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- Faculty Publications (27)
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- All HBS Web (66)
- Faculty Publications (27)
- 2019
- Working Paper
Machine Learning Approaches to Facial and Text Analysis: Discovering CEO Oral Communication Styles
By: Prithwiraj Choudhury, Dan Wang, Natalie A. Carlson and Tarun Khanna
We demonstrate how a novel synthesis of three methods—(1) unsupervised topic modeling of text data to generate new measures of textual variance, (2) sentiment analysis of text data, and (3) supervised ML coding of facial images with a cutting-edge convolutional neural... View Details
Choudhury, Prithwiraj, Dan Wang, Natalie A. Carlson, and Tarun Khanna. "Machine Learning Approaches to Facial and Text Analysis: Discovering CEO Oral Communication Styles." Harvard Business School Working Paper, No. 18-064, January 2018. (Revised May 2019.)
- Article
Pattern Detection in the Activation Space for Identifying Synthesized Content
By: Celia Cintas, Skyler Speakman, Girmaw Abebe Tadesse, Victor Akinwande, Edward McFowland III and Komminist Weldemariam
Generative Adversarial Networks (GANs) have recently achieved unprecedented success in photo-realistic image synthesis from low-dimensional random noise. The ability to synthesize high-quality content at a large scale brings potential risks as the generated samples may... View Details
Cintas, Celia, Skyler Speakman, Girmaw Abebe Tadesse, Victor Akinwande, Edward McFowland III, and Komminist Weldemariam. "Pattern Detection in the Activation Space for Identifying Synthesized Content." Pattern Recognition Letters 153 (January 2022): 207–213.
- September 15, 2021
- Article
Improving Deconvolution Methods in Biology Through Open Innovation Competitions: An Application to the Connectivity Map
By: Andrea Blasco, Ted Natoli, Michael G. Endres, Rinat A. Sergeev, Steven Randazzo, Jin Hyun Paik, N.J. Maximilian Macaluso, Rajiv Narayan, Xiaodong Lu, David Peck, Karim R. Lakhani and Aravind Subramanian
A recurring problem in biomedical research is how to isolate signals of distinct populations (cell types, tissues, and genes) from composite measures obtained by a single analyte or sensor. Existing computational deconvolution approaches work well in many specific... View Details
Keywords: Deconvolution; Methods; Open Innovation Competition; Genomics; Research; Innovation and Invention
Blasco, Andrea, Ted Natoli, Michael G. Endres, Rinat A. Sergeev, Steven Randazzo, Jin Hyun Paik, N.J. Maximilian Macaluso, Rajiv Narayan, Xiaodong Lu, David Peck, Karim R. Lakhani, and Aravind Subramanian. "Improving Deconvolution Methods in Biology Through Open Innovation Competitions: An Application to the Connectivity Map." Bioinformatics 37, no. 18 (September 15, 2021).
- Article
Machine Learning Approaches to Facial and Text Analysis: Discovering CEO Oral Communication Styles
By: Prithwiraj Choudhury, Dan Wang, Natalie A. Carlson and Tarun Khanna
We demonstrate how a novel synthesis of three methods—(1) unsupervised topic modeling of text data to generate new measures of textual variance, (2) sentiment analysis of text data, and (3) supervised ML coding of facial images with a cutting-edge convolutional neural... View Details
Keywords: CEOs; Communication Style; Machine Learning; Spoken Communication; Nonverbal Communication; Personal Characteristics; Analysis; Performance
Choudhury, Prithwiraj, Dan Wang, Natalie A. Carlson, and Tarun Khanna. "Machine Learning Approaches to Facial and Text Analysis: Discovering CEO Oral Communication Styles." Strategic Management Journal 40, no. 11 (November 2019): 1705–1732.
- July 2023 (Revised July 2023)
- Background Note
Generative AI Value Chain
By: Andy Wu and Matt Higgins
Generative AI refers to a type of artificial intelligence (AI) that can create new content (e.g., text, image, or audio) in response to a prompt from a user. ChatGPT, Bard, and Claude are examples of text generating AIs, and DALL-E, Midjourney, and Stable Diffusion are... View Details
Keywords: AI; Artificial Intelligence; Model; Hardware; Data Centers; AI and Machine Learning; Applications and Software; Analytics and Data Science; Value
Wu, Andy, and Matt Higgins. "Generative AI Value Chain." Harvard Business School Background Note 724-355, July 2023. (Revised July 2023.)
