output
20102021
most citedOptimization Problems for Machine Learning: A Survey

373 citations

11 papers

cs.CY2021★ 3 cited

Text Mining Undergraduate Engineering Programs' Applications: the Role of Gender, Nationality, and Socio-economic Status

Bo Lin, Bissan Ghaddar, Ada Hurst

Women, visible minorities, and other socially disadvantaged groups continue to be underrepresented in STEM education. Understanding students' motivations for pursuing a STEM major,…

econ.EM2021★ 4 cited

Measuring Financial Advice: aligning client elicited and revealed risk

John R. J. Thompson, Longlong Feng, R. Mark Reesor +2

Financial advisors use questionnaires and discussions with clients to determine a suitable portfolio of assets that will allow clients to reach their investment objectives. Financi…

math.OC2020★ 120 cited

Electric Vehicle Routing and Charging/Discharging under Time-Variant Electricity Prices

Bo Lin, Bissan Ghaddar, Jatin Nathwani

The integration of electric vehicles (EVs) with the energy grid has become an important area of research due to the increasing EV penetration in today's transportation systems. Und…

cs.CY2020★ 110 cited

The De-democratization of AI: Deep Learning and the Compute Divide in Artificial Intelligence Research

Nur Ahmed, Muntasir Wahed

Increasingly, modern Artificial Intelligence (AI) research has become more computationally intensive. However, a growing concern is that due to unequal access to computing power, o…

cs.LG2020★ 194 cited

Deep Reinforcement Learning for Electric Vehicle Routing Problem with Time Windows

Bo Lin, Bissan Ghaddar, Jatin Nathwani

The past decade has seen a rapid penetration of electric vehicles (EV) in the market, more and more logistics and transportation companies start to deploy EVs for service provision…

econ.EM2020★ 20 cited

Know Your Clients' behaviours: a cluster analysis of financial transactions

John R. J. Thompson, Longlong Feng, R. Mark Reesor +1

In Canada, financial advisors and dealers are required by provincial securities commissions and self-regulatory organizations--charged with direct regulation over investment dealer…

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…

q-fin.GN2018★ 12 cited

Dynamic Pricing and Learning with Competition: Insights from the Dynamic Pricing Challenge at the 2017 INFORMS RM & Pricing Conference

Ruben van de Geer, Arnoud V. den Boer, Christopher Bayliss +10

This paper presents the results of the Dynamic Pricing Challenge, held on the occasion of the 17th INFORMS Revenue Management and Pricing Section Conference on June 29-30, 2017 in…

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…

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…

cs.SE2010★ 28 cited

Using entropy measures for comparison of software traces

A. V. Miranskyy, M. Davison, M. Reesor +1

The analysis of execution paths (also known as software traces) collected from a given software product can help in a number of areas including software testing, software maintenan…