{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,29]],"date-time":"2026-04-29T17:17:10Z","timestamp":1777483030939,"version":"3.51.4"},"reference-count":65,"publisher":"Association for Computing Machinery (ACM)","issue":"1","license":[{"start":{"date-parts":[[2017,4,6]],"date-time":"2017-04-06T00:00:00Z","timestamp":1491436800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"name":"Prime Minister's Office, Singapore"},{"DOI":"10.13039\/501100001321","name":"National Research Foundation","doi-asserted-by":"crossref","id":[{"id":"10.13039\/501100001321","id-type":"DOI","asserted-by":"crossref"}]},{"name":"IRC@SG Funding Initiative"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":["ACM Trans. Inf. Syst."],"published-print":{"date-parts":[[2018,1,31]]},"abstract":"<jats:p>Event-based social networking services, such as Meetup, are capable of linking online virtual interactions to offline physical activities. Compared to mono online social networking services (e.g., Twitter and Google+), such dual networks provide a complete picture of users\u2019 online and offline behaviors that more often than not are compatible and complementary. In the light of this, we argue that joint learning over dual networks offers us a better way to comprehensively understand user behaviors and their underlying organizational principles. Despite its value, few efforts have been dedicated to jointly considering the following factors within a unified model: (1) local user contextualization, (2) global structure coherence, and (3) effectiveness evaluation. Toward this end, we propose a novel dual clustering model for community detection over dual networks to jointly model local consistency for a specific user and global consistency of partitioning results across networks. We theoretically derived its solution. In addition, we verified our model regarding multiple metrics from different aspects and applied it to the application of event attendance prediction.<\/jats:p>","DOI":"10.1145\/3052774","type":"journal-article","created":{"date-parts":[[2017,4,6]],"date-time":"2017-04-06T12:50:07Z","timestamp":1491483007000},"page":"1-26","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":26,"title":["Unifying Virtual and Physical Worlds"],"prefix":"10.1145","volume":"36","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-6148-6329","authenticated-orcid":false,"given":"Xiang","family":"Wang","sequence":"first","affiliation":[{"name":"National University of Singapore, Computing Drive, Singapore"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Liqiang","family":"Nie","sequence":"additional","affiliation":[{"name":"ShanDong University, P.R. China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xuemeng","family":"Song","sequence":"additional","affiliation":[{"name":"ShanDong University, P.R. China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Dongxiang","family":"Zhang","sequence":"additional","affiliation":[{"name":"University of Electronic Science and Technology of China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Tat-Seng","family":"Chua","sequence":"additional","affiliation":[{"name":"National University of Singapore, Computing Drive, Singapore"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2017,4,6]]},"reference":[{"key":"e_1_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2008.4587353"},{"key":"e_1_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1145\/2339530.2339726"},{"key":"e_1_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1145\/1571941.1572103"},{"key":"e_1_2_1_4_1","volume-title":"Proceedings of the 2013 International Joint Conference on Artificial Intelligence. 2598--2604","author":"Cai Xiao","year":"2013"},{"key":"e_1_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2011.5995740"},{"key":"e_1_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1145\/1553374.1553391"},{"key":"e_1_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1145\/2487575.2487582"},{"key":"e_1_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1145\/1281192.1281212"},{"key":"e_1_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1145\/2623330.2623743"},{"key":"e_1_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1145\/2009916.2009945"},{"key":"e_1_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.1979.4766909"},{"key":"e_1_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1145\/1014052.1014118"},{"key":"e_1_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1145\/2766462.2767739"},{"key":"e_1_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1142\/3641"},{"key":"e_1_2_1_15_1","volume-title":"Proceedings of the 2013 International Conference on Data Mining. 252--260","author":"Gao Jing","year":"2013"},{"key":"e_1_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2012.2202676"},{"key":"e_1_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1145\/2020408.2020464"},{"key":"e_1_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1145\/2872518.2890596"},{"key":"e_1_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1145\/2566486.2567975"},{"key":"e_1_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1145\/2911451.2911489"},{"key":"e_1_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.21313\/hawaii\/9780824835880.001.0001"},{"key":"e_1_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2014.2300487"},{"key":"e_1_2_1_23_1","volume-title":"Proceedings of the 2011 International Conference on Machine Learning. 