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Publications

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  • All HBS Web  (139)
    • Faculty Publications  (38)

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    • All HBS Web  (139)
      • Faculty Publications  (38)

      Regression ModelsRemove Regression Models →

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      • 14 Aug 2017
      • Conference Presentation

      A Convex Framework for Fair Regression

      By: Richard Berk, Hoda Heidari, Shahin Jabbari, Matthew Joseph, Michael J. Kearns, Jamie Morgenstern, Seth Neel and Aaron Roth
      We introduce a flexible family of fairness regularizers for (linear and logistic) regression problems. These regularizers all enjoy convexity, permitting fast optimization, and they span the range from notions of group fairness to strong individual fairness. By varying... View Details
      Keywords: Regression Models; Machine Learning; Fairness; Framework; Mathematical Methods
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      Berk, Richard, Hoda Heidari, Shahin Jabbari, Matthew Joseph, Michael J. Kearns, Jamie Morgenstern, Seth Neel, and Aaron Roth. "A Convex Framework for Fair Regression." Paper presented at the 4th Workshop on Fairness, Accountability, and Transparency in Machine Learning, Special Interest Group on Knowledge Discovery and Data Mining (SIGKDD), August 14, 2017.
      • Other Article

      Exploring the Relationship Between Architecture Coupling and Software Vulnerabilities

      By: Robert Lagerstrom, Carliss Y. Baldwin, Alan MacCormack, Daniel J. Sturtevant and Lee Doolan
      Employing software metrics, such as size and complexity, for predicting defects has been given a lot of attention over the years and proven very useful. However, the few studies looking at software architecture and vulnerabilities are limited in scope and findings. We... View Details
      Keywords: Security Vulnerabilities; Software Architecture; Metrics; Software; Complexity; Measurement and Metrics
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      Lagerstrom, Robert, Carliss Y. Baldwin, Alan MacCormack, Daniel J. Sturtevant, and Lee Doolan. "Exploring the Relationship Between Architecture Coupling and Software Vulnerabilities." Proceedings of the International Symposium on Engineering Secure Software and Systems (ESSoS) 9th (2017): 53–69. (Part of Lecture Notes in Computer Science, ISSN 0302-9743.)
      • 2018
      • Working Paper

      Opportunistic Returns and Dynamic Pricing: Empirical Evidence from Online Retailing in Emerging Markets

      By: Chaithanya Bandi, Antonio Moreno, Donald Ngwe and Zhiji Xu
      We investigate how dynamic pricing can lead to higher operational costs through more product returns in the online retail industry. Dynamic pricing has been widely applied by many online retailers. Research has shown that, in response to dynamic pricing, some customers... View Details
      Keywords: Price; Policy; Consumer Behavior; Cost Management; Emerging Markets; Retail Industry
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      Bandi, Chaithanya, Antonio Moreno, Donald Ngwe, and Zhiji Xu. "Opportunistic Returns and Dynamic Pricing: Empirical Evidence from Online Retailing in Emerging Markets." Working Paper, September 2018.
      • Article

      Transition to Clean Technology

      By: Daron Acemoglu, Ufuk Akcigit, Douglas Hanley and William R. Kerr
      We develop a microeconomic model of endogenous growth where clean and dirty technologies compete in production and innovation, in the sense that research can be directed to either clean or dirty technologies. If dirty technologies are more advanced to start with, the... View Details
      Keywords: Technological Innovation; Entrepreneurship; Environmental Sustainability; Green Technology Industry
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      Acemoglu, Daron, Ufuk Akcigit, Douglas Hanley, and William R. Kerr. "Transition to Clean Technology." Special Issue on Climate Change and the Economy. Journal of Political Economy 124, no. 2 (February 2016): 52–104.
      • 2015
      • Working Paper

      The Probability of Rare Disasters: Estimation and Implications

      By: Emil Siriwardane
      I analyze a rare disasters economy that yields a measure of the risk neutral probability of a macroeconomic disaster, p*t. A large panel of options data provides strong evidence that p*t is the single factor driving option-implied jump risk measures in the cross... View Details
      Keywords: Financial Markets; Forecasting and Prediction; Financial Crisis; Macroeconomics
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      Siriwardane, Emil. "The Probability of Rare Disasters: Estimation and Implications." Harvard Business School Working Paper, No. 16-061, November 2015.
      • 2015
      • Working Paper

