Growth trends prediction of online forum topics based on artificial neural networks

Journal of Convergence Information Technology

Volumn 6, Issue 10, 2011, Pages 87-95

  Cheng, Jun Jun ^a   Liu, Yun ^a   Cheng, Hui ^a   Zhang, Yan Chao ^a   Si, Xia Meng ^a   Zhang, Chang Lun ^b  

^a BEIJING JIAOTONG UNIVERSITY   (China)

^b BEIJING UNIVERSITY OF CIVIL ENGINEERING AND ARCHITECTURE   (China)

Author keywords

Artificial neural networks; BPNN; Forecasting model; Topics growth trends

Indexed keywords

BACK-PROPAGATION NEURAL NETWORKS; BPNN; EMPIRICAL TEST; FORECASTING MODEL; GROWTH TRENDS; HISTORICAL DATA; ONLINE FORUMS; PREPROCESS; TOPICS GROWTH TRENDS;

FORECASTING; GROWTH (MATERIALS); TIME SERIES;

NEURAL NETWORKS;

EID: 80355145117     PISSN: 19759320     EISSN: None     Source Type: Journal    
DOI: 10.4156/jcit.vol6.issue10.12     Document Type: Article

References (23)

1. Kuan-Yu Chen, Luesak Luesukprasert, Seng-cho T. Chou, "Hot Topic Extraction Based on Timeline Analysis and Multidimensional Sentence Modeling", IEEE Transaction on Knowledge and Data Engineering, vol. 19, no. 8, pp. 1016-1025, 2009.
2. James Allan, Jaime Carbonell, George Doddington, Jonathan Yamron, Yi-Ming Yang, "Topic detection and tracking pilot study: Final report", In Proceedings of DARPA Broadcast News Transcription and Understanding Workshop, pp. 194-218, 1998.
3. Hong Zhang, Hua Zhong, Bing Zhao, "Hot trend prediction of network forum topic based on data mining", Computer Engineering and Applications, vol. 43, no. 31, pp. 159-161, 2007.
4. Hong Zhang, Bing Zhao, Hua Zhong, "Hot Trend Prediction of Network Forum Topic Based on Wavelet Multi-Resolution Analysis", Computer Technology and Development, vol. 19, no. 4, pp. 76-79, 2009.
5. Jamali, Salman, "Digging Digg: Comment mining, popularity prediction, and social network analysis", In International Conference on Web Information Systems and Mining, WISM 2009, pp. 32-38, 2009.
6. Andreas Kaltenbrunner, Vicenc Gómez, Vicente López, "Description and prediction of Slashdot activity", In Proceeding(s) of the 2007 Latin American Web Conference, pp. 57-66, 2007.
7. Gabor Szabo, Bernardo A. Huberman, "Predicting the popularity of online content", ArXiv eprints, 2008.
8. Hui Cheng, Yun Liu, "An online public forecast model based on time series", Journal of Internet Technology, vol. 9, no. 5, pp. 429-432, 2008.
9. Zhi-Xing Zhang, Chun-Zai Sun, "Neuro-Fuzzy and Soft Computing" (in Chinese), Xi'an Jiaotong University Press, China, 2000.
10. Jing-Wen Tian, Mei-Juan Gao, "Research on Artificial Neural Networks and its Application"(in Chinese), Beijing Institute of Technology Press, China, 2006.
11. Marina Campolo, Alfredo Soldati, Paolo Andreussi, "Artificial neural network approach to flood forecasting in the River Arno", Hydrological Sciences Journal, vol. 48, no. 3, pp. 381-398, 2003.
12. Konstantin Loukachine, Norman G. Loeb, "Application of an artificial neural network simulation for top-of-atmosphere radiative flux estimation from CERES", Journal of Atmospheric and Oceanic Technology, vol. 20, no. 12, pp. 1749-1757, 2003.
13. Mustafa E. Ü reyen, Pelin Gürkan, "Comparison of artificial neural network and linear regression models for prediction of ring spun yarn properties. I. Prediction of yarn tensile properties", Fibers and Polymers, vol. 9, no. 1, pp. 87-91, 2008.
14. Ji-Cheng Zhou, Qin-Shan Zhou, Piao-Yang Han, "Artificial neural networks, the sixth generation computation accomplishment", Scientific Popularization Publisher, China, 1993.
15. Richard P. Lippmann, "An introduction to computing with neural nets", IEEE Computer Society Press, USA, 1988.
16. Chat Srivaree Ratana, Alice E. Smith, "Estimation of all-terminal network reliability using an artificial neural network", Computers and Operations Research, vol. 29, no. 5, pp. 849-868, 2002.
17. Gail M. Brion, Srinivasa Lingireddy, "Artificial neural network modeling: A summary of successful applications relative to microbial water quality", Water Science and Technology, vol. 47, no. 3, pp. 235-240, 2003.
18. Robert Hecht-Nielsen, "Theory of the Back Propagation Neural Network", In Proceedings of the International Joint Conference on Neural Networks, IEEE Press, pp. 121-125, 1989.
19. http://bbs1.people.com.cn/boardList.do?action=postList&boardId=1#.
20. Junghoo Cho, Hector Garcia-Molina, "The Evolution of the Web and Implications for an Incremental Crawler", In Proceedings of the 26th International Conference on Very Large Data Bases, pp.200-209, 2000.
21. Jun-Jun Cheng, Yun Liu, "Research on the system of hot topic detection based on news reports", Journal of Internet Technology, vol. 9, no. 5, pp. 433-436, 2008.
22. Shifei Ding, Li Xu, Chunyang Su, Hong Zhu, "Using Genetic Algorithms to Optimize Artificial Neural Networks", JCIT: Journal of Convergence Information Technology, vol. 5, no. 8, pp. 54-62, 2010.
23. Jian-Ming Cui, "Traffic Prediction Based on Improved Neural Network", JCIT: Journal of Convergence Information Technology, vol. 5, no. 9, pp. 85-89, 2010.