Skip to main content
Erschienen in: Social Network Analysis and Mining 1/2016

01.12.2016 | Review Article

A survey of event detection techniques in online social networks

verfasst von: Anuradha Goswami, Ajey Kumar

Erschienen in: Social Network Analysis and Mining | Ausgabe 1/2016

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The online social networks (OSNs) have become an important platform for detecting real-world event in recent years. These real-world events are detected by analyzing huge social-stream data available on different OSN platforms. Event detection has become significant because it contains substantial information which describes different scenarios during events or crisis. This information further helps to enable contextual decision making, regarding the event location, content and the temporal specifications. Several studies exist, which offers plethora of frameworks and tools for detecting and analyzing events used for applications like crisis management, monitoring and predicting events in different OSN platforms. In this paper, a survey is done for event detection techniques in OSN based on social text streams—newswire, web forums, emails, blogs and microblogs, for natural disasters, trending or emerging topics and public opinion-based events. The work done and the open problems are explicitly mentioned for each social stream. Further, this paper elucidates the list of event detection tools available for the researchers.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Abel F, Hauff C, Houben GJ, Stronkman R, Tao K (2012) Twitcident: fighting fire with information from social web streams. In: Proceedings of the 21st international ACM conference companion on world wide web 305–308. doi: 10.1145/2187980.2188035 Abel F, Hauff C, Houben GJ, Stronkman R, Tao K (2012) Twitcident: fighting fire with information from social web streams. In: Proceedings of the 21st international ACM conference companion on world wide web 305–308. doi: 10.​1145/​2187980.​2188035
Zurück zum Zitat Agarwal N, Liu H, Tang L, Yu PS (2008) Identifying the influential bloggers in a community. In: Proceedings of the 2008 ACM international conference on web search and data mining (WSDM’08) 207–218. doi:10.1145/1341531.1341559 Agarwal N, Liu H, Tang L, Yu PS (2008) Identifying the influential bloggers in a community. In: Proceedings of the 2008 ACM international conference on web search and data mining (WSDM’08) 207–218. doi:10.​1145/​1341531.​1341559
Zurück zum Zitat Aggarwal C, Subbian K (2012) Event detection in social streams. In: Proceedings of the 2012 SIAM international conference on data mining 12:624–635 Aggarwal C, Subbian K (2012) Event detection in social streams. In: Proceedings of the 2012 SIAM international conference on data mining 12:624–635
Zurück zum Zitat Ahn D (2006) The stages of event extraction. In: Proceedings of the workshop on annotating and reasoning about time and events. Association for Computational Linguistics 1–8 Ahn D (2006) The stages of event extraction. In: Proceedings of the workshop on annotating and reasoning about time and events. Association for Computational Linguistics 1–8
Zurück zum Zitat Allan J, Papka R, Lavrenko V (1998) On-line new event detection and tracking. In: Proceedings of the 21st annual international ACM SIGIR conference on research and development in information retrieval 37–45. doi:10.1145/290941.290954 Allan J, Papka R, Lavrenko V (1998) On-line new event detection and tracking. In: Proceedings of the 21st annual international ACM SIGIR conference on research and development in information retrieval 37–45. doi:10.​1145/​290941.​290954
Zurück zum Zitat Balazinska M (2007) Event detection in mobile sensor networks. In: National Science Foundation (NSF) workshop on data management for mobile sensor networks 2007 (MobiSensors) Balazinska M (2007) Event detection in mobile sensor networks. In: National Science Foundation (NSF) workshop on data management for mobile sensor networks 2007 (MobiSensors)
Zurück zum Zitat Bamrah NH, Satpute BS, Patil P (2014) Web forum crawling techniques. Int J Comput Appl 85:17 Bamrah NH, Satpute BS, Patil P (2014) Web forum crawling techniques. Int J Comput Appl 85:17
Zurück zum Zitat Bansal N, Koudas N (2007) Blogscope: spatio-temporal Analysis of the blogosphere. In: Proceedings of the 16th international ACM conference on world wide web 1269–1270. doi:10.1145/1242572.1242802 Bansal N, Koudas N (2007) Blogscope: spatio-temporal Analysis of the blogosphere. In: Proceedings of the 16th international ACM conference on world wide web 1269–1270. doi:10.​1145/​1242572.​1242802
Zurück zum Zitat Becker H, Naaman M, Gravano L (2011) Beyond trending topics: real-world event Identification on twitter. Int Conf Web Soc Media 11:438–441 Becker H, Naaman M, Gravano L (2011) Beyond trending topics: real-world event Identification on twitter. Int Conf Web Soc Media 11:438–441
Zurück zum Zitat Benson E, Haghighi A, Barzilay R (2011) Event discovery in social media feeds. In: Proceedings of the 49th annual meeting of the association for computational linguistics. Human Language Technologies 1:389–398 Benson E, Haghighi A, Barzilay R (2011) Event discovery in social media feeds. In: Proceedings of the 49th annual meeting of the association for computational linguistics. Human Language Technologies 1:389–398