      A Theory of Intergenerational Mobility

      By: Gary Becker, Scott Duke Kominers, Kevin Murphy and Jorg L. Spenkuch
      We develop a model of intergenerational resource transmission that emphasizes the link between cross-sectional inequality and intergenerational mobility. By drawing on first principles of human capital theory, we derive several novel results. In particular, we show... View Details
      Keywords: Intergenerational Mobility; Inequality; Complementarities; Human Capital; Equality and Inequality; Income; Family and Family Relationships
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      Becker, Gary, Scott Duke Kominers, Kevin Murphy, and Jorg L. Spenkuch. "A Theory of Intergenerational Mobility." Working Paper, August 2015.
      • Article

      The Cross Section of Expected Holding Period Returns and Their Dynamics: A Present Value Approach

      By: Matthew R. Lyle and Charles C.Y. Wang
      We provide a tractable model of firm-level expected holding period returns using two firm fundamentals—book-to-market ratio and ROE—and study the cross-sectional properties of the model-implied expected returns. We find that 1) firm-level expected returns and expected... View Details
      Keywords: Expected Returns; Discount Rates; Holding Period Returns; Fundamental Valuation; Present Value; Valuation; Investment Return
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      Lyle, Matthew R., and Charles C.Y. Wang. "The Cross Section of Expected Holding Period Returns and Their Dynamics: A Present Value Approach." Journal of Financial Economics 116, no. 3 (June 2015): 505–525.
      • February 2015
      • Article

      The Great Recession, Insurance Mandates, and the Use of In Vitro Fertilization Services in the United States

      By: Sorapop Kiatpongsan, Robert S. Huckman and Mark D. Hornstein
      Objective: To investigate the relationship between economic activities, insurance mandates, and the use of in vitro fertilization (IVF) in the United States.

      Design: We examined the correlation between the coincident index (a proxy for overall economic... View Details
      Keywords: Macroeconomics; Recessions; Medical Care; In Vitro Fertilization; Health Industry; United States
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      Kiatpongsan, Sorapop, Robert S. Huckman, and Mark D. Hornstein. "The Great Recession, Insurance Mandates, and the Use of In Vitro Fertilization Services in the United States." Fertility and Sterility 103, no. 2 (February 2015): 448–454.
      • October 2014 (Revised August 2018)
      • Case

      Caesars Entertainment

      By: Janice H. Hammond and Aldo Sesia
      This case describes the introduction of a regression analysis model for forecasting guest arrivals to Caesars Palace hotel in Las Vegas, Nevada. The company will use the forecast to staff the front desk in the hotel. The staff is unionized and the company has little... View Details
      Keywords: Forecasting; Staffing; Gaming; Gaming Industry; Hotel Industry; Decision Making; Forecasting and Prediction; Human Resources; Selection and Staffing; Entertainment; Games, Gaming, and Gambling; Operations; Service Delivery; Service Operations; Accommodations Industry; Travel Industry; Tourism Industry; Food and Beverage Industry; Las Vegas
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      Hammond, Janice H., and Aldo Sesia. "Caesars Entertainment." Harvard Business School Case 615-031, October 2014. (Revised August 2018.)
      • May 2010
      • Article

      Bye Bye Bundles: The Unbundling of Music in Digital Channels

      By: Anita Elberse
      Fueled by digital distribution, unbundling is prevalent in many information industries. What is the effect of this unbundling on sales? And what bundle characteristics drive this effect? I empirically examine these questions in the context of the music industry, using... View Details
      Keywords: Unbundling; Bundling; Digital Distribution; System-of-equations Modeling; Sales; Distribution Channels; Framework; Mathematical Methods; Revenue; Reputation; Internet and the Web; System; E-commerce; Information Industry; Music Industry
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      Elberse, Anita. "Bye Bye Bundles: The Unbundling of Music in Digital Channels." Journal of Marketing 74, no. 3 (May 2010): 107–123.
      • September 2009
      • Article

      A Detailed Analysis of the Reduction Mammaplasty Learning Curve: A Statistical Process Model for Approaching Surgical Performance Improvement

      By: Matthew Carty MD, Rodney Chan, Robert S. Huckman, Daniel C. Snow and Dennis Orgill

      Background: The increased focus on quality and efficiency improvement within academic surgery has met with variable success among plastic surgeons. Traditional surgical performance metrics, such as morbidity and mortality, are insufficient to improve the... View Details

