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A User Modeling Shared Challenge Proposal

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Comparative evaluation in the areas of User Modeling, Adaptation and Personalization (UMAP) is significantly challenging. It has always been difficult to rigorously compare different approaches to personalization, as the function of the resulting systems is, by their nature, heavily influenced by the behavior of the users involved in trialing the systems. Developing comparative evaluations in this space would be a huge advancement as it would enable shared comparison across research. Here we present a proposal for a shared challenge generation in UMAP, focusing on user model generation using logged mobile phone data, with an assumed purpose of supporting mobile phone notification suggestion. The dataset, evaluation metrics, and challenge operation are described.

Original languageEnglish
Title of host publicationExperimental IR Meets Multilinguality, Multimodality, and Interaction - 10th International Conference of the CLEF Association, CLEF 2019, Proceedings
EditorsFabio Crestani, Martin Braschler, Jacques Savoy, Andreas Rauber, Henning Müller, David E. Losada, Gundula Heinatz Bürki, Linda Cappellato, Nicola Ferro
PublisherSpringer Verlag
Pages171-177
Number of pages7
ISBN (Print)9783030285760
DOIs
Publication statusPublished - 2019
Externally publishedYes
Event10th International Conference of the CLEF Association, CLEF 2019 - Lugano, Switzerland
Duration: 9 Sep 201912 Sep 2019

Publication series

NameLecture Notes in Computer Science
Volume11696 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference10th International Conference of the CLEF Association, CLEF 2019
Country/TerritorySwitzerland
CityLugano
Period9/09/1912/09/19

Keywords

  • Evaluation
  • Personalization
  • Shared task

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