Zurück zum Zitat Blei DM, Ng AY, Jordan MI (2003) Latent dirichlet allocation. J Mach Learn Res 3:993–1022MATH Blei DM, Ng AY, Jordan MI (2003) Latent dirichlet allocation. J Mach Learn Res 3:993–1022MATH
Zurück zum Zitat Chen CC, Chen MC (2008) TSCAN: A novel method for topic summarization and content anatomy. In: Proceedings of the 31st annual international ACM SIGIR conference on research and development in information retrieval 579–586. doi:10.1145/1390334.1390433 Chen CC, Chen MC (2008) TSCAN: A novel method for topic summarization and content anatomy. In: Proceedings of the 31st annual international ACM SIGIR conference on research and development in information retrieval 579–586. doi:10.​1145/​1390334.​1390433
Zurück zum Zitat Chen Y, Yang S, Cheng X (2009) Bursty topics extraction for web forums. In: Proceedings of the eleventh international ACM workshop on Web information and data management 55–58 Chen Y, Yang S, Cheng X (2009) Bursty topics extraction for web forums. In: Proceedings of the eleventh international ACM workshop on Web information and data management 55–58
Zurück zum Zitat Chen F, Du J, Qian W, Zhou A (2012) Topic detection over online forum. In: Web information systems and applications IEEE ninth conference (WISA) 235–240 Chen F, Du J, Qian W, Zhou A (2012) Topic detection over online forum. In: Web information systems and applications IEEE ninth conference (WISA) 235–240
Zurück zum Zitat Cheng V, Li CH (2007) Topic detection via participation using Markov logic network. In: Signal-image technologies and internet based system. Third international IEEE conference, 85–91 Cheng V, Li CH (2007) Topic detection via participation using Markov logic network. In: Signal-image technologies and internet based system. Third international IEEE conference, 85–91
Zurück zum Zitat Chester TLS, Taylor M, Sandhu J, Forsting S, Ellis A, Stirling R, Galanis E (2011) Use of a web forum and an online questionnaire in the detection and investigation of an outbreak. Online journal of public healthinformatics3.1 Chester TLS, Taylor M, Sandhu J, Forsting S, Ellis A, Stirling R, Galanis E (2011) Use of a web forum and an online questionnaire in the detection and investigation of an outbreak. Online journal of public healthinformatics3.1
Zurück zum Zitat Cordeiro M (2012) Twitter event detection: combining wavelet analysis and topic inference summarization. In: Doctoral Symposium on Informatics Engineering (DSIE’2012) Cordeiro M (2012) Twitter event detection: combining wavelet analysis and topic inference summarization. In: Doctoral Symposium on Informatics Engineering (DSIE’2012)
Zurück zum Zitat Dasigi P, Hovy EH (2014) Modeling newswire events using neural networks for anomaly detection. In: 25th International Conference on Computational Linguistics (COLING 2014) 1414–1422 Dasigi P, Hovy EH (2014) Modeling newswire events using neural networks for anomaly detection. In: 25th International Conference on Computational Linguistics (COLING 2014) 1414–1422
Zurück zum Zitat Deitrick W, Hu W (2013) Mutually enhancing community detection and sentiment analysis on twitter networks. J Data Anal Inf Process 1:19–29 Deitrick W, Hu W (2013) Mutually enhancing community detection and sentiment analysis on twitter networks. J Data Anal Inf Process 1:19–29
Zurück zum Zitat Dereszynski E, Dietterich T (2007) Probabilistic models for anomaly detection in remote sensor data streams. In: Proceedings of the 23rd conference on Uncertainty in Artificial Intelligence (UAI-2007) 75–82 Dereszynski E, Dietterich T (2007) Probabilistic models for anomaly detection in remote sensor data streams. In: Proceedings of the 23rd conference on Uncertainty in Artificial Intelligence (UAI-2007) 75–82
Zurück zum Zitat Devi KN, Bhaskaran VM (2015) Online forums hotspot detection and analysis using aging theory. World Academy Sci Eng Technol Int J Comp Electr Autom Control Inf Eng 9(4):913–917 Devi KN, Bhaskaran VM (2015) Online forums hotspot detection and analysis using aging theory. World Academy Sci Eng Technol Int J Comp Electr Autom Control Inf Eng 9(4):913–917
Zurück zum Zitat Fox D, Hightower J, Liao L, Schulz D, Borriello G (2003) Bayesian filtering for location estimation. IEEE Pervasive Comput 3:24–33CrossRef Fox D, Hightower J, Liao L, Schulz D, Borriello G (2003) Bayesian filtering for location estimation. IEEE Pervasive Comput 3:24–33CrossRef
Zurück zum Zitat Friedman JH (2001) Greedy function approximation: a gradient boosting machine. Annals Stat 29:1189–1232 Friedman JH (2001) Greedy function approximation: a gradient boosting machine. Annals Stat 29:1189–1232
Zurück zum Zitat Fung GPC, Yu JX, Yu PS, Lu H (2005) Parameter free bursty events detection in text streams. In: Proceedings of the 31st international conference on Very large data bases 181–192 Fung GPC, Yu JX, Yu PS, Lu H (2005) Parameter free bursty events detection in text streams. In: Proceedings of the 31st international conference on Very large data bases 181–192
