Extracting city traffic events from social streams

ACM Transactions on Intelligent Systems and Technology

Volumn 6, Issue 4, 2015, Pages

  Anantharam, Pramod ^a   Barnaghi, Payam ^b   Thirunarayan, Krishnaprasad ^a   Sheth, Amit ^a  

^a WRIGHT STATE UNIVERSITY   (United States)

^b UNIVERSITY OF SURREY   (United Kingdom)

Author keywords

Citizen sensing; City events; Event extraction; Physical cyber social systems; Smart cities; Tweets

Indexed keywords

INFORMATION ANALYSIS; SEWAGE; SMART CITY; WATER SUPPLY;

CITIZEN SENSING; CITY EVENTS; EVENT EXTRACTION; SOCIAL SYSTEMS; TWEETS;

EXTRACTION;

EID: 84937028264     PISSN: 21576904     EISSN: 21576912     Source Type: Journal    
DOI: 10.1145/2717317     Document Type: Article

References (38)

1. Charu C. Aggarwal and Karthik Subbian. 2012. Event detection in social streams. In Proceedings of the 2012 SIAM International Conference on Data Mining (SDM'12). 624-635.
2. Alias-i. 2008. LingPipe 4.1.0. Retrieved June 22, 2015, from http://alias-i.com/lingpipe.
3. Pramod Anantharam and Biplav Srivastava. 2013. City notifications as a data source for traffic management. In Proceedings of the 20th ITS World Congress.
4. Hila Becker, Mor Naaman, and Luis Gravano. 2011. Beyond trending topics: Real-world event identification on Twitter. In Proceedings of the 5th International AAAI Conference on Weblogs and Social Media.
5. Jennifer Bélissent. 2010. Getting Clever About Smart Cities: New Opportunities Require New Business models. Retrieved June 22, 2015, from http://193.40.244.77/iot/wp-content/uploads/2014/02/getting-clever-about-smart-cities-new-opportunities.pdf.
6. Jennifer Bélissent. 2013. Service Providers Accelerate Smart City Projects. Retrieved June 22, 2015, from http://blogs.forrester.com/jennifer-belissent-phd/13-07-31-cities-dont-go-it-alone-service-providers-accelerate-smart-city-projects,http://www.forrester.com/pimages/rws/reprints/document/82981/oid/1-LTEQ9N.
7. Jeffrey A. Burke, Deborah Estrin, Mark Hansen, Andrew Parker, Nithya Ramanathan, Sasank Reddy, and Mani B. Srivastava. 2006. Participatory sensing. In Proceedings of the World Sensor Web Workshop (Sensys'06).
8. Edwin Chen. 2012. Introduction to Conditional Random Fields. Retrieved June 22, 2015, from http://blog.echen.me/2012/01/03/introduction-to-conditional-random-fields/.
9. Beate Commentz-Walter. 1979. A String Matching Algorithm Fast on the Average. Springer.
10. Wenwen Dou, Xiaoyu Wang, William Ribarsky, and Michelle Zhou. 2012. Event detection in social media data. In Proceedings of the IEEE VisWeek Workshop on Interactive Visual Text Analytics-Task Driven Analytics of Social Media Content. 971-980.
11. Charles Elkan. 2008. Log-Linear Models and Conditional Random Fields. Retrieved June 22, 2015, from http://videolectures.net/cikm08-elkan-llmacrf/.
12. Luca Filipponi, Andrea Vitaletti, Giada Landi, Vincenzo Memeo, Giorgio Laura, and Paolo Pucci. 2010. Smart city: An event driven architecture for monitoring public spaces with heterogeneous sensors. In Proceedings of the 2010 4rth International Conference on Sensor Technologies and Applications (SEN-SORCOMM'10). IEEE, Los Alamitos, CA, 281-286.
13. Ralph Grishman, Silja Huttunen, and Roman Yangarber. 2002. Real-time event extraction for infectious disease outbreaks. In Proceedings of the 2nd International Conference on Human Language Technology Research. 366-369.
14. Mordechai Haklay and Patrick Weber. 2008. Openstreetmap: User-generated street maps. IEEE Pervasive Computing 7, 4, 12-18.
15. Michael Kehoe, Michael Cosgrove, Steven De Gennaro, Colin Harrison, Wim Harthoorn, John Hogan, John Meegan, Pam Nesbitt, and Christina Peters. 2011. Smarter Cities Series: A Foundation for Understanding IBM Smarter Cities. Retrieved June 22, 2015, from http://www.redbooks.ibm.com/redpapers/pdfs/redp4733.pdf.
16. Daphne Koller and Nir Friedman. 2009. Probabilistic Graphical Models: Principles and Techniques. MIT Press.
17. Giridhar Kumaran and James Allan. 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. ACM, New York, NY, 297-304.
18. Haewoon Kwak, Changhyun Lee, Hosung Park, and Sue Moon. 2010. What is Twitter, a social network or a news media? In Proceedings of the 19th International Conference on World Wide Web (WWW'10). ACM, New York, NY, 591-600. DOI:http://dx.doi.org/10.1145/1772690.1772751
