Journal of Computer Science and Technology ›› 2021, Vol. 36 ›› Issue (5): 1167-1183.doi: 10.1007/s11390-021-0218-2
Special Issue: Artificial Intelligence and Pattern Recognition; Computer Networks and Distributed Computing
• Regular Paper • Previous Articles Next Articles
Dong-Hui Yang1,2, Zhen-Yu Li1,2,*, Member, CCF, ACM, IEEE, Xiao-Hui Wang3, Kavé Salamatian4, and Gao-Gang Xie2,5, Member, CCF, ACM, IEEE
|  Jansen B J. Click fraud. Computer, 2007, 40(7):85-86. DOI:10.1109/MC.2007.232.
 Jansen B J, Mullen T. Sponsored search:An overview of the concept, history, and technology. International Journal of Electronic Business, 2008, 6(2):114-131.
 Ghose A, Yang S. An empirical analysis of search engine advertising:Sponsored search in electronic markets. Management Science, 2009, 55(10):1605-1622. DOI:10.1504/IJEB.2008.018068.
 Fain D C, Pedersen J O. Sponsored search:A brief history. Bulletin of the American Society for Information Science and Technology, 2006, 32(2):12-13. DOI:10.1002/bult.1720320206.
 Gallaugher J. Information Systems:A Manager's Guide to Harnessing Technology. University of Minnesota Libraries Publishing, 2015.
 Shakiba T, Zarifzadeh S, Derhami V. Spam query detection using stream clustering. World Wide Web, 2018, 21(2):557-572. DOI:10.1007/s11280-017-0471-z.
 Stone-Gross B, Stevens R, Zarras A, Kemmerer R, Kruegel C, Vigna G. Understanding fraudulent activities in online ad exchanges. In Proc. the 2011 ACM SIGCOMM Internet Measurement Conference, November 2011, pp.279-294. DOI:10.1145/2068816.2068843.
 Pandit S, Chau D H, Wang S, Faloutsos C. Netprobe:A fast and scalable system for fraud detection in online auction networks. In Proc. the 16th International Conference on World Wide Web, May 2007, pp.201-210. DOI:10.1145/1242572.1242600.
 Yu F, Xie Y L, Ke Q F. SBotMiner:Large scale search bot detection. In Proc. the 3rd ACM International Conference on Web Search and Data Mining, February 2010, pp.421-430. DOI:10.1145/1718487.1718540.
 Zhang J J, Xie Y L, Yu F, Soukal D, Lee W. Intention and origination:An inside look at large-scale bot queries. In Proc. the 20th Annual Network and Distributed System Security Symposium, February 2013.
 Zhang L F, Guan Y. Detecting click fraud in pay-per-click streams of online advertising networks. In Proc. the 28th International Conference on Distributed Computing Systems, June 2008, pp.77-84. DOI:10.1109/ICDCS.2008.98.
 Buehrer G, Stokes J W, Chellapilla K, Platt J. Classification of automated web traffic. In Weaving Services and People on the World Wide Web, King I, Baeza-Yates R (eds.), Springer Verlag, 2009, pp.3-26. DOI:10.1007/978-3-642-00570-11.
 Sadagopan N, Li J. Characterizing typical and atypical user sessions in clickstreams. In Proc. the 17th International Conference on World Wide Web, April 2008, pp.885-894. DOI:10.1145/1367497.1367617.
 Duskin O, Feitelson D G. Distinguishing humans from robots in web search logs:Preliminary results using query rates and intervals. In Proc. the 2009 Workshop on Web Search Click Data, February 2009, pp.15-19. DOI:10.1145/1507509.1507512.
 Tian T, Zhu J, Xia F, Zhuang X, Zhang T. Crowd fraud detection in Internet advertising. In Proc. the 24th International Conference on World Wide Web, May 2015, pp.1100-1110. DOI:10.1145/2736277.2741136.
