{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,10]],"date-time":"2026-02-10T07:16:03Z","timestamp":1770707763738,"version":"3.49.0"},"reference-count":47,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2016,7,25]],"date-time":"2016-07-25T00:00:00Z","timestamp":1469404800000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Electron Commer Res"],"published-print":{"date-parts":[[2017,3]]},"DOI":"10.1007\/s10660-016-9233-8","type":"journal-article","created":{"date-parts":[[2016,7,25]],"date-time":"2016-07-25T11:16:26Z","timestamp":1469445386000},"page":"103-132","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":38,"title":["Sentiment community detection: exploring sentiments and relationships in social networks"],"prefix":"10.1007","volume":"17","author":[{"given":"Dong","family":"Wang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jiexun","family":"Li","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kaiquan","family":"Xu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yizhen","family":"Wu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2016,7,25]]},"reference":[{"issue":"3","key":"9233_CR1","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/1361684.1361685","volume":"26","author":"A Abbasi","year":"2008","unstructured":"Abbasi, A., Chen, H., & Salem, A. (2008). Sentiment analysis in multiple languages: Feature selection for opinion classification in Web forums. ACM Transactions on Information Systems, 26(3), 1\u201334.","journal-title":"ACM Transactions on Information Systems"},{"issue":"3","key":"9233_CR2","doi-asserted-by":"crossref","first-page":"409","DOI":"10.1140\/epjb\/e2008-00425-1","volume":"66","author":"G Agarwal","year":"2008","unstructured":"Agarwal, G., & Kempe, D. (2008). Modularity-maximizing graph communities via mathematical programming. The European Physical Journal B, 66(3), 409\u2013418.","journal-title":"The European Physical Journal B"},{"key":"9233_CR3","doi-asserted-by":"crossref","unstructured":"Akoglu, L., Tong, H., Meeder, B., & Faloutsos, C. (2012). PICS: Parameter-free identification of cohesive subgroups in large attributed graphs. In Proceedings of the 2012 SIAM international conference on data mining, Anaheim, CA, 26\u201328, April 2012.","DOI":"10.1137\/1.9781611972825.38"},{"issue":"1\u20133","key":"9233_CR4","first-page":"86","volume":"56","author":"N Bansal","year":"2004","unstructured":"Bansal, N., Blum, A., & Chawla, S. (2004). Correlation clustering. Machine Learning, 56(1\u20133), 86\u2013113.","journal-title":"Machine Learning"},{"key":"9233_CR5","doi-asserted-by":"crossref","first-page":"13128","DOI":"10.1016\/j.eswa.2011.04.119","volume":"38","author":"T Cao","year":"2011","unstructured":"Cao, T., Wu, X., Wang, S., & Hu, X. (2011). Maximizing influence spread in modular social networks by optimalresource allocation. Expert Systems with Applications, 38, 13128\u201313135.","journal-title":"Expert Systems with Applications"},{"issue":"1","key":"9233_CR6","doi-asserted-by":"crossref","first-page":"57","DOI":"10.1016\/j.ijhcs.2006.08.009","volume":"65","author":"M Chau","year":"2007","unstructured":"Chau, M., & Xu, J. (2007). Mining communities and their relationships in blogs: A study of online hate groups. International Journal of Human-Computer Studies, 65(1), 57\u201370.","journal-title":"International Journal of Human-Computer Studies"},{"issue":"3","key":"9233_CR7","doi-asserted-by":"crossref","first-page":"555","DOI":"10.1016\/j.dss.2004.06.003","volume":"41","author":"H Chen","year":"2006","unstructured":"Chen, H. (2006). Intelligence and security informatics: information systems perspective. Decision Support Systems, 41(3), 555\u2013559.","journal-title":"Decision