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  • 2023
  • Article

On Minimizing the Impact of Dataset Shifts on Actionable Explanations

By: Anna P. Meyer, Dan Ley, Suraj Srinivas and Himabindu Lakkaraju
The Right to Explanation is an important regulatory principle that allows individuals to request actionable explanations for algorithmic decisions. However, several technical challenges arise when providing such actionable explanations in practice. For instance, models... View Details
Keywords: Mathematical Methods; Analytics and Data Science
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  • 2022
  • Article

OpenXAI: Towards a Transparent Evaluation of Model Explanations

By: Chirag Agarwal, Satyapriya Krishna, Eshika Saxena, Martin Pawelczyk, Nari Johnson, Isha Puri, Marinka Zitnik and Himabindu Lakkaraju
While several types of post hoc explanation methods have been proposed in recent literature, there is very little work on systematically benchmarking these methods. Here, we introduce OpenXAI, a comprehensive and extensible opensource framework for evaluating and... View Details
Keywords: Measurement and Metrics; Analytics and Data Science
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  • March 2022 (Revised January 2025)
  • Technical Note

Linear Regression

By: Iavor I. Bojinov, Michael Parzen and Paul Hamilton
This note provides an overview of linear regression for an introductory data science course. It begins with a discussion of correlation, and explains why correlation does not necessarily imply causation. The note then describes the method of least squares, and how to... View Details
Keywords: Data Science; Linear Regression; Mathematical Modeling; Mathematical Methods; Analytics and Data Science
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  • Article

Detecting Adversarial Attacks via Subset Scanning of Autoencoder Activations and Reconstruction Error

By: Celia Cintas, Skyler Speakman, Victor Akinwande, William Ogallo, Komminist Weldemariam, Srihari Sridharan and Edward McFowland III
Reliably detecting attacks in a given set of inputs is of high practical relevance because of the vulnerability of neural networks to adversarial examples. These altered inputs create a security risk in applications with real-world consequences, such as self-driving... View Details
Keywords: Autoencoder Networks; Pattern Detection; Subset Scanning; Computer Vision; Statistical Methods And Machine Learning; Machine Learning; Deep Learning; Data Mining; Big Data; Large-scale Systems; Mathematical Methods; Analytics and Data Science
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  • Article

Computer-Aided Deliberation: Model Management and Group Decision Support

By: J. F. Nunamaker, L. M. Applegate and Benn R Konsynski
Keywords: Information Technology; Management; Groups and Teams; Decision Making
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  • 28 May 2014
  • News

Leveling the Playing Field for all Learners

Sal Khan (MBA 2003) is the founder and CEO of Khan Academy. In this video, he talks about new partnerships his organization is forming to bring the tools and advantages of online learning to wider audiences. “I’m the founder and executive director of the Khan Academy,... View Details
  • 12 Mar 2014
  • Research & Ideas

Entrepreneurship and Multinationals Drive Globalization

chapter on the impact of multinationals on Asia. This shows that the economies which developed the most diverse, complex, and technologically dynamic industrial sectors—Japan, Republic of Korea and... View Details
Keywords: by Sean Silverthorne; Beauty & Cosmetics; Manufacturing; Consumer Products; Pharmaceutical
  • Web

Winnie Karanja Archives | Social Enterprise

Curriculum Social Enterprise Student Club Social Entrepreneurship Summer Fellows Technology for Good Transformative Impact Tri-Sector Impact 1 Results Harnessing Energy, Collaboration, and Connections: A Week at the Upswell Forum Winnie... View Details
  • Web

Tatiana Theoto Archives | Social Enterprise

Curriculum Social Enterprise Student Club Social Entrepreneurship Summer Fellows Technology for Good Transformative Impact Tri-Sector Impact 1 Results Tackling food waste in Brazil: SE Summer Fellow Tatiana Novaes Theoto (MBA 2024)... View Details
  • Web

Kaitlin Klaustermeier Archives | Social Enterprise

Curriculum Social Enterprise Student Club Social Entrepreneurship Summer Fellows Technology for Good Transformative Impact Tri-Sector Impact 1 Results From Learning to Teaching Business and Entrepreneurship Alex Landon Kaitlin... View Details
  • Web

Holly Fetter Archives | Social Enterprise

Curriculum Social Enterprise Student Club Social Entrepreneurship Summer Fellows Technology for Good Transformative Impact Tri-Sector Impact 1 Results A Day in the Life of a Social Enterprise Student Leader: Holly Fetter (MBA 2020) Holly... View Details
  • Web

Devon Sanford Archives | Social Enterprise

Curriculum Social Enterprise Student Club Social Entrepreneurship Summer Fellows Technology for Good Transformative Impact Tri-Sector Impact 1 Results HBS Impact Investing Fund Makes First Investments Devon Sanford Tim Cho Zach Komes 07... View Details
  • Web

Derek Soled Archives | Social Enterprise

Curriculum Social Enterprise Student Club Social Entrepreneurship Summer Fellows Technology for Good Transformative Impact Tri-Sector Impact 1 Results Exploring the Intersection of Business & Health Care: Summer Fellow Derek Soled (MD/MBA... View Details
  • Web

Courtney Irwin Archives | Social Enterprise

Curriculum Social Enterprise Student Club Social Entrepreneurship Summer Fellows Technology for Good Transformative Impact Tri-Sector Impact 1 Results Entrepreneurship for Nutritional Equity: Summer Fellows Courtney Irwin & Noah Lizerbram... View Details
  • Web

Chekemma J. Fulmore-Townsend Archives | Social Enterprise

Curriculum Social Enterprise Student Club Social Entrepreneurship Summer Fellows Technology for Good Transformative Impact Tri-Sector Impact 1 Results Leading for Impact: Navigating the Reality of Non-Profit Leadership in a Post-Pandemic... View Details
  • Web

Bode Adunbarin Archives | Social Enterprise

Curriculum Social Enterprise Student Club Social Entrepreneurship Summer Fellows Technology for Good Transformative Impact Tri-Sector Impact 1 Results In Search of Affordability in Miami: SE Summer Fellow Bode Adunbarin (MBA 2023) Bode... View Details
  • Web

Benjamin Schedl Archives | Social Enterprise

Curriculum Social Enterprise Student Club Social Entrepreneurship Summer Fellows Technology for Good Transformative Impact Tri-Sector Impact 1 Results MBAs Accelerate Their Social Enterprise Ventures Benjamin Schedl Rea Savla Sophy Wang... View Details
  • Web

Austin Boral Archives | Social Enterprise

Curriculum Social Enterprise Student Club Social Entrepreneurship Summer Fellows Technology for Good Transformative Impact Tri-Sector Impact 1 Results Civic Roundtable: Celebrating Public Service: SE Summer Fellows Madeleine Smith (MBA... View Details
  • Web

Aparna Ramanan Archives | Social Enterprise

Curriculum Social Enterprise Student Club Social Entrepreneurship Summer Fellows Technology for Good Transformative Impact Tri-Sector Impact 1 Results Harvard’s 2018 Social Enterprise Conference Gets Back to Basics Aparna Ramanan Ketty... View Details
  • 01 Sep 2004
  • News

Outsourcing for Radical Change

Linder Photo Courtesy of Accenture Institute As research director at the Accenture Institute for High Performance Business, Jane C. Linder (MBA 1976, DBA 1989) was asked to provide a managing director with new material for a speech on "transformational outsourcing" –... View Details
Keywords: Laura Singleton; Publishing Industries (except Internet); Publishing Industries (except Internet)