Zurück zum Zitat Gill KE (2005) Blogging, RSS and the information landscape: a look at online news. In: WWW 2005 workshop on the weblogging ecosystem Gill KE (2005) Blogging, RSS and the information landscape: a look at online news. In: WWW 2005 workshop on the weblogging ecosystem
Zurück zum Zitat Gionis A, Indyk P, Motwani R (1999) Similarity search in high dimensions via hashing. In: Very large data bases 1999 Sep 7 (VLDB) 99:518–529 Gionis A, Indyk P, Motwani R (1999) Similarity search in high dimensions via hashing. In: Very large data bases 1999 Sep 7 (VLDB) 99:518–529
Zurück zum Zitat Goller C, Kuchler A (1996) Learning task-dependent distributed representations by Backpropagation through structure. In: Neural Networks. 1996 IEEE International Conference 1:347–352 Goller C, Kuchler A (1996) Learning task-dependent distributed representations by Backpropagation through structure. In: Neural Networks. 1996 IEEE International Conference 1:347–352
Zurück zum Zitat Grishman R, Westbrook D, Meyers A (2005) NYU’s english ACE 2005 system description. In: Proceedings of ACE 2005 Evaluation Workshop, Washington Grishman R, Westbrook D, Meyers A (2005) NYU’s english ACE 2005 system description. In: Proceedings of ACE 2005 Evaluation Workshop, Washington
Zurück zum Zitat Gu H, Xie X, Lv Q, Ruan Y, Shang L (2011) Etree: effective and efficient event modeling for real-time online social media networks. In: Web Intelligence and Intelligent Agent Technology (WI-IAT). 2011 IEEE/WIC/ACM International Conference 1:300–307 Gu H, Xie X, Lv Q, Ruan Y, Shang L (2011) Etree: effective and efficient event modeling for real-time online social media networks. In: Web Intelligence and Intelligent Agent Technology (WI-IAT). 2011 IEEE/WIC/ACM International Conference 1:300–307
Zurück zum Zitat Guralnik V, Srivastava J (1999) Event detection from time series data. In: Proceedings of the fifth ACM SIGKDD international conference on knowledge discovery and data mining 33–42 Guralnik V, Srivastava J (1999) Event detection from time series data. In: Proceedings of the fifth ACM SIGKDD international conference on knowledge discovery and data mining 33–42
Zurück zum Zitat Halliday M, Hasan R (1976) Cohesion in english. Longman, London Halliday M, Hasan R (1976) Cohesion in english. Longman, London
Zurück zum Zitat Hardy H, Kanchakouskaya V, Strzalkowski T (2006) Automatic event classification using surface text features. In: Proc. AAAI06 workshop on event extraction and synthesis 36–41 Hardy H, Kanchakouskaya V, Strzalkowski T (2006) Automatic event classification using surface text features. In: Proc. AAAI06 workshop on event extraction and synthesis 36–41
Zurück zum Zitat He Q, Chang K, Lim EP (2007) Analyzing feature trajectories for event detection. In: Proceedings of the 30th annual international ACM SIGIR conference on Research and development in Information Retrieval 207–214 He Q, Chang K, Lim EP (2007) Analyzing feature trajectories for event detection. In: Proceedings of the 30th annual international ACM SIGIR conference on Research and development in Information Retrieval 207–214
Zurück zum Zitat He Q, Chang K, Lim EP, Zhang J (2007) Bursty feature representation for clustering text streams. In: SIAM International Conference of Data Mining 491–496 He Q, Chang K, Lim EP, Zhang J (2007) Bursty feature representation for clustering text streams. In: SIAM International Conference of Data Mining 491–496
Zurück zum Zitat Hennig P, Berger P, Kurzynski D, Rantzsch H, Meinel C (2014) Efficient event detection for the blogosphere. In: Big Data and Cloud Computing (BdCloud). 2014 IEEE Fourth International Conference 408–415 Hennig P, Berger P, Kurzynski D, Rantzsch H, Meinel C (2014) Efficient event detection for the blogosphere. In: Big Data and Cloud Computing (BdCloud). 2014 IEEE Fourth International Conference 408–415
Zurück zum Zitat Hong Y, Zhang J, Ma B, Yao J, Zhou G, Zhu Q (2011) Using cross-entity inference to improve event extraction. In: Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies 1:1127–1136) Hong Y, Zhang J, Ma B, Yao J, Zhou G, Zhu Q (2011) Using cross-entity inference to improve event extraction. In: Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies 1:1127–1136)
Zurück zum Zitat Huang J, Iwaihara M (2011) Realtime social sensing of support rate for microblogging. In: 2011 International Springer Conference of Database Systems for Advanced Applications 357–368 Huang J, Iwaihara M (2011) Realtime social sensing of support rate for microblogging. In: 2011 International Springer Conference of Database Systems for Advanced Applications 357–368
Zurück zum Zitat Ihler A, Hutchins J, Smyth P (2006) Adaptive event detection with time-varying poisson processes. In: Proceedings of the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining 207–216 Ihler A, Hutchins J, Smyth P (2006) Adaptive event detection with time-varying poisson processes. In: Proceedings of the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining 207–216
Zurück zum Zitat Java A, Song X, Finin T, Tseng B (2007) Why we twitter: understanding microblogging usage and communities. In: Proceedings of the 9th WebKDD and 1st ACM SNA-KDD 2007 workshop on Web mining and Social Network Analysis 56–65 Java A, Song X, Finin T, Tseng B (2007) Why we twitter: understanding microblogging usage and communities. In: Proceedings of the 9th WebKDD and 1st ACM SNA-KDD 2007 workshop on Web mining and Social Network Analysis 56–65
