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Evaluating the World Model Implicit in a Generative Model
This paper ([2406.03689] Evaluating the World Model Implicit in a Generative Model) investigates how to evaluate if generative models, particularly l…
1 year, 4 months ago
Machine Learning for Hypothesis Generation in Social Science
Researchers explored a novel method for generating scientific hypotheses using machine learning algorithms applied to extensive human behavior data. …
1 year, 4 months ago
Active Learning for Moral Preference Elicitation: Challenges and Nuances
We explore the efficacy of active learning for understanding moral preferences, which are people's views on right actions when harm is involved. Whil…
1 year, 4 months ago
Gradient-Based Surveys for Nonparametric Discrete Choice Experiments
This paper introduces Gradient-based Survey (GBS), a novel method for designing products based on consumer preferences. Unlike traditional approaches…
1 year, 4 months ago
Explainable Data-driven Share-of-choice Product Line Design Optimization
This research introduces a new methodology for product line design that directly incorporates customer survey data, specifically from conjoint analys…
1 year, 4 months ago
The More You Ask, the Less You Get: When Additional Questions Hurt External Validity
This research paper explores how the act of answering multiple, similar preference elicitation questions can ironically diminish the accuracy of pred…
1 year, 4 months ago
Conjoint topics from Handbook of Marketing Analytics: Methods and Applications
We discuss conjoint-related chapters from Handbook of Marketing Analytics. It features contributions from leading scholars and industry experts, cov…
1 year, 4 months ago
Choice-Based Conjoint Analysis: Methods and Applications
This handbook entry comprehensively explains Choice-Based Conjoint Analysis (CBC), a popular market research technique for understanding consumer pre…
1 year, 4 months ago
Beyond Conjoint Analysis: The Future of Preference Measurement
The survey "Beyond Conjoint Analysis: Advances in Preference Measurement" reviews the evolution of preference measurement beyond traditional conjoint…
1 year, 4 months ago
An Optimization Framework for Adaptive Questionnaire Design
This paper by J. Abernethy et al. (2004) introduces a novel optimization framework for adaptive questionnaire design, specifically for conjoint analy…
1 year, 4 months ago