Data-Driven Adaptive Network Slicing for Multi-Tenant Networks

no code implementations • 7 Jun 2021 • Navid Reyhanian, Zhi-Quan Luo

We propose a Frank-Wolfe algorithm to iteratively solve approximated problems in long time-scales.

Resource Reservation in Backhaul and Radio Access Network with Uncertain User Demands

no code implementations • 23 Feb 2021 • Navid Reyhanian, Hamid Farmanbar, Zhi-Quan Luo

In this paper, we consider the problem of joint resource reservation in the backhaul and Radio Access Network (RAN) based on the statistics of user demands and channel states, and also network availability.

Online Stochastic Gradient Descent Learns Linear Dynamical Systems from A Single Trajectory

no code implementations • 23 Feb 2021 • Navid Reyhanian, Jarvis Haupt

This work investigates the problem of estimating the weight matrices of a stable time-invariant linear dynamical system from a single sequence of noisy measurements.