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Dive into the research topics where Christina E. Lee is active.

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Featured researches published by Christina E. Lee.


algorithmic game theory | 2011

Peer effects and stability in matching markets

Elizabeth Bodine-Baron; Christina E. Lee; Anthony Chong; Babak Hassibi; Adam Wierman

Many-to-one matching markets exist in numerous different forms, such as college admissions, matching medical interns to hospitals for residencies, assigning housing to college students, and the classic firms and workers market. In all these markets, externalities such as complementarities and peer effects severely complicate the preference ordering of each agent. Further, research has shown that externalities lead to serious problems for market stability and for developing efficient algorithms to find stable matchings. In this paper we make the observation that peer effects are often the result of underlying social connections, and we explore a formulation of the many-to-one matching market where peer effects are derived from an underlying social network. The key feature of our model is that it captures peer effects and complementarities using utility functions, rather than traditional preference ordering. With this model and considering a weaker notion of stability, namely twosided exchange stability, we prove that stable matchings always exist and characterize the set of stable matchings in terms of social welfare. To characterize the efficiency of matching markets with externalities, we provide general bounds on how far the welfare of the worst-case stable matching can be from the welfare of the optimal matching, and find that the structure of the social network (e.g. how well clustered the network is) plays a large role.


arXiv: Data Structures and Algorithms | 2014

Solving Systems of Linear Equations: Locally and Asynchronously.

Christina E. Lee; Asuman E. Ozdaglar; Devavrat Shah


neural information processing systems | 2013

Computing the Stationary Distribution Locally

Christina E. Lee; Asuman E. Ozdaglar; Devavrat Shah


arXiv: Machine Learning | 2017

Unifying Framework for Crowd-sourcing via Graphon Estimation

Christina E. Lee; Devavrat Shah


arXiv: Data Structures and Algorithms | 2014

Asynchronous Approximation of a Single Component of the Solution to a Linear System

Christina E. Lee; Asuman E. Ozdaglar; Devavrat Shah


Archive | 2014

Solving for a Single Component of the Solution to a Linear System, Asynchronously

Christina E. Lee; Asuman E. Ozdaglar; Devavrat Shah


arXiv: Statistics Theory | 2017

Blind Regression via Nearest Neighbors under Latent Variable Models

Christina E. Lee; Yihua Li; Devavrat Shah; Dogyoon Song


arXiv: Data Structures and Algorithms | 2015

Approximating the Stationary Probability of a Single State in a Markov chain

Christina E. Lee; Asuman E. Ozdaglar; Devavrat Shah


international conference on artificial intelligence and statistics | 2018

Reducing Crowdsourcing to Graphon Estimation, Statistically

Devavrat Shah; Christina E. Lee


neural information processing systems | 2017

Thy Friend is My Friend: Iterative Collaborative Filtering for Sparse Matrix Estimation.

Christian Borgs; Jennifer T. Chayes; Christina E. Lee; Devavrat Shah

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Devavrat Shah

Massachusetts Institute of Technology

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Asuman E. Ozdaglar

Massachusetts Institute of Technology

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Adam Wierman

California Institute of Technology

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Anthony Chong

California Institute of Technology

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Babak Hassibi

California Institute of Technology

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Elizabeth Bodine-Baron

California Institute of Technology

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