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Roy Kwon

University of Toronto - Department of Mechanical and Industrial Engineering

5 King's College Road

Toronto, Ontario M5S 3G8

Canada

SCHOLARLY PAPERS

9

DOWNLOADS
Rank 27,489

SSRN RANKINGS

Top 27,489

in Total Papers Downloads

4,640

TOTAL CITATIONS

22

Scholarly Papers (9)

1.

ChatGPT-based Investment Portfolio Selection

Number of pages: 25 Posted: 13 Aug 2023
SS&C Technologies - Algorithmics, Indian Institute of Technology Bombay and University of Toronto - Department of Mechanical and Industrial Engineering
Downloads 1,051 (53,536)
Citation 9

Abstract:

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Portfolio optimization, Investment management, Generative AI, ChatGPT

2.

A Regime-Switching Factor Model for Mean-Variance Optimization

Journal of Risk, 2020
Number of pages: 33 Posted: 28 May 2020
Giorgio Costa and Roy Kwon
University of Toronto and University of Toronto - Department of Mechanical and Industrial Engineering
Downloads 952 (62,392)

Abstract:

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Asset Allocation; Markov Regime Switching; Factor Model; Mean-Variance Optimization; Robust Optimization

3.

Generalized Risk Parity Portfolio Optimization: An ADMM Approach

Journal of Global Optimization
Number of pages: 35 Posted: 28 May 2020 Last Revised: 12 Oct 2020
Giorgio Costa and Roy Kwon
University of Toronto and University of Toronto - Department of Mechanical and Industrial Engineering
Downloads 754 (85,898)
Citation 2

Abstract:

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Non-Convex Optimization, Robust Optimization, ADMM, Risk Parity, Asset Allocation

4.

Integrating Prediction in Mean-Variance Portfolio Optimization

Number of pages: 48 Posted: 23 Feb 2021 Last Revised: 27 Sep 2021
Andrew Butler and Roy Kwon
University of Toronto - Department of Mechanical and Industrial Engineering and University of Toronto - Department of Mechanical and Industrial Engineering
Downloads 558 (125,837)
Citation 11

Abstract:

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Data driven stochastic-programming, Regression, Mean-variance optimization, Empirical risk minimization, Differentiable neural networks

5.

End-to-End, Decision-based, Cardinality-Constrained Portfolio Optimization

Number of pages: 35 Posted: 07 Nov 2023 Last Revised: 27 Nov 2023
Hassan Anis and Roy Kwon
University of Toronto, Mechanical and Industrial Engineering Department and University of Toronto - Department of Mechanical and Industrial Engineering
Downloads 428 (182,532)

Abstract:

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Portfolio Optimization, Cardinality Constraints, Differentiable Neural Networks, Decision-based Learning, End-to-end Optimization

6.

Cardinality Constrained Risk Parity Portfolios

Anis, Hassan T., and Roy H. Kwon. "Cardinality-Constrained Risk Parity Portfolios." European Journal of Operational Research (2022).
Number of pages: 26 Posted: 18 Mar 2021 Last Revised: 28 Mar 2022
Hassan Anis and Roy Kwon
University of Toronto, Mechanical and Industrial Engineering Department and University of Toronto - Department of Mechanical and Industrial Engineering
Downloads 319 (242,568)

Abstract:

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Integer Programming, Conic Optimization, Portfolio Optimization, Equal Risk Contributions, Risk Parity, Cardinality Constraints

7.

Generative AI-enhanced Sector-based Investment Portfolio Construction

Number of pages: 40 Posted: 31 Dec 2025
Ukrainian Catholic University, SS&C Technologies - Algorithmics, Hong Kong Polytechnic University, University of Toronto - Department of Mechanical and Industrial Engineering and SS&C Technologies
Downloads 248 (317,870)

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Investment Management, Portfolio Optimization, S&P 500 Sectors, Generative AI, Large Language Models

8.

A Shrinking Horizon Optimal Liquidation Framework with Lower Partial Moments Criteria

Journal of Computational Finance (Forthcoming)
Number of pages: 34 Posted: 12 Sep 2019
Hassan Anis and Roy Kwon
University of Toronto, Mechanical and Industrial Engineering Department and University of Toronto - Department of Mechanical and Industrial Engineering
Downloads 173 (444,808)

Abstract:

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Intraday Trading, Optimal Liquidation, Shrinking Horizon, Lower Partial Moments, Stochastic Programming

9.

Data-Driven Distributionally Robust Risk Parity Portfolio Optimization

Number of pages: 33 Posted: 27 Nov 2020
Giorgio Costa and Roy Kwon
University of Toronto and University of Toronto - Department of Mechanical and Industrial Engineering
Downloads 157 (485,678)

Abstract:

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Portfolio selection; Risk parity, Distributionally robust optimization, Statistical ambiguity, Saddle-point problem, Gradient descent