- 29 Jan 2019
- HBS Seminar
Bryan Bollinger, Fuqua School of Business at Duke University
- 15 Dec 2009
- First Look
First Look: Dec. 15, 2009
Working PapersThe Global Networks of Multinational Firms Authors:Laura Alfaro and Maggie Chen Abstract In this paper we characterize the topology of global multinational networks and examine the macro and... View Details
Keywords: Martha Lagace
- Web
Curriculum - MBA
Optimization Algorithms for Robotics ES 252r Advanced Topics in Robotics Research Biological Engineering ES 221 Drug Delivery ES 222 Advanced Cellular Engineering ES 230 Advanced Tissue Engineering Neuroengineering ES 249 Advanced Neural... View Details
- Web
Key Concepts - Institute For Strategy And Competitiveness
the outcomes that matter to patients, and measure the cost to achieve them. Payment should reflect value and not volume. Networks of care that perform the right services, at the right location, with the right people are essential, and... View Details
- 16 Nov 2016
- Research & Ideas
Turning One Thousand Customers into One Million
and Uber can scale up quickly thanks to affordable technology and networked providers. Credit: AntonMatveev To overcome those challenges, the startups followed similar strategies, initially focusing more on the supply side than on the... View Details
- 17 Aug 2010
- First Look
First Look: August 17
explanations of workplace silence. We discuss implications of these results for theory and practice and suggest directions for future research. Paper not available Working PapersPlatform Envelopment Authors:Thomas Eisenmann, Geoffrey Parker, and Marshall Van Alstyne... View Details
Keywords: Martha Lagace
- Web
Human Behavior & Decision-Making - Faculty & Research
Research on Multiple Identities: Toward an Intrapersonal Network Approach By: Lakshmi Ramarajan Psychologists, sociologists, and philosophers have long recognized that people have multiple identities—based on attributes such as... View Details
- Web
Business Fundamentals Course - CORe | HBS Online
implementing analyses to solve real business problems. Description of silent animated video above: People walking on the street transitions into data points on a map Learn how to craft successful business strategy through the power of Economics . Description of silent... View Details
- 26 Mar 2021
- Blog Post
How to Build a Resume That Stands Above the Competition
take a few minutes to thoroughly review the content. Ms. Huggett suggests a template that looks polished, is easy to navigate and avoids using graphs and charts. A traditional looking template is still the best received. What resources... View Details
- Web
Technology & Operations Management Awards & Honors - Faculty & Research
Conference on Neural Information Processing Systems (NeurIPS). Himabindu Lakkaraju : Winner of the 2022 Best Paper Award from the Workshop on Interpretable Machine Learning in Healthcare (IMLH) at the International Conference on Machine... View Details
- 25 Aug 2003
- Research & Ideas
Why IT Does Matter
but not nearly as dramatic as a computer produced in 2000, which runs 10 million times faster than a 1960s' computer. Carr's graph on information technology stands as a subject lesson for Darrell Huff's well-known book How to Lie with... View Details
Keywords: by F. Warren McFarlan & Richard L. Nolan
- 11 Feb 2020
- Sharpening Your Skills
10 Rules Entrepreneurs Need to Know Before Adopting AI
for neural networks increase, as does accessibility to off-the-shelf APIs from big tech and academic institutions that help speed up innovation. Entrepreneurs have also learned the wisdom of targeting AI... View Details
Keywords: by Rocio Wu
- Web
Strategy Awards & Honors - Faculty & Research
Frank Nagle : Winner of the 2017 LinkedIn Economic Graph Challenge with Shelley Li, Milan Miric, Pai-Ling Yin, and Noam Wasserman. Frank Nagle : Recipient of a 2017 National Bureau of Economic Research (NBER) Digitization Grant from the... View Details
- Web
Business Economics Online Course | HBS Online
pricing strategies Benchmark costs compared to competitors through relative cost analysis Apply conjoint analysis to understand what features customers value most Understand the power of network effects to drive demand Identify sources of... View Details
- Web
Frequently Asked Questions | HBS Online
features short, highly produced videos of HBS faculty and guest business experts, interactive graphs and exercises, cold calls to keep you engaged, and opportunities to contribute to a vibrant online community. Do I need to come to campus... View Details