allison june barlow chaney
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research at the intersection of
machine learning
& marketing

Creating new ML methods and understanding their impact

Machine learning methods are integrated into our daily lives, but what impact do they have on us as individuals and on society as a whole? Answering this question requires expertise in both the underlying machine learning methods and the vibrant, real-world markets with which they interact. I seek to understand and characterize the impact of machine learning models and algorithms on people, both individually and societally, and to develop new machine learning methods to improve not only companies' objectives, but also individual well-being and societal welfare.

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    • Algorithmic Confounding in Recommendation Systems
    • Nonparametric Deconvolution Models
    • Social Poisson Factorization
    • Recommending Television for Groups
    • Exploring Text Data
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