      Keywords: Experience and Expertise; Health Care and Treatment; Medical Specialties; Outcome or Result; Performance Efficiency; Performance Improvement
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      Carty, Matthew, MD, Rodney Chan, Robert S. Huckman, Daniel C. Snow, and Dennis Orgill. "A Detailed Analysis of the Reduction Mammaplasty Learning Curve: A Statistical Process Model for Approaching Surgical Performance Improvement." Plastic and Reconstructive Surgery 124, no. 3 (September 2009): 706–714.
      • 2009
      • Article

      Modeling Expert Opinions on Food Healthfulness: A Nutrition Metric

      By: Jolie M. Martin, John Beshears, Katherine L. Milkman, Max H. Bazerman and Lisa Sutherland

      Research over the last several decades indicates the failure of existing nutritional labels to substantially improve the healthiness of consumers' food and beverage choices. The difficulty for policy-makers is to encapsulate a wide body of scientific knowledge in a... View Details

      Keywords: Judgments; Food; Nutrition; Labels; Knowledge Use and Leverage; Demand and Consumers; Measurement and Metrics; Mathematical Methods
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      Martin, Jolie M., John Beshears, Katherine L. Milkman, Max H. Bazerman, and Lisa Sutherland. "Modeling Expert Opinions on Food Healthfulness: A Nutrition Metric." Journal of the American Dietetic Association 109, no. 6 (June 2009): 1088–1091.
      • 2008
      • Working Paper

      Communication (and Coordination?) in a Modern, Complex Organization

      By: Adam M. Kleinbaum, Toby E. Stuart and Michael L. Tushman
      This is a descriptive study of the structure of communications in a modern organization. We analyze a dataset with millions of electronic mail messages, calendar meetings and teleconferences for many thousands of employees of a single, multidivisional firm during a... View Details
      Keywords: Business Conglomerates; Interpersonal Communication; Organizational Structure; Social Issues; Boundaries
      Citation
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      Kleinbaum, Adam M., Toby E. Stuart, and Michael L. Tushman. "Communication (and Coordination?) in a Modern, Complex Organization." Harvard Business School Working Paper, No. 09-004, July 2008.
      • March – April 2008
      • Article

      Interorganizational Trust, Governance Choice, and Exchange Performance

      By: Ranjay Gulati and Jackson Nickerson
      This paper looks at when and how preexisting interorganizational trust influences the choice of governance and in turn the performance of exchange relationships. We theorize that preexisting interorganizational trust complements the choice of governance mode (make,... View Details
      Keywords: Corporate Governance; Organizational Culture; Performance Improvement; Conflict and Resolution; Trust
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      Gulati, Ranjay, and Jackson Nickerson. "Interorganizational Trust, Governance Choice, and Exchange Performance." Organization Science 19, no. 2 (March–April 2008): 1–21.
      • 2006
      • Chapter

      Advanced Regression Models

      By: Raghuram Iyengar and Sunil Gupta
      Keywords: Mathematical Methods
      Citation
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      Iyengar, Raghuram, and Sunil Gupta. "Advanced Regression Models." In Handbook of Marketing Research, edited by Rajiv Grover. Sage Publications, 2006.
      • March 1993 (Revised May 1994)
      • Background Note

      Multiplicative Regression Models

      By: Arthur Schleifer Jr.
      Citation
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      Schleifer, Arthur, Jr. "Multiplicative Regression Models." Harvard Business School Background Note 893-013, March 1993. (Revised May 1994.)
      • July 1985 (Revised May 1988)
      • Background Note

      Multiplicative Regression Models

      By: Arthur Schleifer Jr.
      Citation
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      Schleifer, Arthur, Jr. "Multiplicative Regression Models." Harvard Business School Background Note 186-031, July 1985. (Revised May 1988.)
      • Forthcoming
      • Article

      Slowly Varying Regression Under Sparsity

      By: Dimitris Bertsimas, Vassilis Digalakis Jr, Michael Lingzhi Li and Omar Skali Lami
      We consider the problem of parameter estimation in slowly varying regression models with sparsity constraints. We formulate the problem as a mixed integer optimization problem and demonstrate that it can be reformulated exactly as a binary convex optimization problem... View Details
      Keywords: Mathematical Methods; Analytics and Data Science
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      Bertsimas, Dimitris, Vassilis Digalakis Jr, Michael Lingzhi Li, and Omar Skali Lami. "Slowly Varying Regression Under Sparsity." Operations Research (forthcoming). (Pre-published online March 27, 2024.)
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