 Kang H W, Wang K S, Soukal D, Behr F, Zheng Z J. Largescale bot detection for search engines. In Proc. the 19th International Conference on World Wide Web, April 2010, pp.501-510. DOI:10.1145/1772690.1772742.
 Haidar R, Elbassuoni S. Website navigation behavior analysis for bot detection. In Proc. the 2017 IEEE International Conference on Data Science and Advanced Analytics, October 2017, pp.60-68. DOI:10.1109/DSAA.2017.13.
 Guo Y, Shi J, Cao Z, Kang C, Xiong G, Li Z. Machine learning based cloudbot detection using multi-layer traffic statistics. In Proc. the 21st IEEE International Conference on High Performance Computing and Communications, the 17th IEEE International Conference on Smart City and the 5th IEEE International Conference on Data Science and Systems, August 2019, pp.2428-2435. DOI:10.1109/HPCC/SmartCity/DSS.2019.00339.
 Toffalini F, Abbà M, Carra D, Balzarotti D. Google dorks:Analysis, creation, and new defenses. In Proc. the 13th International Conference on Detection of Intrusions and Malware, and Vulnerability Assessment, July 2016, pp.255-275. DOI:10.1007/978-3-319-40667-113.
 Metwally A, Agrawal D, Abbadi A E. Duplicate detection in click streams. In Proc. the 14th International Conference on World Wide Web, May 2005, pp.12-21. DOI:10.1145/1060745.1060753.
 Metwally A, Agrawal D, Abbadi A E. Detectives:Detecting coalition hit inflation attacks in advertising networks streams. In Proc. the 16th International Conference on World Wide Web, May 2007, pp.241-250. DOI:10.1145/1242572.1242606.
 Immorlica N, Jain K, Mahdian M, Talwar K. Click fraud resistant methods for learning click-through rates. In Proc. the 1st International Workshop on Internet and Network Economics, December 2005, pp.34-45. DOI:10.1007/116009305.
 Dave V, Guha S, Zhang Y. ViceROI:Catching clickspam in search ad networks. In Proc. the 2013 ACM SIGSAC Conference on Computer & Communications Security, November 2013, pp.765-776. DOI:10.1145/2508859.2516688.
 Li X, Zhang M, Liu Y Q, Ma S P, Jin Y J, Ru L Y. Search engine click spam detection based on bipartite graph propagation. In Proc. the 7th ACM International Conference on Web Search and Data Mining, February 2014, pp.93-102. DOI:10.1145/2556195.2556214.
 Nagaraja S, Shah R. Clicktok:Click fraud detection using traffic analysis. In Proc. the 12th Conference on Security and Privacy in Wireless and Mobile Networks, May 2019, pp.105-116. DOI:10.1145/3317549.3323407.
 DeBlasio J, Guha S, Voelker G M, Snoeren A C. Exploring the dynamics of search advertiser fraud. In Proc. the 2017 Internet Measurement Conference, November 2017, pp.157-170. DOI:10.1145/3131365.3131393.
 Wei C, Liu Y Q, Zhang M, Ma S P, Ru L Y, Zhang K. Fighting against web spam:A novel propagation method based on click-through data. In Proc. the 35th International ACM SIGIR Conference on Research and Development in Information Retrieval, August 2012, pp.395-404. DOI:10.1145/2348283.2348338.
 Haider C M R, Iqbal A, Rahman A H, Rahman M S. An ensemble learning based approach for impression fraud detection in mobile advertising. Journal of Network and Computer Applications, 2018, 112:126-141. DOI:10.1016/j.jnca.2018.02.021.
 Dong F, Wang H Y, Li L, Guo Y, Bissyandé T F, Liu T M, Xu G A, Klein J. FraudDroid:Automated ad fraud detection for Android apps. In Proc. the 26th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering, November 2018, pp.257-268. DOI:10.1145/3236024.3236045.
 Halfaker A, Keyes O, Kluver D, Thebault-Spieker J, Nguyen T, Shores K, Uduwage A, Warncke-Wang M. User session identification based on strong regularities in interactivity time. In Proc. the 24th International Conference on World Wide Web, May 2015, pp.410-418. DOI:10.1145/2736277.2741117.
