A Novel Social Event Recommendation Method Based on Social and Collaborative Friendships

碩士 === 國立臺灣大學 === 資訊管理學研究所 === 101 === Many social network sites (SNSs) provide social event functions to facilitate user interactions. However, it is difficult for users to find interesting events among the huge number posted on such sites. In this paper, we investigate the problem and propose a so...

Full description

Bibliographic Details
Main Authors: Yu-Chun Sun, 孫羽君
Other Authors: 陳建錦
Format: Others
Language:en_US
Published: 2013
Online Access:http://ndltd.ncl.edu.tw/handle/48359139831418760073
id ndltd-TW-101NTU05396036
record_format oai_dc
spelling ndltd-TW-101NTU053960362015-10-13T23:10:17Z http://ndltd.ncl.edu.tw/handle/48359139831418760073 A Novel Social Event Recommendation Method Based on Social and Collaborative Friendships 基於社交式和協同式友誼之新穎社交活動推薦方法 Yu-Chun Sun 孫羽君 碩士 國立臺灣大學 資訊管理學研究所 101 Many social network sites (SNSs) provide social event functions to facilitate user interactions. However, it is difficult for users to find interesting events among the huge number posted on such sites. In this paper, we investigate the problem and propose a social event recommendation method that exploits user’s social and collaborative friendships to recommend events of interest. As events are one-and-only items, their ratings are not available until they are over. Hence, traditional recommendation methods are incapable of event recommendation because they need sufficient ratings to generate recommendations. Instead of using ratings, we analyze the behavior patterns of social network users to measure their social and collaborative friendships. The friendships are aggregated to identify the acquaintances of a user and events relevant to the preferences of the acquaintances and the user are recommended. The results of experiments show that the proposed method is effective and it outperforms many well-known recommendation methods. 陳建錦 2013 學位論文 ; thesis 30 en_US
collection NDLTD
language en_US
format Others
sources NDLTD
description 碩士 === 國立臺灣大學 === 資訊管理學研究所 === 101 === Many social network sites (SNSs) provide social event functions to facilitate user interactions. However, it is difficult for users to find interesting events among the huge number posted on such sites. In this paper, we investigate the problem and propose a social event recommendation method that exploits user’s social and collaborative friendships to recommend events of interest. As events are one-and-only items, their ratings are not available until they are over. Hence, traditional recommendation methods are incapable of event recommendation because they need sufficient ratings to generate recommendations. Instead of using ratings, we analyze the behavior patterns of social network users to measure their social and collaborative friendships. The friendships are aggregated to identify the acquaintances of a user and events relevant to the preferences of the acquaintances and the user are recommended. The results of experiments show that the proposed method is effective and it outperforms many well-known recommendation methods.
author2 陳建錦
author_facet 陳建錦
Yu-Chun Sun
孫羽君
author Yu-Chun Sun
孫羽君
spellingShingle Yu-Chun Sun
孫羽君
A Novel Social Event Recommendation Method Based on Social and Collaborative Friendships
author_sort Yu-Chun Sun
title A Novel Social Event Recommendation Method Based on Social and Collaborative Friendships
title_short A Novel Social Event Recommendation Method Based on Social and Collaborative Friendships
title_full A Novel Social Event Recommendation Method Based on Social and Collaborative Friendships
title_fullStr A Novel Social Event Recommendation Method Based on Social and Collaborative Friendships
title_full_unstemmed A Novel Social Event Recommendation Method Based on Social and Collaborative Friendships
title_sort novel social event recommendation method based on social and collaborative friendships
publishDate 2013
url http://ndltd.ncl.edu.tw/handle/48359139831418760073
work_keys_str_mv AT yuchunsun anovelsocialeventrecommendationmethodbasedonsocialandcollaborativefriendships
AT sūnyǔjūn anovelsocialeventrecommendationmethodbasedonsocialandcollaborativefriendships
AT yuchunsun jīyúshèjiāoshìhéxiétóngshìyǒuyìzhīxīnyǐngshèjiāohuódòngtuījiànfāngfǎ
AT sūnyǔjūn jīyúshèjiāoshìhéxiétóngshìyǒuyìzhīxīnyǐngshèjiāohuódòngtuījiànfāngfǎ
AT yuchunsun novelsocialeventrecommendationmethodbasedonsocialandcollaborativefriendships
AT sūnyǔjūn novelsocialeventrecommendationmethodbasedonsocialandcollaborativefriendships
_version_ 1718084388759011328