68 citations · 185 across the 18 of their papers we have counts for
5 papers · 1 filter
DocTag2Vec: An Embedding Based Multi-label Learning Approach for Document Tagging
Sheng Chen, Akshay Soni, Aasish Pappu +1
Tagging news articles or blog posts with relevant tags from a collection of predefined ones is coined as document tagging in this work. Accurate tagging of articles can benefit sev…
Online Article Ranking as a Constrained, Dynamic, Multi-Objective Optimization Problem
Jeya Balaji Balasubramanian, Akshay Soni, Yashar Mehdad +1
The content ranking problem in a social news website, is typically a function that maximizes a scalar metric of interest like dwell-time. However, like in most real-world applicati…
Rank-to-engage: New Listwise Approaches to Maximize Engagement
Swayambhoo Jain, Akshay Soni, Nikolay Laptev +1
For many internet businesses, presenting a given list of items in an order that maximizes a certain metric of interest (e.g., click-through-rate, average engagement time etc.) is c…
Online Ranking with Constraints: A Primal-Dual Algorithm and Applications to Web Traffic-Shaping
Parikshit Shah, Akshay Soni, Troy Chevalier
We study the online constrained ranking problem motivated by an application to web-traffic shaping: an online stream of sessions arrive in which, within each session, we are asked…
RIPML: A Restricted Isometry Property based Approach to Multilabel Learning
Akshay Soni, Yashar Mehdad
The multilabel learning problem with large number of labels, features, and data-points has generated a tremendous interest recently. A recurring theme of these problems is that onl…