Zurück zum Zitat Ji H, Grishman R (2008) Refining event extraction through cross-document inference. In: Association for Computational Linguistics (ACL) 254–262 Ji H, Grishman R (2008) Refining event extraction through cross-document inference. In: Association for Computational Linguistics (ACL) 254–262
Zurück zum Zitat Joachims T (1998) Text categorization with support vector machines: learning with many relevant features. In: Proceedings of the Tenth European Conference on Machine Learning 137–142 Joachims T (1998) Text categorization with support vector machines: learning with many relevant features. In: Proceedings of the Tenth European Conference on Machine Learning 137–142
Zurück zum Zitat Jurgens D, Stevens K (2009) Event detection in blogs using temporal random indexing. In: Association for Computational Linguistics Proceedings of the Workshop on Events in Emerging Text Types 9–16 Jurgens D, Stevens K (2009) Event detection in blogs using temporal random indexing. In: Association for Computational Linguistics Proceedings of the Workshop on Events in Emerging Text Types 9–16
Zurück zum Zitat Kaplan AM, Haenlein M (2010) Users of the world, Unite! The challenges and opportunities of social media. Business Horizons 53(1):59–68CrossRef Kaplan AM, Haenlein M (2010) Users of the world, Unite! The challenges and opportunities of social media. Business Horizons 53(1):59–68CrossRef
Zurück zum Zitat Kastner I, Monz C (2009) Automatic single-document key fact extraction from newswire articles. In: Proceedings of the 12th Conference of the European Chapter of the Association for Computational Linguistics 415–423 Kastner I, Monz C (2009) Automatic single-document key fact extraction from newswire articles. In: Proceedings of the 12th Conference of the European Chapter of the Association for Computational Linguistics 415–423
Zurück zum Zitat Keogh EJ (2002) Exact indexing of dynamic time warping. Knowl Inf Syst 7(3):358–386CrossRef Keogh EJ (2002) Exact indexing of dynamic time warping. Knowl Inf Syst 7(3):358–386CrossRef
Zurück zum Zitat Li C, Sun A, Datta A (2012) Twevent: segment-based event detection from tweets. In: Proceedings of the 21st ACM international conference on information and knowledge management 155–164 Li C, Sun A, Datta A (2012) Twevent: segment-based event detection from tweets. In: Proceedings of the 21st ACM international conference on information and knowledge management 155–164
Zurück zum Zitat Kerman MC et al. (2009) Event detection challenges, methods, and applications in natural and artificial systems. In: Proceedings of 14th International Command and Control Research and Technology Symposium: “C2 and Agility” Kerman MC et al. (2009) Event detection challenges, methods, and applications in natural and artificial systems. In: Proceedings of 14th International Command and Control Research and Technology Symposium: “C2 and Agility”
Zurück zum Zitat Khreich W, Granger E, Miri A, Sabourin R (2012) A survey of techniques for incremental learning of HMM parameters. Inf Sci 197:105–130CrossRef Khreich W, Granger E, Miri A, Sabourin R (2012) A survey of techniques for incremental learning of HMM parameters. Inf Sci 197:105–130CrossRef
Zurück zum Zitat Kleinberg J (2006) Data stream management: processing high-speed data streams. Chapter temporal dynamics of on-line information streams. Springer, Berlin Kleinberg J (2006) Data stream management: processing high-speed data streams. Chapter temporal dynamics of on-line information streams. Springer, Berlin
Zurück zum Zitat Kumar R, Novak J, Raghavan P, Tomkins A (2004) Structure and evolution of blogspace. Commun ACM 47(12):35–39CrossRef Kumar R, Novak J, Raghavan P, Tomkins A (2004) Structure and evolution of blogspace. Commun ACM 47(12):35–39CrossRef
Zurück zum Zitat Kumar R, Novak J, Raghavan P, Tomkins A (2005) On the bursty evolution of blogspace. World Wide Web 8(2):159–178CrossRef Kumar R, Novak J, Raghavan P, Tomkins A (2005) On the bursty evolution of blogspace. World Wide Web 8(2):159–178CrossRef
Zurück zum Zitat Kumar S, Barbier G, Abbasi MA, Liu H (2011) TweetTracker: an analysis tool for humanitarian and disaster relief. In: International Conference on Web and Social Media (ICWSM)2011 Jul 5 Kumar S, Barbier G, Abbasi MA, Liu H (2011) TweetTracker: an analysis tool for humanitarian and disaster relief. In: International Conference on Web and Social Media (ICWSM)2011 Jul 5
Zurück zum Zitat Kumaran G, Allan J (2004) Text classification and named entities for new event detection. In: Proceedings of the 27th Annual international ACM SIGIR conference on Research and development in information retrieval 297–304 Kumaran G, Allan J (2004) Text classification and named entities for new event detection. In: Proceedings of the 27th Annual international ACM SIGIR conference on Research and development in information retrieval 297–304
