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- Faculty Publications (8)
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- 2022
- Article
Exploring Counterfactual Explanations Through the Lens of Adversarial Examples: A Theoretical and Empirical Analysis.
By: Martin Pawelczyk, Chirag Agarwal, Shalmali Joshi, Sohini Upadhyay and Himabindu Lakkaraju
As machine learning (ML) models become more widely deployed in high-stakes applications, counterfactual explanations have emerged as key tools for providing actionable model explanations in practice. Despite the growing popularity of counterfactual explanations, a...
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Keywords:
Machine Learning Models;
Counterfactual Explanations;
Adversarial Examples;
Mathematical Methods
Pawelczyk, Martin, Chirag Agarwal, Shalmali Joshi, Sohini Upadhyay, and Himabindu Lakkaraju. "Exploring Counterfactual Explanations Through the Lens of Adversarial Examples: A Theoretical and Empirical Analysis." Proceedings of the International Conference on Artificial Intelligence and Statistics (AISTATS) 25th (2022).
- 2021
- Chapter
International Business History and the Strategy of Multinational Enterprises: How History Matters
By: Geoffrey Jones and Teresa da Silva Lopes
This chapter provides an overview of the evolution of international business over the long-run as well as the strategies of MNEs. It highlights how strategies became more complex over time with MNEs moving from being coordinators of resources and managers of...
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Keywords:
Multinational;
International Business;
Internalization;
Globalization;
Theory;
Multinational Firms and Management;
Business History;
Africa;
Asia;
Europe;
Latin America;
Middle East;
North and Central America
Jones, Geoffrey, and Teresa da Silva Lopes. "International Business History and the Strategy of Multinational Enterprises: How History Matters." Chap. 2 in The Oxford Handbook of International Business Strategy, edited by Kamel Mellahi, Klaus E. Meyer, Rajneesh Narula, Irina Surdu, and Alain Verbeke. Oxford, United Kingdom: Oxford University Press, 2021.
- Article
Seeker Beware: The Interpersonal Costs of Ignoring Advice
Prior advice research has focused on why people rely on (or ignore) advice and its impact on judgment accuracy. We expand the consideration of advice-seeking outcomes by investigating the interpersonal consequences of advice seekers’ decisions. Across nine studies, we...
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Keywords:
Advice;
Advice Seeking;
Expertise;
Impression Management;
Wisdom Of Crowds;
Interpersonal Communication;
Relationships;
Behavior;
Experience and Expertise;
Perception;
Judgments;
Outcome or Result
Blunden, Hayley, Jennifer M. Logg, Alison Wood Brooks, Leslie John, and Francesca Gino. "Seeker Beware: The Interpersonal Costs of Ignoring Advice." Organizational Behavior and Human Decision Processes 150 (January 2019): 83–100.
- September 2018
- Supplement
Advent International: Kroton Investment
By: Victoria Ivashina, Priscilla Zogbi and Ruth Kostas
Keywords:
Private Equity;
Acquisition;
IPO;
Valuation;
Education;
Distance Learning;
Turnaround;
Growth;
Exit;
PE;
Buyer;
Middle-class;
Low Income;
K-12;
Entrepreneur;
Family Business;
University;
College;
Consolidation;
Fragmentation;
Penetration;
Value;
Shares;
Control;
Negotiation;
Equity;
Transaction;
Board;
Majority;
Minority;
Post-secondary;
Leverage;
Campus;
Deal;
Shareholder;
Tag Along
- September 2018
- Case
Advent International: Kroton Investment
By: Victoria Ivashina, Ruth Kostas and Priscilla Zogbi
Keywords:
Private Equity;
Acquisition;
IPO;
Valuation;
Education;
Distance Learning;
Turnaround;
Growth;
Exit;
PE;
Buyer;
Middle-class;
Low Income;
K-12;
Entrepreneur;
Family Business;
University;
College;
Consolidation;
Fragmentation;
Penetration;
Value;
Shares;
Control;
Negotiation;
Equity;
Transaction;
Board;
Majority;
Minority;
Post-secondary;
Leverage;
Campus;
Deal;
Shareholder;
Tag Along;
Brazil;
Latin America
Ivashina, Victoria, Ruth Kostas, and Priscilla Zogbi. "Advent International: Kroton Investment." Harvard Business School Case 219-035, September 2018.
- August 2018 (Revised April 2019)
- Case
Chateau Winery (A): Unsupervised Learning
By: Srikant M. Datar and Caitlin N. Bowler
This case follows Bill Booth, marketing manager of a regional wine distributor, as he applies unsupervised learning on data about his customers’ purchases to better understand their preferences. Specifically, he uses the K-means clustering technique to identify groups...
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Datar, Srikant M., and Caitlin N. Bowler. "Chateau Winery (A): Unsupervised Learning." Harvard Business School Case 119-023, August 2018. (Revised April 2019.)
- July 1989
- Article
Immunizing Children Against the Negative Effects of Reward
By: B. A. Hennessey, T. M. Amabile and M. Martinage
Two studies were conducted to examine the effect of intrinsic motivation training on children's subsequent motivational orientation and creativity in an expected reward situation. Past research has demonstrated the overjustification effect: Children who work on an...
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Keywords:
Creativity;
Motivation and Incentives;
Training;
Early Childhood Education;
Learning;
Teaching
Hennessey, B. A., T. M. Amabile, and M. Martinage. "Immunizing Children Against the Negative Effects of Reward." Contemporary Educational Psychology 14, no. 3 (July 1989): 212–227.
- Research Summary
Overview
In examining the competitive dynamics of R&D strategy, Josh has become particularly interested in how the introduction of new knowledge generated by rivals impacts the direction of R&D efforts. Understanding how new information alters project portfolio decisions is...
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