4 citations · 9 across the 6 of their papers we have counts for
7 papers
A Policy Gradient Algorithm for the Risk-Sensitive Exponential Cost MDP
Mehrdad Moharrami, Yashaswini Murthy, Arghyadip Roy +1
We study the risk-sensitive exponential cost MDP formulation and develop a trajectory-based gradient algorithm to find the stationary point of the cost associated with a set of par…
Online Reinforcement Learning of Optimal Threshold Policies for Markov Decision Processes
Arghyadip Roy, Vivek Borkar, Abhay Karandikar +1
To overcome the curses of dimensionality and modeling of Dynamic Programming (DP) methods to solve Markov Decision Process (MDP) problems, Reinforcement Learning (RL) methods are a…
A Structure-aware Online Learning Algorithm for Markov Decision Processes
Arghyadip Roy, Vivek Borkar, Abhay Karandikar +1
To overcome the curse of dimensionality and curse of modeling in Dynamic Programming (DP) methods for solving classical Markov Decision Process (MDP) problems, Reinforcement Learni…
Control and Management of Multiple RATs in Wireless Networks: An SDN Approach
Akshatha Nayak M., Arghyadip Roy, Pranav Jha +1
Telecom operators are using a variety of Radio Access Technologies (RATs) for providing services to mobile subscribers. This development has emphasized the requirement for unified…
An Energy-Aware WLAN Discovery Scheme for LTE HetNet
Pravjyot Singh Deogun, Arghyadip Roy, Abhay Karandikar
Recently, there has been significant interest in the integration and co-existence of Third Generation Partnership Project (3GPP) Long Term Evolution (LTE) with other Radio Access T…
Optimal Traffic Splitting Policy in LTE-based Heterogeneous Network
Pradnya Kiri Taksande, Arghyadip Roy, Abhay Karandikar
Dual Connectivity (DC) is a technique proposed to address the problem of increased handovers in heterogeneous networks. In DC, a foreground User Equipment (UE) with multiple transc…
Performance Evaluation of Optimal Radio Access Technology Selection Algorithms for LTE-WiFi Network
Arghyadip Roy, Prasanna Chaporkar, Abhay Karandikar
A Heterogeneous Network (HetNet) comprises of multiple Radio Access Technologies (RATs) allowing a user to associate with a specific RAT and steer to other RATs in a seamless manne…