Can machine learning help improve computational methods in finance?
Cody Hyndman
 Associate Professor and Chair
 Department of Mathematics and Statistics
 mathematical finance6
 computational finance3
 machine learning45
 investment risk18
 stochastic analysis12
 data science34
 financial engineering3
 financial derivatives7
 insurance3
 commodities7
 risk modeling7
 probability theory9
 actuarial mathematics4
 risk18
 stochastic processes7
 filtering and control
 risk analysis10
 futures contracts6
 statistical modeling13
 business analytics8

Frédéric Godin
financial engineering, mathematical finance, risk management

Mélina Mailhot
actuarial mathematics, risk, multivariate statistics

Stylianos Perrakis
financial engineering, capital structure, financial markets

José Garrido
risk theory, actuarial mathematics, ruin theory

Gregory Lypny
experimental economics, behavioral economics, behavioral finance

Latha Shanker
financial derivatives, risk management, international banking

Ravi Mateti
corporate finance, fixed income analysis, financial derivatives

Krzysztof Dzieciolowski
business analytics, data science, artificial intelligence

Michael T. Hallett
computational biology, bioinformatics, systems biology

Lorne Nelson Switzer
economics of technological change, small cap equities, financial derivatives

Mohsen Farhadloo
machine learning, data mining, text analytics

Jamshid EtezadiAmoli
multivariate statistics, business statistics, structural equation modeling

Ketra Schmitt
risk analysis, systems models, technology policy

Salim Lahmiri
artificial intelligence, data science, predictive analytics

Heejeong Kim
macroeconomics, business cycles, socioeconomic marginalization

Yan Liu
big data, distributed/parallel systems, deep learning

Heena Rathore
ubiquitous and pervasive computing, cyberphysical systems, mobile computing

Xintong Han
microeconometrics, applied econometrics, economics of education

Laurent PotvinTrottier
synthetic biology, systems biology, microfluidics

Farnoosh Naderkhani
conditionbased maintenance, stochastic analysis, quality management

Lea Popovic
probability theory, randomness in the living world, mathematical biology

Jun Yan
smart grids, cyberphysical security, machine learning

Essam Mansour
distributed/parallel systems, web data management, largescale analytics on strings

Jun Cai
machine learning, distributed/parallel systems, energy efficiency

Mohamed Ouf
green buildings, occupant behavior, energy modeling and optimization

Fereshteh Mafakheri
system engineering and evolution, multicriteria decision making, project management

Ivan Contreras
transportation systems, networks, large scale optimization

Jia Yuan Yu
data science, decision theory, machine learning

Ali Nazemi
water security, climate change, coupled humanwater systems

Juliane Proelss
alternative investment strategies, hedging, risk management

Ali Akgunduz
aviation industry, air traffic control, greener aviation

Pawel Gora
complex dynamic systems, ergodic theory, absolute continuity

Leila Kosseim
computational linguistics, natural language processing, artificial intelligence

Bruno Lee
buildings, energy efficiency, energy modeling and optimization

Xiao Huang
supply chains, operations management, game theory

Damba Lkhagvasuren
unemployment, business cycles, labour economics

Simone Brugiapaglia
data science, computational mathematics, compressed sensing

Yogendra P. Chaubey
statistical methodology, linear models, statistical modeling