Zurück zum Zitat Lam W, Meng HML, Wong KL, Yen JCH (2001) Using contextual analysis for news event detection. Int J Intell Syst 16(4):525–546CrossRefMATH Lam W, Meng HML, Wong KL, Yen JCH (2001) Using contextual analysis for news event detection. Int J Intell Syst 16(4):525–546CrossRefMATH
Zurück zum Zitat Leskovec J, Backstrom L, Kleinberg J (2009) Meme-tracking and the dynamics of the news cycle. In: Proceedings of the 15th ACM SIGKDD international conference on Knowledge Discovery and Data Mining 497–506 Leskovec J, Backstrom L, Kleinberg J (2009) Meme-tracking and the dynamics of the news cycle. In: Proceedings of the 15th ACM SIGKDD international conference on Knowledge Discovery and Data Mining 497–506
Zurück zum Zitat Li R, Lei KH, Khadiwala R, Chang KCC (2012) Tedas: a twitter-based event detection and analysis system. In: Data engineering (icde), 2012 IEEE 28th international conference 1273–1276 Li R, Lei KH, Khadiwala R, Chang KCC (2012) Tedas: a twitter-based event detection and analysis system. In: Data engineering (icde), 2012 IEEE 28th international conference 1273–1276
Zurück zum Zitat Li Q, Ji H, Huang L (2013) Joint event extraction via structured prediction with global features. Assoc Comput Linguist 1:73–82 Li Q, Ji H, Huang L (2013) Joint event extraction via structured prediction with global features. Assoc Comput Linguist 1:73–82
Zurück zum Zitat Li J, Tai Z, Zhang R, Yu W, Liu L (2014) Online bursty event detection from microblog. In: Utility and Cloud Computing (UCC) 2014 IEEE/ACM 7th International Conference 865–870 Li J, Tai Z, Zhang R, Yu W, Liu L (2014) Online bursty event detection from microblog. In: Utility and Cloud Computing (UCC) 2014 IEEE/ACM 7th International Conference 865–870
Zurück zum Zitat Liao S, Grishman R (2010) Using document level cross-event inference to improve event extraction. In: Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics 789–797 Liao S, Grishman R (2010) Using document level cross-event inference to improve event extraction. In: Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics 789–797
Zurück zum Zitat MacEachren AM, Jaiswal A, Robinson AC, Pezanowski S, Savelyev A, Mitra P, Blanford J (2011) Senseplace2: geotwitter analytics support for situational awareness. In: Visual Analytics Science and Technology (VAST), 2011 IEEE Conference 181–190 MacEachren AM, Jaiswal A, Robinson AC, Pezanowski S, Savelyev A, Mitra P, Blanford J (2011) Senseplace2: geotwitter analytics support for situational awareness. In: Visual Analytics Science and Technology (VAST), 2011 IEEE Conference 181–190
Zurück zum Zitat Madani A, Boussaid O, Zegour DE (2014) What’s happening: a survey of tweets event detection. In: Proceedings of the 3rd International Conference on Communication, Computation, Networks and Technologies INNOV2014 16–22 Madani A, Boussaid O, Zegour DE (2014) What’s happening: a survey of tweets event detection. In: Proceedings of the 3rd International Conference on Communication, Computation, Networks and Technologies INNOV2014 16–22
Zurück zum Zitat Marcus A, Bernstein MS, Badar O, Karger DR, Madden S, Miller RC (2011) Twitinfo: aggregating and visualizing microblogs for event exploration. In: Proceedings of the ACM SIGCHI conference on Human factors in computing systems 227–236 Marcus A, Bernstein MS, Badar O, Karger DR, Madden S, Miller RC (2011) Twitinfo: aggregating and visualizing microblogs for event exploration. In: Proceedings of the ACM SIGCHI conference on Human factors in computing systems 227–236
Zurück zum Zitat Margineantu D, Wong WK, Dash D (2010) Machine learning algorithms for event detection: A special issue of Machine Learning Journal. Springer 79: 257–259 Margineantu D, Wong WK, Dash D (2010) Machine learning algorithms for event detection: A special issue of Machine Learning Journal. Springer 79: 257–259
Zurück zum Zitat Maslennikov M, Chua TS (2007) June) A Multi-Resolution Framework for Information Extraction from Free Text. Annual Meeting-Association for Computational Linguistics 45(1):592 Maslennikov M, Chua TS (2007) June) A Multi-Resolution Framework for Information Extraction from Free Text. Annual Meeting-Association for Computational Linguistics 45(1):592
Zurück zum Zitat Massoudi K, Tsagkias M, De Rijke M, Weerkamp W (2011) Incorporating query expansion and quality indicators in searching microblog posts. In: European Springer Conference on Advances in information retrieval 362–367 Massoudi K, Tsagkias M, De Rijke M, Weerkamp W (2011) Incorporating query expansion and quality indicators in searching microblog posts. In: European Springer Conference on Advances in information retrieval 362–367
Zurück zum Zitat Mathioudakis M, Koudas N (2010) Twittermonitor: trend detection over the twitter stream. In: Proceedings of the 2010 ACM SIGMOD International Conference on Management of data 1155–1158 Mathioudakis M, Koudas N (2010) Twittermonitor: trend detection over the twitter stream. In: Proceedings of the 2010 ACM SIGMOD International Conference on Management of data 1155–1158
Zurück zum Zitat McCreadie R., Macdonald C, Ounis I, Osborne M, Petrovic S (2013) Scalable distributed event detection for twitter. In: Big Data, 2013 IEEE International Conference 543–549 McCreadie R., Macdonald C, Ounis I, Osborne M, Petrovic S (2013) Scalable distributed event detection for twitter. In: Big Data, 2013 IEEE International Conference 543–549
