activity
20152024
most citedOptimization Problems for Machine Learning: A Survey

373 citations · 380 across the 5 of their papers we have counts for

collaborators

6 papers

cs.NI2024

Probabilistic Fault-Tolerant Robust Traffic Grooming in OTN-over-DWDM Networks

Dimitrios Michael Manias, Joe Naoum-Sawaya, Abbas Javadtalab +1

The development of next-generation networks is revolutionizing network operators' management and orchestration practices worldwide. The critical services supported by these network…

math.OC2024

Degree reduction techniques for polynomial optimization problems

Brais González-Rodríguez, Joe Naoum-Sawaya

This paper presents a new approach to quadrify a polynomial programming problem, i.e. reduce the polynomial program to a quadratic program, before solving it. The proposed approach…

math.OC2019★ 373 cited

Optimization Problems for Machine Learning: A Survey

Claudio Gambella, Bissan Ghaddar, Joe Naoum-Sawaya

This paper surveys the machine learning literature and presents in an optimization framework several commonly used machine learning approaches. Particularly, mathematical optimizat…

eess.SY2016

Pedestrian-Aware Engine Management Strategies for Plug-in Hybrid Electric Vehicles

Yingqi Gu, Mingming Liu, Joe Naoum-Sawaya +3

Electric Vehicles (EVs) and Plug-in Hybrid Electric Vehicles (PHEVs) are increasingly being seen as a means of mitigating the pressing concerns of traffic-related pollution. While…

eess.SY2016

Smart Procurement of Naturally Generated Energy (SPONGE) for Plug-in Hybrid Electric Buses

Joe Naoum-Sawaya, Emanuele Crisostomi, Mingming Liu +2

We discuss a recently introduced ECO-driving concept known as SPONGE in the context of Plug-in Hybrid Electric Buses (PHEB)'s.Examples are given to illustrate the benefits of this…

math.OC2015★ 7 cited

Alternative SDP and SOCP Approximations for Polynomial Optimization

Xiaolong Kuang, Bissan Ghaddar, Joe Naoum-Sawaya +1

In theory, hierarchies of semidefinite programming (SDP) relaxations based on sum of squares (SOS) polynomials have been shown to provide arbitrarily close approximations for a gen…