19. John Lafferty, Andrew McCallum, and Fernando C. N. Pereira. 2001. Conditional random fields: Probabilistic models for segmenting and labeling sequence data. In Proceedings of the 18th International Conference on Machine Learning (ICML'01). 282-289.
20. Vasileios Lampos and Nello Cristianini. 2012. Nowcasting events from the social Web with statistical learning. ACM Transactions on Intelligent Systems and Technology 3, 4, 72.
21. Greg Lindsay. 2010. Cisco's Big Bet on New Songdo: Creating Cities from Scratch. Retrieved June 22, 2015, from http://www.fastcompany.com/1514547/ciscos-big-bet-new-songdo-creating-cities-scratch.
22. Mingrong Liu, Yicen Liu, Liang Xiang, Xing Chen, and Qing Yang. 2008. Extracting key entities and significant events from online daily news. In Intelligent Data Engineering and Automated Learning-IDEAL 2008. Lecture Notes in Computer Science, Vol. 5326. Springer, 201-209.
23. Jiakang Lu, Tamim Sookoor, Vijay Srinivasan, Ge Gao, Brian Holben, John Stankovic, Eric Field, and Kamin Whitehouse. 2010. The smart thermostat: Using occupancy sensors to save energy in homes. In Proceedings of the 8th ACM Conference on Embedded Networked Sensor Systems. ACM, New York, NY, 211-224.
24. Lluís Màrquez, Xavier Carreras, Kenneth C. Litkowski, and Suzanne Stevenson. 2008. Semantic role labeling: An introduction to the special issue. Computational Linguistics 34, 2, 145-159.
25. Andrew Kachites McCallum. 2002. Mallet: Machine Learning for Language Toolkit. Available at http://mallet.cs.umass.edu.
26. Dunja Mladenić and Alexandra Moraru. 2012. Complex Event Processing and Data Mining for Smart Cities. Retrieved June 22, 2015, from http://videolectures.net/is2012-moraru-smart-cities/.
27. Meenakshi Nagarajan, Karthik Gomadam, Amit P. Sheth, Ajith Ranabahu, Raghava Mutharaju, and Ashutosh Jadhav. 2009. Spatio-temporal-thematic analysis of citizen sensor data: Challenges and experiences. In Web Information Systems Engineering-WISE 2009. Lecture Notes in Computer Science, Vol. 5802. Springer, 539-553.
28. Milind Naphade, Guruduth Banavar, Colin Harrison, Jurij Paraszczak, and Robert Morris. 2011. Smarter cities and their innovation challenges. Computer 44, 6, 32-39.
29. Martina Naughton, Nicholas Kushmerick, and Joseph Carthy. 2006. Event extraction from heterogeneous news sources. In Proceedings of the AAAI Workshop on Event Extraction and Synthesis. 1-6.
30. Masayuki Okamoto and Masaaki Kikuchi. 2009. Discovering volatile events in your neighborhood: Local-area topic extraction from blog entries. In Information Retrieval Technology. Lecture Notes in Computer Science, Vol. 5839. Springer, 181-192.
31. John Pucher, Nisha Korattyswaroopam, and Neenu Ittyerah. 2004. The crisis of public transport in India: Overwhelming needs but limited resources. Journal of Public Transportation 7, 95-113.
32. Lance A. Ramshaw and Mitchell P. Marcus. 1999. Text chunking using transformation-based learning. In Natural Language Processing Using Very Large Corpora. Text, Speech, and Language Technology, Vol. 11. Springer, 157-176.
33. Alan Ritter, Mausam, Oren Etzioni, and Sam Clark 2012. Open domain event extraction from Twitter. In Proceedings of the 18th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. ACM, New York, NY, 1104-1112.
34. Takeshi Sakaki, Makoto Okazaki, and Yutaka Matsuo. 2010. Earthquake shakes Twitter users: Real-time event detection by social sensors. In Proceedings of the 19th International Conference on World Wide Web. ACM, New York, NY, 851-860.
35. Hassan Sayyadi, Matthew Hurst, and Alexey Maykov. 2009. Event detection and tracking in social streams. In Proceedings of the 3rd International AAAI Conference on Weblogs and Social Media (ICWSM'09).
36. Amit Sheth. 2009. Citizen sensing, social signals, and enriching human experience. IEEE Internet Computing 13, 4, 87-92.
37. Hristo Tanev, Jakub Piskorski, and Martin Atkinson. 2008. Real-time news event extraction for global crisis monitoring. In Natural Language and Information Systems. Lecture Notes in Computer Science, Vol. 5039. Springer, 207-218.
38. Xiaofeng Wang, Matthew S. Gerber, and Donald E. Brown. 2012. Automatic crime prediction using events extracted from Twitter posts. In Social Computing, Behavioral-Cultural Modeling and Prediction. Lecture Notes in Computer Science, Vol. 7227. Springer, 231-238.