393--400","author":"Kumar Abhishek","year":"2011"},{"key":"e_1_2_1_24_1","volume-title":"Proceedings of the 2011 Annual Conference on Neural Information Processing Systems. 1413--1421","author":"Kumar Abhishek","year":"2011"},{"key":"e_1_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1145\/2009916.2009960"},{"key":"e_1_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1145\/2766462.2767722"},{"key":"e_1_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1137\/1.9781611972825.13"},{"key":"e_1_2_1_28_1","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2013.48"},{"key":"e_1_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1145\/2783258.2783287"},{"key":"e_1_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.1145\/2339530.2339693"},{"key":"e_1_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM.2010.35"},{"key":"e_1_2_1_32_1","volume-title":"Proceedings of the 2001 Annual Conference on Neural Information Processing Systems. 849--856","author":"Ng Andrew Y.","year":"2001"},{"key":"e_1_2_1_33_1","doi-asserted-by":"publisher","DOI":"10.1145\/2020408.2020594"},{"key":"e_1_2_1_34_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM.2007.73"},{"key":"e_1_2_1_35_1","doi-asserted-by":"publisher","DOI":"10.1145\/2783258.2783262"},{"key":"e_1_2_1_36_1","doi-asserted-by":"publisher","DOI":"10.1109\/TNN.2011.2162000"},{"key":"e_1_2_1_37_1","doi-asserted-by":"crossref","unstructured":"Liqiang Nie Xuemeng Song and Tat-Seng Chua. 2016. Learning from Multiple Social Networks. Morgan 8 Claypool.  Liqiang Nie Xuemeng Song and Tat-Seng Chua. 2016. Learning from Multiple Social Networks. Morgan 8 Claypool.","DOI":"10.2200\/S00714ED1V01Y201603ICR048"},{"key":"e_1_2_1_38_1","doi-asserted-by":"publisher","DOI":"10.1145\/2009916.2010010"},{"key":"e_1_2_1_39_1","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2014.2330813"},{"key":"e_1_2_1_40_1","volume-title":"Proceedings of the IEEE International Conference on Data Engineering. 567--578","author":"Nguyen Pham Tuan-Anh","year":"2015"},{"key":"e_1_2_1_41_1","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2016.2601091"},{"key":"e_1_2_1_42_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICDE.2012.77"},{"key":"e_1_2_1_43_1","doi-asserted-by":"publisher","DOI":"10.1145\/2600428.2609596"},{"key":"e_1_2_1_44_1","doi-asserted-by":"publisher","DOI":"10.1016\/0377-0427(87)90125-7"},{"key":"e_1_2_1_45_1","doi-asserted-by":"publisher","DOI":"10.1145\/2832907"},{"key":"e_1_2_1_46_1","doi-asserted-by":"publisher","DOI":"10.1145\/2766462.2767726"},{"key":"e_1_2_1_47_1","volume-title":"Proceedings of the 2015 International Joint Conference on Artificial Intelligence. 2371--2377","author":"Song Xuemeng","year":"2015"},{"key":"e_1_2_1_48_1","volume-title":"Proceedings of the 2009 SDM Workshop on Analysis of Dynamic Networks. 568--575","author":"Tang Lei","year":"2009"},{"key":"e_1_2_1_49_1","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2011.159"},{"key":"e_1_2_1_50_1","doi-asserted-by":"publisher","DOI":"10.1145\/2009916.2010004"},{"key":"e_1_2_1_51_1","doi-asserted-by":"publisher","DOI":"10.1145\/1835804.1835877"},{"key":"e_1_2_1_52_1","doi-asserted-by":"publisher","DOI":"10.1145\/2339530.2339737"},{"key":"e_1_2_1_53_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10107-012-0584-1"},{"key":"e_1_2_1_54_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2010.2049235"},{"key":"e_1_2_1_55_1","doi-asserted-by":"publisher","DOI":"10.1145\/2661829.2661973"},{"key":"e_1_2_1_56_1","doi-asserted-by":"publisher","DOI":"10.5555\/946247.946658"},{"key":"e_1_2_1_57_1","doi-asserted-by":"publisher","DOI":"10.1145\/1150402.1150506"},{"key":"e_1_2_1_58_1","doi-asserted-by":"publisher","DOI":"10.1145\/2168752.2168767"},{"key":"e_1_2_1_59_1","doi-asserted-by":"publisher","DOI":"10.1145\/2911451.2911519"},{"key":"e_1_2_1_60_1","doi-asserted-by":"publisher","DOI":"10.1145\/2911451.2911502"},{"key":"e_1_2_1_61_1","doi-asserted-by":"publisher","DOI":"10.1145\/2502081.2502093"},{"key":"e_1_2_1_62_1","doi-asserted-by":"publisher","DOI":"10.1145\/2964284.2964307"},{"key":"e_1_2_1_63_1","doi-asserted-by":"publisher","DOI":"10.1145\/2783258.2783268"},{"key":"e_1_2_1_64_1","doi-asserted-by":"publisher","DOI":"10.1145\/1273496.1273642"},{"key":"e_1_2_1_65_1","doi-asserted-by":"publisher","DOI":"10.1145\/2487575.2487640"}],"container-title":["ACM Transactions on Information Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3052774","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3052774","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T03:36:57Z","timestamp":1750217817000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3052774"}},"subtitle":["Learning Toward Local and Global Consistency"],"short-title":[],"issued":{"date-parts":[[2017,4,6]]},"references-count":65,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2018,1,31]]}},"alternative-id":["10.1145\/3052774"],"URL":"https:\/\/doi.org\/10.1145\/3052774","relation":{},"ISSN":["1046-8188","1558-2868"],"issn-type":[{"value":"1046-8188","type":"print"},{"value":"1558-2868","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017,4,6]]},"assertion":[{"value":"2016-07-01","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2017-01-01","order":1,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2017-04-06","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}