Hajime Shimao

Santa Fe Institute

1399 Hyde Park Road

Santa Fe, NM 87501

United States

SCHOLARLY PAPERS

8

DOWNLOADS

1,356

SSRN CITATIONS

0

CROSSREF CITATIONS

0

Scholarly Papers (8)

1.

Addressing Fairness in Machine Learning Predictions: Strategic Best-Response Fair Discriminant Removed Algorithm

Number of pages: 49 Posted: 13 Jun 2019 Last Revised: 24 Jan 2024
Santa Fe Institute, McGill University - Desautels Faculty of Management, Purdue University and Desautels Faculty of Management, McGill University
Downloads 418 (126,328)
Citation 1

Abstract:

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machine learning, discrimination, fairness, prediction

2.

Welfare Cost of Fair Prediction and Pricing in Insurance Market

UNSW Business School Research Paper Forthcoming
Number of pages: 48 Posted: 28 Sep 2022 Last Revised: 14 Dec 2022
Hajime Shimao and Fei Huang
Santa Fe Institute and UNSW Australia Business School, School of Risk & Actuarial Studies
Downloads 304 (179,144)

Abstract:

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Welfare Cost; General Insurance; Fairness-aware Machine Learning; Accountability in Machine Learning; Price Discrimination

3.

So You Think You Are Safe: Implications of Quality Uncertainty in Security Software

Number of pages: 50 Posted: 24 Jun 2015 Last Revised: 12 Jul 2021
Santa Fe Institute, McGill University - Desautels Faculty of Management, Purdue University - Daniels School of Business and Purdue University
Downloads 264 (207,025)

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Economics of Information Security, Information Uncertainty, Misinformation, Risk Compensation Behavior

4.

Major Complexity Index and College Skill Production

Number of pages: 71 Posted: 22 Mar 2021 Last Revised: 15 Jul 2023
Xiaoxiao Li, Sebastian Linde and Hajime Shimao
Villanova University, Medical College of Wisconsin and Santa Fe Institute
Downloads 167 (316,653)

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Return to College Major; Major-to-Occupation Network; Skill Production

5.

Revisiting the CEO Effect Through a Machine Learning Lens

Number of pages: 19 Posted: 31 Oct 2023
Santa Fe Institute, Purdue University - Daniels School of Business, McGill University - Desautels Faculty of Management and Desautels Faculty of Management, McGill University
Downloads 111 (436,419)

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CEO effect, machine learning, predictive analytics

6.

UnivProd: A University Production Dataset

Number of pages: 10 Posted: 01 Apr 2022
Santa Fe Institute, Santa Fe Institute, Villanova University, Villanova University, Santa Fe Institute, Arizona State University (ASU) - School of Complex Adaptive Systems and Santa Fe Institute
Downloads 92 (496,679)

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Production Function, Microsoft Academic Graph

7.

The Use of AI in Legal Systems: Determining Independent Contractor vs. Employee Status

Queen's University Legal Research Paper Forthcoming; Artificial Intelligence and Law (Forthcoming).
Posted: 28 Jan 2022 Last Revised: 30 Mar 2023
Desautels Faculty of Management, McGill University, Queen's University - Faculty of Law, McGill University - Desautels Faculty of Management, Santa Fe Institute and Brandeis University

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Employment Law, Artificial Intelligence, Predictive Models, Decision-Support Legal Systems

8.

The Cost of Fairness: Evaluating Economic Implications of Fairness-Aware Machine Learning

Posted: 14 Jan 2019 Last Revised: 17 Feb 2023
Santa Fe Institute, New York University and McGill University - Desautels Faculty of Management

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fairness-aware machine learning, fair machine learning, machine learning discrimination