Scott Sanner

Assistant Professor

Department of Mechanical and Industrial Engineering, University of Toronto

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Research Interests
Machine Learning and Large-scale Data Analysis, Artificial Intelligence (AI), Information Retrieval, Social Media, Recommender Systems, Sequential Decision Optimization, Operations Research, Smart Cities Applications.

Papers179 papers

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Reading the city through its neighbourhoods: Deep text embeddings of Yelp reviews as a basis for determining similarity and change

Alexander W. Olson, Fernando Calderón-Figueroa, Olimpia Bidian, Daniel Silver,Scott Sanner

Cities, (2021): 103045

Bibtex

Online Continual Learning in Image Classification: An Empirical Survey

Zheda Mai, Ruiwen Li, Jihwan Jeong, David Quispe, Hyunwoo Kim,Scott Sanner

Bibtex

Online Class-Incremental Continual Learning with Adversarial Shapley Value

Dongsub Shim, Zheda Mai, Jihwan Jeong,Scott Sanner, Hyunwoo Kim, Jongseong Jang

AAAI 2021, (2021)

Bibtex

Evaluation of data-driven thermal models for multi-hour predictions using residential smart thermostat data

Brent Huchuk,Scott Sanner, William O'Brien

Journal of Building Performance Simulation, pp.1-20, (2021)

Bibtex

Latent Linear Critiquing for Conversational Recommender Systems

Kai Luo,Scott Sanner,Ga Wu, Hanze Li, Hojin Yang

WWW '20: The Web Conference 2020 Taipei Taiwan April, 2020, pp.2535-2541, (2020)

Cited by7EIBibtex

Contextual Policy Transfer in Reinforcement Learning Domains via Deep Mixtures-of-Experts

Michael Gimelfarb,Scott Sanner, Chi-Guhn Lee

Bibtex

Evaluation of Machine Learning Algorithms for Predicting Readmission after Acute Myocardial Infarction Using Routinely Collected Clinical Data

Shagun Gupta,Dennis T. Ko,Paymon Azizi, Mohamed R. Bouadjenek,Maria Koh,Alice Chong,Peter Austin,Scott Sanner

Canadian Journal of Cardiology, no. 6 (2020): 878-885

Cited by4WOSBibtex

Bayesian Networks for Data Integration in the Absence of Foreign Keys

Bohan Zhang,Scott Sanner,Mohamed Reda Bouadjenek, Shagun Gupta

IEEE Transactions on Knowledge and Data Engineering, pp.1-1, (2020)

Cited by1Bibtex

{\epsilon}-BMC: A Bayesian Ensemble Approach to Epsilon-Greedy Exploration in Model-Free Reinforcement Learning

Michael Gimelfarb,Scott Sanner,Chi-Guhn Lee

Cited by1Bibtex

Attentive Autoencoders for Multifaceted Preference Learning in One-class Collaborative Filtering

Zheda Mai,Ga Wu, Kai Luo,Scott Sanner

ICDM, pp.165-172, (2020)

EIBibtex

Cybersecurity Enhancement of Transformer Differential Protection Using Machine Learning

Martiya Zare Jahromi, Amir Abiri Jahromi,Scott Sanner, Deepa Kundur, Marthe Kassouf

power and energy society general meeting, (2020)

Bibtex

A Deep Learning-Based Cyberattack Detection System for Transmission Protective Relays

Yew Meng Khaw, Amir Abiri Jahromi, Mohammadreza F. M. Arani,Scott Sanner, Deepa Kundur, Marthe Kassouf

IEEE Transactions on Smart Grid, pp.1-1, (2020)

Bibtex

Bayesian Networks for Data Integration in the Absence of Foreign Keys

Bohan Zhang,Scott Sanner, Mohamed Reda Bouadjenek, Shagun Gupta

IEEE Transactions on Knowledge and Data Engineering, no. 4 (2020): 803-808

Cited by1EIWOSBibtex

A Ranking Optimization Approach to Latent Linear Critiquing for Conversational Recommender Systems

Hanze Li,Scott Sanner, Kai Luo,Ga Wu

RecSys, pp.13-22, (2020)

EIBibtex

Classification and Regression via Integer Optimization for Neighborhood Change

Alexander W. Olson, Kexin Zhang, Fernando Calderon‐Figueroa, Ronen Yakubov,Scott Sanner, Daniel Silver, Dani Arribas‐Bel

Geographical Analysis, (2020)

Cited by1Bibtex

Scalable planning with deep neural network learned transition models

Ga Wu, Buser Say,Scott Sanner

Journal of Artificial Intelligence Research, (2020): 571-606

Cited by6Bibtex

Relevance- and interface-driven clustering for visual information retrieval

Mohamed Reda Bouadjenek,Scott Sanner, Yihao Du

Information Systems, (2020): 101592

Cited by1EIBibtex

A comparative evaluation of unsupervised deep architectures for intrusion detection in sequential data streams

Dušan Sovilj, Paul Budnarain,Scott Sanner, Geoff Salmon, Mohan Rao

Expert Systems with Applications, (2020): 113577

Cited by2EIBibtex

Mitigating the Impact of Light Rail on Urban Traffic Networks using Mixed Integer Linear Programming

Iain Guilliard,Felipe Trevizan,Scott Sanner

IET Intelligent Transport Systems, no. 6 (2020): 523-533

EIWOSBibtex

Adversarial Shapley Value Experience Replay for Task-Free Continual Learning

Zheda Mai, Dongsub Shim, Jihwan Jeong,Scott Sanner, Hyunwoo Kim, Jongseong Jang

Cited by1Bibtex

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Papers179 papers

Scott Sanner