 Jones R, Klinkner K L. Beyond the session timeout:Automatic hierarchical segmentation of search topics in query logs. In Proc. the 17th ACM Conference on Information and Knowledge Management, October 2008, pp.699-708. DOI:10.1145/1458082.1458176.
 Akaike H. A new look at the statistical model identification. IEEE Transactions on Automatic Control, 1974, 19(6):716-723. DOI:10.1109/TAC.1974.1100705.
 Fruchterman T M J, Reingold E M. Graph drawing by forcedirected placement. Software:Practice and Experience, 1991, 21(11):1129-1164. DOI:10.1002/spe.4380211102.
 Saram?ki J, Kivel? M, Onnela J P, Kaski K, Kertesz J. Generalizations of the clustering coefficient to weighted complex networks. Physical Review E, 2007, 75(2):Article No. 027105. DOI:10.1103/PhysRevE.75.027105.
 Schütze H, Manning C D, Raghavan P. Introduction to Information Retrieval. Cambridge University Press, 2008.
 Pelleg D, Moore A. X-means:Extending K-means with efficient estimation of the number of clusters. In Proc. the 17th International Conference on Machine Learning, June 29-July 2, 2000, pp.727-734.
 Onnela J P, Saram?ki J, Hyv?nen J, Szabó G, Lazer D, Kaski K, Kertész J, Barabási A L. Structure and tie strengths in mobile communication networks. Proceedings of the National Academy of Sciences, 2007, 104(18):7332-7336. DOI:10.1073/pnas.0610245104.
 Whang J J, Jung Y, Kang S, Yoo D, Dhillon I S. Scalable Anti-TrustRank with qualified site-level seeds for link-based web spam detection. In Proc. the 2020 Web Conference, April 2020, pp.593-602. DOI:10.1145/3366424.3385773.
 Wang H D, Xu F L, Li Y, Zhang P Y, Jin D P. Understanding mobile traffic patterns of large scale cellular towers in urban environment. In Proc. the 2015 Internet Measurement Conference, October 2015, pp.225-238. DOI:10.1145/2815675.2815680.
 Corpet F. Multiple sequence alignment with hierarchical clustering. Nucleic Acids Research, 1988, 16(22):10881-10890. DOI:10.1093/nar/16.22.10881.
 Davies D L, Bouldin D W. A cluster separation measure. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1979, 1(2):224-227. DOI:10.1109/TPAMI.1979.4766909.
 Maulik U, Bandyopadhyay S. Performance evaluation of some clustering algorithms and validity indices. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2002, 24(12):1650-1654. DOI:10.1109/TPAMI.2002.1114856.
|||Yi-Ting Wang, Jie Shen, Zhi-Xu Li, Qiang Yang, An Liu, Peng-Peng Zhao, Jia-Jie Xu, Lei Zhao, Xun-Jie Yang. Enriching Context Information for Entity Linking with Web Data [J]. Journal of Computer Science and Technology, 2020, 35(4): 724-738.|
|||Hua-Wei Shen (沈华伟), Member, CCF, Xue-Qi Cheng (程学旗), Senior Member, CCF, Member, IEEE, Yuan-Zhuo Wang (王元卓), Senior Member, CCF, Member, ACM, IEEE, and Yixin Chen (陈一昕), Senior Member, IEEE. A Dimensionality Reduction Framework for Detection of Multiscale Structure in Heterogeneous Networks [J]. , 2012, (2): 341-357.|
|||Bo Yang and Da-You Liu. Force-Based Incremental Algorithm for Mining Community Structure in Dynamic Network [J]. , 2006, 21(3): 393-400 .|
|||Jun Xu, Yun-Bo Cao, Hang Li, Min Zhao, and Ya-Lou Huang. A Supervised Learning Approach to Search of Definitions [J]. , 2006, 21(3): 439-449 .|