Zurück zum Zitat Metzler D, Bernstein Y, Croft WB, Moffat A, Zobel J (2005) The recap system for identifying information flow. In: Proceedings of the 28th Annual International ACM Special Interest Group of Information Retrieval (SIGIR) Conference on Research and Development in Information Retrieval 678–678 Metzler D, Bernstein Y, Croft WB, Moffat A, Zobel J (2005) The recap system for identifying information flow. In: Proceedings of the 28th Annual International ACM Special Interest Group of Information Retrieval (SIGIR) Conference on Research and Development in Information Retrieval 678–678
Zurück zum Zitat Metzler D, Cai C, Hovy E (2012) Structured event retrieval over microblog archives. In: Proceedings of the 2012 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies 646–655 Metzler D, Cai C, Hovy E (2012) Structured event retrieval over microblog archives. In: Proceedings of the 2012 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies 646–655
Zurück zum Zitat Miwa M, Thompson P, Korkontzelos I, Ananiadou S (2014). Comparable study of event extraction in newswire and biomedical domains. In: COLING 2270–2279 Miwa M, Thompson P, Korkontzelos I, Ananiadou S (2014). Comparable study of event extraction in newswire and biomedical domains. In: COLING 2270–2279
Zurück zum Zitat Morstatter F, Kumar S, Liu H, Maciejewski R (2013) Understanding twitter data with tweetxplorer. In: Proceedings of the 19th ACM SIGKDD International conference on Knowledge discovery and data mining 1482–1485 Morstatter F, Kumar S, Liu H, Maciejewski R (2013) Understanding twitter data with tweetxplorer. In: Proceedings of the 19th ACM SIGKDD International conference on Knowledge discovery and data mining 1482–1485
Zurück zum Zitat Neill DB, Gorr WL (2007) Detecting and preventing emerging epidemics of crime. Advances in Disease Surveillance 4:13 Neill DB, Gorr WL (2007) Detecting and preventing emerging epidemics of crime. Advances in Disease Surveillance 4:13
Zurück zum Zitat Neill DB, Wong WK (2009) Tutorial on Event Detection. KDD Neill DB, Wong WK (2009) Tutorial on Event Detection. KDD
Zurück zum Zitat Nurwidyantoro A, Winarko E (2013) Event detection in social media: a survey. In: ICT for Smart Society (ICISS). 2013 IEEE International Conference 1–5 Nurwidyantoro A, Winarko E (2013) Event detection in social media: a survey. In: ICT for Smart Society (ICISS). 2013 IEEE International Conference 1–5
Zurück zum Zitat Osborne M, Moran S, McCreadie R, Von Lunen A, Sykora M D, Cano E, Jackson T (2014) Real-time detection, tracking, and monitoring of automatically discovered events in social media. In: Proceedings of 52nd Annual Meeting of the Association for Computational Linguistics: System Demonstrations. ACL 2014 37–42 Osborne M, Moran S, McCreadie R, Von Lunen A, Sykora M D, Cano E, Jackson T (2014) Real-time detection, tracking, and monitoring of automatically discovered events in social media. In: Proceedings of 52nd Annual Meeting of the Association for Computational Linguistics: System Demonstrations. ACL 2014 37–42
Zurück zum Zitat Long R, Wang H, Chen Y, Jin O, Yu Y (2011) Towards effective event detection, tracking and summarization on microblog data. In: International Springer Conference on Web-Age Information Management 652–663 Long R, Wang H, Chen Y, Jin O, Yu Y (2011) Towards effective event detection, tracking and summarization on microblog data. In: International Springer Conference on Web-Age Information Management 652–663
Zurück zum Zitat Papka R, Allan J (1998) On-line new event detection using single pass clustering title2. Technical Report. University of Massachusetts Papka R, Allan J (1998) On-line new event detection using single pass clustering title2. Technical Report. University of Massachusetts
Zurück zum Zitat Patwardhan S, Riloff E (2009) A unified model of phrasal and sentential evidence for information extraction. In: Proceedings of the 2009. Conference on Empirical Methods in Natural Language Processing of Association for Computational Linguistics 1:151–160 Patwardhan S, Riloff E (2009) A unified model of phrasal and sentential evidence for information extraction. In: Proceedings of the 2009. Conference on Empirical Methods in Natural Language Processing of Association for Computational Linguistics 1:151–160
Zurück zum Zitat Pereira Nunes B, Mera A, Kawase R, Fetahu B, Casanova MA, de Campos GHB (2014) A topic extraction process for online forums. In: Advanced Learning Technologies (ICALT). 2014 IEEE 14th International Conference 541–543 Pereira Nunes B, Mera A, Kawase R, Fetahu B, Casanova MA, de Campos GHB (2014) A topic extraction process for online forums. In: Advanced Learning Technologies (ICALT). 2014 IEEE 14th International Conference 541–543
Zurück zum Zitat Petrović S, Osborne M, Lavrenko V (2010) Streaming first story detection with application to twitter. In: Human Language Technologies. The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics 181–189 Petrović S, Osborne M, Lavrenko V (2010) Streaming first story detection with application to twitter. In: Human Language Technologies. The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics 181–189