Support Systems"},{"key":"9233_CR8","doi-asserted-by":"crossref","unstructured":"Chen, L., & Wang, F. (2014). Sentiment-enhanced explanation of product recommendations. In Proceedings of the 23rd international conference on World Wide Web, Seoul, Korea, April 7\u201311, 2014, pp. 239\u2013240.","DOI":"10.1145\/2567948.2577276"},{"key":"9233_CR9","doi-asserted-by":"crossref","first-page":"345","DOI":"10.1509\/jmkr.43.3.345","volume":"63","author":"J Chevalier","year":"2006","unstructured":"Chevalier, J., & Mayzlin, D. (2006). The Effect of word of mouth on sales: Online book reviews. Journal of Marketing Research, 63, 345\u2013354.","journal-title":"Journal of Marketing Research"},{"key":"9233_CR10","doi-asserted-by":"crossref","first-page":"066111","DOI":"10.1103\/PhysRevE.70.066111","volume":"70","author":"A Clauset","year":"2004","unstructured":"Clauset, A., Newman, M. E. J., & Moore, C. (2004). Finding community structure in very large networks. Physical Review E, 70, 066111.","journal-title":"Physical Review E"},{"issue":"10","key":"9233_CR11","doi-asserted-by":"crossref","first-page":"1577","DOI":"10.1287\/mnsc.1060.0567","volume":"52","author":"C Dellarocas","year":"2006","unstructured":"Dellarocas, C. (2006). Strategic manipulation of internet opinion forums: Implications for consumers and firms. Management Science, 52(10), 1577\u20131593.","journal-title":"Management Science"},{"key":"9233_CR12","unstructured":"Dellarocas, C., Awad, N., & Zhang, X. M. (2005). Using online reviews as a proxy of word-of-mouth for motion picture revenue forecasting. MIT Sloan Research Paper."},{"issue":"5885","key":"9233_CR13","doi-asserted-by":"crossref","first-page":"47","DOI":"10.1126\/science.1157667","volume":"321","author":"J Denrell","year":"2008","unstructured":"Denrell, J. (2008). Indirect social influence. Science, 321(5885), 47\u201348.","journal-title":"Science"},{"issue":"4","key":"9233_CR14","doi-asserted-by":"crossref","first-page":"1007","DOI":"10.1016\/j.dss.2008.04.001","volume":"45","author":"W Duan","year":"2008","unstructured":"Duan, W., Gu, B., & Whinston, A. B. (2008). Do online reviews matter?\u2014An empirical investigation of panel data. Decision Support Systems, 45(4), 1007\u20131016.","journal-title":"Decision Support Systems"},{"issue":"3","key":"9233_CR15","doi-asserted-by":"crossref","first-page":"78","DOI":"10.1109\/MIC.2008.55","volume":"12","author":"J Eno","year":"2008","unstructured":"Eno, J., & Thompson, C. W. (2008). Generating synthetic data to match data mining patterns. Internet Computing, 12(3), 78\u201382.","journal-title":"Internet Computing"},{"key":"9233_CR16","doi-asserted-by":"crossref","first-page":"291","DOI":"10.1287\/isre.1080.0193","volume":"19","author":"C Forman","year":"2008","unstructured":"Forman, C., Ghose, A., & Wiesenfeld, B. (2008). Examining the relation-ship between reviews and sales: The role of reviewer identify disclosure in electronic markets. Information Systems Research, 19, 291\u2013313.","journal-title":"Information Systems Research"},{"issue":"12","key":"9233_CR17","doi-asserted-by":"crossref","first-page":"7821","DOI":"10.1073\/pnas.122653799","volume":"99","author":"M Girvan","year":"2002","unstructured":"Girvan, M., & Newman, M. E. J. (2002). Community structure in social and biological networks. Proceedings of the National Academy of Sciences of the United States of America, 99(12), 7821\u20137826.","journal-title":"Proceedings of the National Academy of Sciences of the United States of America"},{"key":"9233_CR18","doi-asserted-by":"crossref","unstructured":"Hagedorn, B. A., Ciaramita, M., & Atserias, J. (2007). World knowledge in broad-coverage information filtering. In