The 22nd International Symposium on Mobile Ad Hoc Networking and Computing (ACM MobiHoc 2021)
Opening Remarks
Opening Remarks
Ness Shroff, Huadong Ma, Xin Liu, Edmund Yeh
Session Chair
Huadong Ma (BUPT)
Keynote: Wireless Networking with Deadlines
Keynote: Wireless Networking with Deadlines
P. R. Kumar (TAMU)
Session Chair
P. R. Kumar (TAMU)
Keynote: Applications and Security of Vehicular Communications
Keynote: Applications and Security of Vehicular Communications
Kang Shin (Umich)
Session Chair
Kang Shin (Umich)
Keynote: So Many Choices, So Little Time: Foundations and Applications of Comparison and Ranking Models
Keynote: So Many Choices, So Little Time: Foundations and Applications of Comparison and Ranking Models
Matthias Grossglauser (EPFL)
We discuss large-scale inference of the Plackett-Luce (PL) model, a widely used probabilistic choice model, via an iterative spectral algorithm. We also consider the PL model in an active learning setting, where we can ask an oracle comparison questions and receive noisy answers. Our goal is to recover the underlying ranking accurately by asking as few questions as possible. When we constrain choices to a network setting, capturing the process of navigating on a graph using local information, we obtain a new node metric termed ChoiceRank that estimates link traffic (or strength) more faithfully than other alternatives, such as PageRank.
We then explore several variations of choice models embedded in concrete applications. In peer production systems, such as a large collaborative software project or a parliament writing laws, such models combine predictive performance with interpretable parameters. In interactive search, we are able to find a target in a large database without formulating a query.
Session Chair
Matthias Grossglauser (EPFL)
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