to this outcome are available. For ex…
Multi-fidelity Gaussian Process Bandit Optimisation
Kirthevasan Kandasamy, Gautam Dasarathy, Junier B. Oliva +2
In many scientific and engineering applications, we are tasked with the maximisation of an expensive to evaluate black box function . Traditional settings for this problem assum…
Active Learning Algorithms for Graphical Model Selection
Gautam Dasarathy, Aarti Singh, Maria-Florina Balcan +1
The problem of learning the structure of a high dimensional graphical model from data has received considerable attention in recent years. In many applications such as sensor netwo…