A. P. V. W. Kraaij (Ed.), Proceedings of the 30th annual international ACM SIGIR conference on research and development in information retrieval, Amsterdam, pp. 801\u2013802.","DOI":"10.1145\/1277741.1277916"},{"key":"9233_CR19","doi-asserted-by":"crossref","unstructured":"Hatzivassiloglou, V., & Wiebe, J. M. (2000). Effects of adjective orientation and gradability on sentence subjectivity. In M. Kay (Ed.), Proceedings of the 18th conference on computational linguistics, Saarbr\u00fccken, July 31\u2013August 4, pp. 299\u2013305.","DOI":"10.3115\/990820.990864"},{"issue":"1","key":"9233_CR20","doi-asserted-by":"crossref","first-page":"19","DOI":"10.1145\/1276301.1276305","volume":"36","author":"JE Hoag","year":"2007","unstructured":"Hoag, J. E., & Thompson, C. W. (2007). A parallel general-purpose synthetic data generator. ACM SIGMOD Record, 36(1), 19\u201324.","journal-title":"ACM SIGMOD Record"},{"key":"9233_CR21","doi-asserted-by":"crossref","unstructured":"Hu, M., & Liu, B. (2004). Mining and summarizing customer reviews. In R. K. W. Kim (Ed.), Proceedings of the tenth ACM SIGKDD international conference on knowledge discovery and data mining, Seattle, WA, pp. 168\u2013177.","DOI":"10.1145\/1014052.1014073"},{"key":"9233_CR22","doi-asserted-by":"crossref","first-page":"359","DOI":"10.1137\/S1064827595287997","volume":"20","author":"G Karypis","year":"1998","unstructured":"Karypis, G., & Kumar, V. (1998). A fast and high quality multilevel scheme for partitioning irregular graphs. SIAM Journal on Scientific Computing, 20, 359\u2013392.","journal-title":"SIAM Journal on Scientific Computing"},{"key":"9233_CR23","unstructured":"Kudo, T., & Matsumoto, Y. (2004). A boosting algorithm for classification of semi-structured text. In D. W. D. Lin (Ed.), Proceedings of the 2004 conference on empirical methods in natural language processing, Barcelona, Spain, pp. 1\u20138."},{"issue":"11","key":"9233_CR24","doi-asserted-by":"crossref","first-page":"1944","DOI":"10.1109\/TPAMI.2007.1115","volume":"29","author":"B Kulis","year":"2007","unstructured":"Kulis, B., & Dhillon, Y. G. (2007). Weighted graph cuts without eigenvectors: A multilevel approach. IEEE Transactions on Pattern Analysis and Machine Intelligence, 29(11), 1944\u20131957.","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"key":"9233_CR25","doi-asserted-by":"crossref","first-page":"1567","DOI":"10.1016\/j.eswa.2007.08.109","volume":"35","author":"KC Lee","year":"2008","unstructured":"Lee, K. C., & Kwon, S. (2008). Online shopping recommendation mechanism and its influence on consumer decisions and behaviors: A causal map approach. Expert Systems with Applications, 35, 1567\u20131574.","journal-title":"Expert Systems with Applications"},{"issue":"6","key":"9233_CR26","doi-asserted-by":"crossref","first-page":"787","DOI":"10.1145\/331524.331526","volume":"46","author":"T Leighton","year":"1999","unstructured":"Leighton, T., & Rao, S. (1999). Multicommodity max-flow min-cut theorems and their use in designing approximation algorithms. Journal of the ACM, 46(6), 787\u2013832.","journal-title":"Journal of the ACM"},{"key":"9233_CR27","doi-asserted-by":"crossref","unstructured":"Leskovec, J., Lang, J., & Mahoney, M. (2010). Empirical comparison of algorithms for network community detection. In Proceedings of the 19th international conference on World Wide Web, Raleigh, NC, USA, April 26\u201330.","DOI":"10.1145\/1772690.1772755"},{"key":"9233_CR28","volume-title":"Web data mining\u2014Exploring hyperlinks, contents and usage data","author":"B Liu","year":"2006","unstructured":"Liu, B. (2006). Web data mining\u2014Exploring hyperlinks, contents and usage data. Berlin: Springer."