1 / 1

Learning how to rank many objects M. Jordan and A. Hero

Learning how to rank many objects M. Jordan and A. Hero. Motivating question : can we learn to rank objects in large database based on a persons’ rankings of just a few objects? Relevance : predicting human ranking behavior is important for human-in-the-loop systems.

hilda
Download Presentation

Learning how to rank many objects M. Jordan and A. Hero

An Image/Link below is provided (as is) to download presentation Download Policy: Content on the Website is provided to you AS IS for your information and personal use and may not be sold / licensed / shared on other websites without getting consent from its author. Content is provided to you AS IS for your information and personal use only. Download presentation by click this link. While downloading, if for some reason you are not able to download a presentation, the publisher may have deleted the file from their server. During download, if you can't get a presentation, the file might be deleted by the publisher.

E N D

Presentation Transcript

  1. Learning how to rank many objects M. Jordan and A. Hero • Motivating question: can we learn to rank objects in large database based on a persons’ rankings of just a few objects? • Relevance: predicting human ranking behavior is important for human-in-the-loop systems. • Students: J. Duchi (UCB) and J. Calder (UM) Pareto ranking Main questions What rank orders are identifiable from incomplete observations? [1] Can one simplify the problem by PDE relaxations? Partial rankings using Hamilton-Jacobi equations[2] What are minimax convergence rates of numerical PDE solnsto ranking problems? 1 2 5 3 6 7 4 10 Score 2 8 11 12 9 13 14 Score 1 [1] Duchietal, “Asymptotics of ranking,” 2013 [2] Calder etal, “A Hamilton-Jacobi equation for…non-dominated sorting,” 2013.

More Related