A Framework for Interaction-driven User Modeling of Mobile News Reading Behaviour

被引：12

作者：

Constantinides, Marios ^{[1
]}

Dowell, John ^{[1
]}

机构：

[1] UCL, Dept Comp Sci, London, England

来源：

PROCEEDINGS OF THE 26TH CONFERENCE ON USER MODELING, ADAPTATION AND PERSONALIZATION (UMAP'18) | 2018年

基金：

英国工程与自然科学研究理事会;

关键词：

User Modeling; Personalisation; News Reading Behaviour;

D O I：

10.1145/3209219.3209229

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

The news you read is, of course, a highly individual choice and one for which substantial and successful news recommendation techniques have been developed. But as well as what news you read, the way you choose and read that news is also known to be highly individual. We propose a framework for extending the user profile of news readers with features of these interactions. The extensions are dynamic through monitoring an individual's reading and browsing activity. They include factors learned from the user's interaction log and also factors inferred from category level definitions contained in the framework. We report a study in which users' interaction logs with a news app are used to generate user profiles that are verified with self-reported questionnaire data about reading habits. We discuss the implications of our user modeling approach in news personalisation for both recommendation and user interface personalisation for news apps.

引用

页码：33 / 41

页数：9

共 39 条

[1] PERCEPTION OF TIME [J].

ALLAN, LG .

PERCEPTION & PSYCHOPHYSICS, 1979, 26 (05) :340-354

[2]

[Anonymous], INT J USER MODELING

[3]

[Anonymous], 2004, IUI2004, DOI 10.1145/964442.964465

[4]

Bertini E, 2005, LECT NOTES ARTIF INT, V3538, P277

[5]

Billsus D, 1999, CISM COUR L, P99

[6] User modeling for adaptive news access [J].

Billsus, D ;

Pazzani, MJ .

USER MODELING AND USER-ADAPTED INTERACTION, 2000, 10 (2-3) :147-180

[7]

Brusilovsky P., 2007, The Adaptive Web. Methods and Strategies of Web Personalization, P3, DOI 10.1007/978-3-540-72079-9_1

[8]

Carberry Sandra, 2012, USER MODELS DIALOG S

[9]

Carreira Ricardo., 2004, IUI 04, P206

[10]

Cawsey A., 2007, The Adaptive Web. Methods and Strategies of Web Personalization, P465, DOI 10.1007/978-3-540-72079-9_15

← 1 2 3 4 →