},{"key":"9233_CR29","doi-asserted-by":"crossref","unstructured":"Liu, B., Hu, M., & Cheng, J. (2005). Opinion observer: Analyzing and comparing opinions on the Web. In T. H. A. Ellis (Ed.), Proceedings of the 14th international World Wide Web conference, Chiba, Japan, May 10\u201314, pp. 342\u2013351.","DOI":"10.1145\/1060745.1060797"},{"key":"9233_CR30","unstructured":"McAuley, J., & Leskovec, J. (2012). Learning to discover social circles in ego networks. In Advances in neural information processing systems 25 (NIPS 2012), Lake Tahoe, NV, 3\u20136 December."},{"issue":"2","key":"9233_CR31","doi-asserted-by":"crossref","first-page":"026113","DOI":"10.1103\/PhysRevE.69.026113","volume":"69","author":"MEJ Newman","year":"2004","unstructured":"Newman, M. E. J., & Girvan, M. (2004). Finding and evaluating community structure in networks. Physical Review E, 69(2), 026113.","journal-title":"Physical Review E"},{"issue":"1\u20132","key":"9233_CR32","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1561\/1500000011","volume":"2","author":"B Pang","year":"2008","unstructured":"Pang, B., & Lee, L. (2008). Opinion mining and sentiment analysis. Foundations and Trends in Information Retrieval, 2(1\u20132), 1\u2013135.","journal-title":"Foundations and Trends in Information Retrieval"},{"key":"9233_CR33","unstructured":"Pang, B., Lee, L., & Vaithyanathan, S. (2002). Thumbs up? Sentiment classification using machine learning techniques. In Proceedings of the conference on empirical methods in natural language processing, Philadelphia, PA, USA."},{"issue":"4","key":"9233_CR34","doi-asserted-by":"crossref","first-page":"1321","DOI":"10.1016\/j.dss.2006.04.002","volume":"43","author":"TS Raghu","year":"2007","unstructured":"Raghu, T. S., & Chen, H. (2007). Cyberinfrastructure for homeland security: Advances in information sharing, data mining, and collaboration systems. Decision Support Systems, 43(4), 1321\u20131323.","journal-title":"Decision Support Systems"},{"key":"9233_CR35","doi-asserted-by":"crossref","first-page":"046114","DOI":"10.1103\/PhysRevE.81.046114","volume":"81","author":"P Ronhovde","year":"2010","unstructured":"Ronhovde, P., & Nussinov, Z. (2010). An improved potts model applied to community detection. Physical Review E, 81, 046114.","journal-title":"Physical Review E"},{"key":"9233_CR36","doi-asserted-by":"crossref","unstructured":"Ruan, Y., Fuhry, D., & Parthasarathy, S. (2013). Efficient community detection in large networks using content and links. In Proceedings of the 22nd international conference on World Wide Web, Rio de Janeiro, 13\u201317 May, pp. 1089\u20131098.","DOI":"10.1145\/2488388.2488483"},{"key":"9233_CR37","unstructured":"Singh, V. K., Mukherjee, M., & Mehta, G. K. (2011). Combining collaborative filtering and sentiment classification for improved movie recommendations. Multi-disciplinary trends in artificial intelligence (Vol. 7080). Berlin: Springer."},{"key":"9233_CR38","doi-asserted-by":"crossref","unstructured":"Spielman, D., & Teng, S. H. (1996). Spectral partitioning works: Planar graphs and finite element meshes. In Proceedings of the 37th annual IEEE symposium on foundations of computer science, Burlington, VT, 14\u201316 October, pp. 96\u2013107.","DOI":"10.1109\/SFCS.1996.548468"},{"issue":"2","key":"9233_CR39","doi-asserted-by":"crossref","first-page":"411","DOI":"10.1111\/1467-9868.00293","volume":"63","author":"R Tibshirani","year":"2002","unstructured":"Tibshirani, R., Walther, G., & Hastie, T. (2002). Estimating the number of clusters in a data set via the gap statistic. Journal of the Royal Statistical Society: Series B, 63(2), 411\u2013423.","journal-title":"Journal of the Royal Statistical Society: Series B"},{"key":"9233_CR40","unstructured":"Toh, K.