We consider the problem of sequentially learning good alternatives from among a pool, but with only relative utility feedback from adaptively chosen subsets.

Abstract: Artificial Intelligence (AI)/ Machine Learning (ML)/ Neural Network (NN) algorithms are being widely used currently for various applications that include self driving cars, virtual assistants on smartphones and other dev

The notion of control can be thought of as the process of selection of a policy to influence the dynamics of a system in order to achieve a desired objective.

Kardar, Parisi and Zhang introduced a universality class (the so-called KPZ universality class) in 1986 which is believed to explain the universal behaviour in a large class of two dimensional random growth models including first and last passage

Cheeger inequalities in spectral graph theory help to comment on the approximate connectivity or expansion of a graph (a combinatorial property) from the eigenvalues of the adjacency matrix of the graph (an algebraic property).