Zurück zum Zitat Popescu AM, Pennacchiotti M (2010) Detecting controversial events from twitter. In: Proceedings of the 19th ACM international conference on Information and knowledge management 1873–1876 Popescu AM, Pennacchiotti M (2010) Detecting controversial events from twitter. In: Proceedings of the 19th ACM international conference on Information and knowledge management 1873–1876
Zurück zum Zitat Popescu AM, Pennacchiotti M, Paranjpe D (2011) Extracting events and event descriptions from twitter. In: Proceedings of the 20th ACM International conference companion on World Wide Web 105–106 Popescu AM, Pennacchiotti M, Paranjpe D (2011) Extracting events and event descriptions from twitter. In: Proceedings of the 20th ACM International conference companion on World Wide Web 105–106
Zurück zum Zitat Purohit H, Sheth AP (2013) Twitris v3: from citizen sensing to analysis, coordination and action. In: International Conference of Weblogs and Social Media (ICWSM) 2013 Jul Purohit H, Sheth AP (2013) Twitris v3: from citizen sensing to analysis, coordination and action. In: International Conference of Weblogs and Social Media (ICWSM) 2013 Jul
Zurück zum Zitat Qi Y, Candan KS (2006) Cuts: curvature-based development pattern analysis and segmentation for blogs and other text streams. In: Proceedings of the 17th ACM Conference on Hypertext and Hypermedia 1–10 Qi Y, Candan KS (2006) Cuts: curvature-based development pattern analysis and segmentation for blogs and other text streams. In: Proceedings of the 17th ACM Conference on Hypertext and Hypermedia 1–10
Zurück zum Zitat Richardson M, Domingos P (2006) Markov logic networks. Mach Learn 62(1–2):107–136CrossRef Richardson M, Domingos P (2006) Markov logic networks. Mach Learn 62(1–2):107–136CrossRef
Zurück zum Zitat Sakaki T, Okazaki M, Matsuo Y (2010) Earthquake shakes twitter users: real-time event detection by social sensors. In: Proceedings of the 19th ACM International conference on World Wide Web 851–860 Sakaki T, Okazaki M, Matsuo Y (2010) Earthquake shakes twitter users: real-time event detection by social sensors. In: Proceedings of the 19th ACM International conference on World Wide Web 851–860
Zurück zum Zitat Sankaranarayanan J, Samet H, Teitler BE, Lieberman MD, Sperling J (2009) Twitterstand: news in tweets. In: Proceedings of the 17th ACM Sigspatial International conference on Advances in Geographic information systems 42–51 Sankaranarayanan J, Samet H, Teitler BE, Lieberman MD, Sperling J (2009) Twitterstand: news in tweets. In: Proceedings of the 17th ACM Sigspatial International conference on Advances in Geographic information systems 42–51
Zurück zum Zitat Sayyadi H, Hurst M, Maykov A (2009) Event detection and tracking in social streams. In: Proceedings of the 3rd International Conference of Weblogs and Social Media (ICWSM) 17–20 Sayyadi H, Hurst M, Maykov A (2009) Event detection and tracking in social streams. In: Proceedings of the 3rd International Conference of Weblogs and Social Media (ICWSM) 17–20
Zurück zum Zitat Schubotz T, Krestel R (2015) Online temporal summarization of news events. In: 2015 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology 1:409–412 Schubotz T, Krestel R (2015) Online temporal summarization of news events. In: 2015 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology 1:409–412
Zurück zum Zitat Shi J, Malik J (2000) Normalized cuts and image segmentation. IEEE Trans Pattern Anal Mach Intell 22(8):888–905CrossRef Shi J, Malik J (2000) Normalized cuts and image segmentation. IEEE Trans Pattern Anal Mach Intell 22(8):888–905CrossRef
Zurück zum Zitat Song X, Tseng BL, Lin CY, Sun MT (2006) Personalized recommendation driven by information flow. In: Proceedings of the 29th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval 509–516 Song X, Tseng BL, Lin CY, Sun MT (2006) Personalized recommendation driven by information flow. In: Proceedings of the 29th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval 509–516
Zurück zum Zitat Stewart A, Smith M, Nejdl W (2011) A transfer approach to detecting disease reporting events in blog social media. In: Proceedings of the 22nd ACM conference on Hypertext and Hypermedia 271–280 Stewart A, Smith M, Nejdl W (2011) A transfer approach to detecting disease reporting events in blog social media. In: Proceedings of the 22nd ACM conference on Hypertext and Hypermedia 271–280
Zurück zum Zitat Stuart TL, Sandhu J, Stirling R, Corder J, Ellis A (2010) Campylobacteriosis outbreak associated with ingestion of mud during a mountain bike race. Epidemiol Infect 138(12):1695–1703CrossRef Stuart TL, Sandhu J, Stirling R, Corder J, Ellis A (2010) Campylobacteriosis outbreak associated with ingestion of mud during a mountain bike race. Epidemiol Infect 138(12):1695–1703CrossRef
Zurück zum Zitat Tork H. (2011). Event Detection. Thesis. Laboratory of Artificial Intelligence and Decision Support (LIAAD-INESC TEC) Tork H. (2011). Event Detection. Thesis. Laboratory of Artificial Intelligence and Decision Support (LIAAD-INESC TEC)
