An intelligent system for personalized conference event recommendation and scheduling
Many conference mobile apps today lack the intelligent feature to automatically generates optimal schedules based on delegates' preferences. This entails two major challenges: (a) identifying preferences of users; and (b) given the preferences, generating a schedule that optimizes his preferenc...
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sg-smu-ink.sis_research-43652018-07-13T04:43:31Z An intelligent system for personalized conference event recommendation and scheduling GUNAWAN, Aldy LAU, Hoong Chuin Pradeep VARAKANTHAM, WANG, Wenjie Many conference mobile apps today lack the intelligent feature to automatically generates optimal schedules based on delegates' preferences. This entails two major challenges: (a) identifying preferences of users; and (b) given the preferences, generating a schedule that optimizes his preferences. In this paper, we specifically focus on academic conferences, where users are prompted to input their preferred keywords. Our key contribution is an integrated conference scheduling agent that automatically recognizes user preferences based on keywords, provides a list of recommended talks and optimizes user schedule based on these preferences. To demonstrate the utility of our integrated conference scheduling agent, we first demonstrated the app in the International Conference on Autonomous Agents and Multi-Agent Systems (AAMAS 2015) and conducted a survey to collect some data, which are used to verify the results presented in this paper. It is able to provide well calibrated results with respect to precision, accuracy and recall. We also tested the app in the 2015 WI-IAT International Conference (Singapore). The android and web-based apps have been demonstrated and deployed in AAMAS 2016 (Singapore) with positive responses from the users. 2016-09-01T07:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/3363 info:doi/10.3233/978-1-61499-672-9-1797 https://ink.library.smu.edu.sg/context/sis_research/article/4365/viewcontent/169___An_Intelligent_System_for_Personalized_Conference_Event_Recommendation_and_Scheduling__ECAI2016_.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University Artificial Intelligence and Robotics Computer Sciences |
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Artificial Intelligence and Robotics Computer Sciences GUNAWAN, Aldy LAU, Hoong Chuin Pradeep VARAKANTHAM, WANG, Wenjie An intelligent system for personalized conference event recommendation and scheduling |
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Many conference mobile apps today lack the intelligent feature to automatically generates optimal schedules based on delegates' preferences. This entails two major challenges: (a) identifying preferences of users; and (b) given the preferences, generating a schedule that optimizes his preferences. In this paper, we specifically focus on academic conferences, where users are prompted to input their preferred keywords. Our key contribution is an integrated conference scheduling agent that automatically recognizes user preferences based on keywords, provides a list of recommended talks and optimizes user schedule based on these preferences. To demonstrate the utility of our integrated conference scheduling agent, we first demonstrated the app in the International Conference on Autonomous Agents and Multi-Agent Systems (AAMAS 2015) and conducted a survey to collect some data, which are used to verify the results presented in this paper. It is able to provide well calibrated results with respect to precision, accuracy and recall. We also tested the app in the 2015 WI-IAT International Conference (Singapore). The android and web-based apps have been demonstrated and deployed in AAMAS 2016 (Singapore) with positive responses from the users. |
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text |
author |
GUNAWAN, Aldy LAU, Hoong Chuin Pradeep VARAKANTHAM, WANG, Wenjie |
author_facet |
GUNAWAN, Aldy LAU, Hoong Chuin Pradeep VARAKANTHAM, WANG, Wenjie |
author_sort |
GUNAWAN, Aldy |
title |
An intelligent system for personalized conference event recommendation and scheduling |
title_short |
An intelligent system for personalized conference event recommendation and scheduling |
title_full |
An intelligent system for personalized conference event recommendation and scheduling |
title_fullStr |
An intelligent system for personalized conference event recommendation and scheduling |
title_full_unstemmed |
An intelligent system for personalized conference event recommendation and scheduling |
title_sort |
intelligent system for personalized conference event recommendation and scheduling |
publisher |
Institutional Knowledge at Singapore Management University |
publishDate |
2016 |
url |
https://ink.library.smu.edu.sg/sis_research/3363 https://ink.library.smu.edu.sg/context/sis_research/article/4365/viewcontent/169___An_Intelligent_System_for_Personalized_Conference_Event_Recommendation_and_Scheduling__ECAI2016_.pdf |
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