-C., Todd, M. J., & Tutuncu, R. H. (2016). SDPT3\u2014A MATLAB software for semidefinite-quadratic-linear programming. http:\/\/www.math.nus.edu.sg\/~mattohkc\/sdpt3.html ."},{"key":"9233_CR41","doi-asserted-by":"crossref","unstructured":"Turney, P. D. (2001). Thumbs up or thumbs down?: Semantic orientation applied to unsupervised classification of reviews. In P. Isabelle (Ed.), Proceedings of the 40th annual meeting on association for computational linguistics, Philadelphia, PA, pp. 417\u2013424.","DOI":"10.3115\/1073083.1073153"},{"key":"9233_CR42","doi-asserted-by":"crossref","unstructured":"Vinh, N. X., Epps, J., & Bailey, J. (2009). Information theoretic measures for clustering comparison: Is a correction for chance necessary? In Proceedings of the 26th annual international conference on machine learning, Montreal, QC, June 14\u201318, pp. 1073\u20131080.","DOI":"10.1145\/1553374.1553511"},{"key":"9233_CR43","doi-asserted-by":"crossref","unstructured":"Wiebe, J. M., Bruce, R. F., & O\u2019Hara, T. P. (1999). Development and use of a gold-standard data set for subjectivity classifications. In Proceedings of the 37th annual meeting of the association for computational linguistics on computational linguistics, College Park, MA.","DOI":"10.3115\/1034678.1034721"},{"key":"9233_CR44","doi-asserted-by":"crossref","unstructured":"Yang, J., McAuley, J., & Leskovec, J. (2013). Community detection in networks with node attributes. In Proceeding of the IEEE 13th international conference on data mining (ICDM 2013), Dallas, TX, 7\u201310 December.","DOI":"10.1109\/ICDM.2013.167"},{"key":"9233_CR45","doi-asserted-by":"crossref","unstructured":"Yi, J., Nasukawa, T., Bunescu, R., & Niblack, W. (2003). Sentiment analyzer: Extracting sentiments about a given topic using natural language processing techniques. In J. Shavlik (Ed.), Proceedings of the third IEEE international conference on data mining, Melbourne, FL, pp. 427\u2013434.","DOI":"10.1109\/ICDM.2003.1250949"},{"issue":"11","key":"9233_CR46","doi-asserted-by":"crossref","first-page":"1387","DOI":"10.1109\/TKDE.2004.74","volume":"16","author":"Y Yip","year":"2004","unstructured":"Yip, Y., Cheung, W., & Ng, K. (2004). HARP: A practical projected clustering algorithm. IEEE Transactions on Knowledge and Data Engineering, 16(11), 1387\u20131397.","journal-title":"IEEE Transactions on Knowledge and Data Engineering"},{"key":"9233_CR47","doi-asserted-by":"crossref","unstructured":"Yu, H., & Hatzivassiloglou, V. (2003). Towards answering opinion questions: Separating facts from opinions and identifying the polarity of opinion sentences. In Proceedings of the 2003 conference on empirical methods in natural language processing, Sapporo.","DOI":"10.3115\/1119355.1119372"}],"container-title":["Electronic Commerce Research"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10660-016-9233-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10660-016-9233-8\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10660-016-9233-8","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10660-016-9233-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,9,11]],"date-time":"2019-09-11T17:19:53Z","timestamp":1568222393000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10660-016-9233-8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,7,25]]},"references-count":47,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2017,3]]}},"alternative-id":["9233"],"URL":"https:\/\/doi.org\/10.1007\/s10660-016-9233-8","relation":{},"ISSN":["1389-5753","1572-9362"],"issn-type":[{"value":"1389-5753","type":"print"},{"value":"1572-9362","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016,7,25]]}}}