Zurück zum Zitat Tseng BL, Tatemura J, Wu Y (2005) Tomographic clustering to visualize blog communities as mountain views. In: WWW 2005 Workshop on the weblogging ecosystem Tseng BL, Tatemura J, Wu Y (2005) Tomographic clustering to visualize blog communities as mountain views. In: WWW 2005 Workshop on the weblogging ecosystem
Zurück zum Zitat Wan X, Milios E, Kalyaniwalla N, Janssen J (2009) Link-based event detection in email communication networks. In: Proceedings of the 2009 ACM symposium on Applied Computing 1506–1510 Wan X, Milios E, Kalyaniwalla N, Janssen J (2009) Link-based event detection in email communication networks. In: Proceedings of the 2009 ACM symposium on Applied Computing 1506–1510
Zurück zum Zitat Wasi S, Shaikh ZA, Shamsi J (2011) Contextual event information extractor for emails. Sindh University Research Journal (SURJ) (Science Series), 43(1(a)) Wasi S, Shaikh ZA, Shamsi J (2011) Contextual event information extractor for emails. Sindh University Research Journal (SURJ) (Science Series), 43(1(a))
Zurück zum Zitat Weng J, Lee BS (2011) Event detection in twitter. Int Conf Weblogs Soc Media (ICWSM) 11:401–408 Weng J, Lee BS (2011) Event detection in twitter. Int Conf Weblogs Soc Media (ICWSM) 11:401–408
Zurück zum Zitat Xie Y (2011) Report on the public opinions and crisis management report. Social Science Literature Press, Beijing, 1–12 (in Chinese) Xie Y (2011) Report on the public opinions and crisis management report. Social Science Literature Press, Beijing, 1–12 (in Chinese)
Zurück zum Zitat Xie W, Zhu F, Jiang J, Lim EP, Wang K (2013) Topicsketch: real-time bursty topic detection from twitter. In: 2013 IEEE 13th International Conference on Data Mining 837–846 Xie W, Zhu F, Jiang J, Lim EP, Wang K (2013) Topicsketch: real-time bursty topic detection from twitter. In: 2013 IEEE 13th International Conference on Data Mining 837–846
Zurück zum Zitat Yang Y, Pierce T, Carbonell J (1998) A study of retrospective and on-line event detection. In: Proceedings of the 21st annual international ACM SIGIR Conference on Research and development in Information Retrieval 28–36 Yang Y, Pierce T, Carbonell J (1998) A study of retrospective and on-line event detection. In: Proceedings of the 21st annual international ACM SIGIR Conference on Research and development in Information Retrieval 28–36
Zurück zum Zitat Yang Y, Carbonell JG, Brown RD, Pierce T, Archibald BT, Liu X (1999) Learning approaches for detecting and tracking news events. IEEE Intell Syst 14:32–43. doi:10.1109/5254.784083 CrossRef Yang Y, Carbonell JG, Brown RD, Pierce T, Archibald BT, Liu X (1999) Learning approaches for detecting and tracking news events. IEEE Intell Syst 14:32–43. doi:10.​1109/​5254.​784083 CrossRef
Zurück zum Zitat Zhao Q, Mitra P (2007). Event detection and visualization for social text streams. In: International Conference of Weblogs and Social Media. ICWSM Zhao Q, Mitra P (2007). Event detection and visualization for social text streams. In: International Conference of Weblogs and Social Media. ICWSM
Zurück zum Zitat Zhao Q, Mitra P, Chen B (2007) Temporal and information flow based event detection from social text streams. In: Proceedings of the 22nd National Conference on Artificial Intelligence 2: 1501–1506 Zhao Q, Mitra P, Chen B (2007) Temporal and information flow based event detection from social text streams. In: Proceedings of the 22nd National Conference on Artificial Intelligence 2: 1501–1506
Zurück zum Zitat Zhao J, Wang X, Ma Z (2014) Towards events detection from microblog messages. Int J Hybrid Inf Technol 7(1):201–210CrossRef Zhao J, Wang X, Ma Z (2014) Towards events detection from microblog messages. Int J Hybrid Inf Technol 7(1):201–210CrossRef
Zurück zum Zitat Zhi Li Wu, Chun Hung Li (2007) Topic detection in online discussion using non-negative matrix factorization. In: Proceedings of the 2007 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology Workshops 272–275 Zhi Li Wu, Chun Hung Li (2007) Topic detection in online discussion using non-negative matrix factorization. In: Proceedings of the 2007 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology Workshops 272–275
Zurück zum Zitat Zhou D, Chen L, He Y (2014) A simple bayesian modelling approach to event extraction from twitter. In: Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics, Baltimore, Maryland, USA 700–705 Zhou D, Chen L, He Y (2014) A simple bayesian modelling approach to event extraction from twitter. In: Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics, Baltimore, Maryland, USA 700–705
Zurück zum Zitat Zhu M, Hu W, Wu O (2008) Topic detection and tracking for threaded discussion communities. In: Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology 1:77–83 Zhu M, Hu W, Wu O (2008) Topic detection and tracking for threaded discussion communities. In: Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology 1:77–83
Metadaten
Titel
A survey of event detection techniques in online social networks
verfasst von
Anuradha Goswami
Ajey Kumar
Publikationsdatum
01.12.2016
Verlag
Springer Vienna
Erschienen in
Social Network Analysis and Mining / Ausgabe 1/2016
Print ISSN: 1869-5450
Elektronische ISSN: 1869-5469
DOI
https://doi.org/10.1007/s13278-016-0414-1

Weitere Artikel der Ausgabe 1/2016

Social Network Analysis and Mining 1/2016 Zur Ausgabe

Premium Partner