Citation: | Salman Ahmed and Shaikh Hiroyuki. Top-k Outlier Detection from Uncertain Data. International Journal of Automation and Computing, vol. 11, no. 2, pp. 128-142, 2014. https://doi.org/10.1007/s11633-014-0775-8 |
[1] |
A. Elías, A. Ochoa-Zezzatti, A. Padilla, J. Ponce. Outlier analysis for plastic card fraud detection a hybridized and multi-objective approach. Hybrid Artificial Intelligent Systems, Berlin, Heidelberg: Springer, pp.1-9, 2011.
|
[2] |
M. V. Mahoney, P. K. Chan. Learning rules for anomaly detection of hostile network traffic. In Proceedings of the 3rd IEEE International Conference on Data Mining, IEEE, Melbourne, FL, USA, pp.601-604, 2003.
|
[3] |
G. Manson, G. Pierce, K. Worden. On the long-term stability of normal condition for damage detection in a composite panel. Key Engineering Materials, vol.204-205, pp.359-370, 2001.
|
[4] |
H. Garces, D. Sbarbaro. Outliers detection in environmental monitoring databases. Engineering Applications of Artificial Intelligence, vol.24, no.2, pp.341-349, 2011.
|
[5] |
N. Alaydie, F. Fotouhi, C. K. Reddy, H. Soltanian-Zadeh. Noise and outlier filtering in heterogeneous medical data sources. In Proceedings of Workshops on Database and Expert Systems Applications, IEEE, Bilbao, Spain, pp.115-119, 2010.
|
[6] |
D. M. Hawkins. Identification of Outliers, London: Chapman and Hall, 1980.
|
[7] |
V. Barnett, T. Lewis. Outliers in Statistical Data, New York: Wiley, 1994.
|
[8] |
O. Z. Maimon, L. Rokach. Data Mining and Knowledge Discovery Handbook: A Complete Guide for Practitioners and Researchers, Norwell: Kluwer Academic, 2005.
|
[9] |
C. C. Aggarwal. Outlier Analysis, New York: Springer-Verlag, 2013.
|
[10] |
E. M. Knorr, R. T. Ng, V. Tucakov. Distance-based outliers: Algorithms and applications. The VLDB Journal, vol.8, no.3-4, pp.237-253, 2000.
|
[11] |
E. M. Knorr, R. T. Ng. Algorithms for mining distance-based outliers in large datasets. In Proceedings of 24th International Conference on Very Large Data Bases, Morgan Kaufmann Publishers Inc., San Francisco, CA, USA, pp.392-403, 1998.
|
[12] |
S. Papadimitriou, H. Kitagawa, P. B. Gibbons, C. Faloutsos. LOCI: Fast outlier detection using the local correlation integral. In Proceedings of the 19th International Conference on Data Engineering, IEEE, Bangalore, India, pp.315-326, 2003.
|
[13] |
V. Kumar. Parallel and distributed computing for cybersecurity. IEEE Distributed Systems Online, vol.6, no.10, pp.1-9, 2005.
|
[14] |
G. H. Orair, C. H. C. Teixeira, W. Meira, Y. Wang, S. Parthasarathy. Distance-based outlier detection: Consolidation and renewed bearing. In Proceedings of the VLDB Endowment, vol.3, no.1-2, pp.1469-1480, 2010.
|
[15] |
B. Wang, G. Xiao, H. Yu, X. C. Yang. Distance-based outlier detection on uncertain data. In Proceedings of the 9th IEEE International Conference on Computer and Information Technology, IEEE, Xiamen, China, pp.293-298, 2009.
|
[16] |
C. Zhu, H. Kitagawa, S. Papadimitriou, C. Faloutsos. Outlier detection by example. Journal of Intelligent Information Systems, vol.36, no.2, pp.217-247, 2011.
|
[17] |
A. B. Sharma, L. Golubchik, R. Govindan. Sensor faults: Detection methods and prevalence in real-world datasets. ACM Transactions on Sensor Networks, vol.6, no.3, pp.1-39, 2010.
|
[18] |
I. Helm, L. Jalukse, I. Leito. Measurement uncertainty estimation in amperometric sensors: A tutorial review. Sensors, vol.10, no.5, pp.4430-4455, 2010.
|
[19] |
Y. Diao, B. D. Li, A. N. Liu, L. P. Peng, C. Sutton, T. Tran, M. Zink. Capturing data uncertainty in high-volume stream processing. In Proceedings of the 4th Biennial Conference on Innovative Data Systems Research, Asilomar, California, USA, 2009.
|
[20] |
A. A. Omer, J. P. Thomas, L. Zhu. Mutual authentication protocols for RFID systems. International Journal of Automation and Computing, vol.5, no.4, pp.348-365, 2008.
|
[21] |
J. Nievergelt, H. Hinterberger, K. C. Sevick. The Grid file: An adaptable, symmetric multikey file structure. ACM Transactions on Database Systems, vol.9, no.1, 38-71, 1984.
|
[22] |
S. Ramaswamy, R. Rastogi, K. Shim. Efficient algorithms for mining outliers from large data sets. In Proceedings of 2000 ACM SIGMOD International Conference on Management of Data, ACM, New York, NY, USA, pp.427-438, 2000.
|
[23] |
F. Angiulli, C. Pizzuti. Fast outlier detection in high dimensional spaces. In Proceedings of the 6th European Conference, PKDD 2002, Springer, Helsinki, Finland, pp.15-26, 2002.
|
[24] |
F. Angiulli, F. Fassetti. Detecting distance-based outliers in streams of data. In Proceedings of the 16th ACM Conference on Information and Knowledge Management, ACM, New York, NY, USA, pp.811-820, 2007.
|
[25] |
M. Kontaki, A. Gounaris, A. N. Papadopoulos, K. Tsichlas, Y. Manolopoulos. Continuous monitoring of distance-based outliers over data streams. In Proceedings of the 27th IEEE International Conference on Data Engineering, IEEE, Hannover, pp.135-146, 2011.
|
[26] |
K. Ishida, H. Kitagawa. Detecting current outliers: Continuous outlier detection over time-series data streams. In Proceedings of the 19th International Conference Database and Expert Systems Applications, Springer, Berlin, Heidelberg, pp.255-268, 2008.
|
[27] |
C. C. Aggarwal, P. S. Yu. Outlier detection with uncertain data. In Proceedings of the SIAM International Conference on Data Mining, pp.483-493, 2008.
|
[28] |
S. A. Shaikh, H. Kitagawa. Distance-based outlier detection on uncertain data of Gaussian distribution. In Proceedings of the 14th Asia-Pacific International Conference on Web Technologies and Applications, Springer-Verlag, Berlin, Heidelberg, pp.109-121, 2012.
|
[29] |
S. A. Shaikh, H. Kitagawa. Efficient distance-based outlier detection on uncertain datasets of Gaussian distribution. World Wide Web, 2013. (Online first).
|
[30] |
S. A. Shaikh, H. Kitagawa. Fast top-k distance-based outlier detection on uncertain data. In Proceedings of the 14th International Conference on Web-age Information Management, Springer, Berlin, Heidelberg, pp.301-313, 2013.
|
[31] |
M. M. Breunig, H. P. Kriegel, R. T. Ng, J. Sander. LOF: Identifying density-based local outliers. In Proceedings of the 2000 ACM SIGMOD International Conference on Management of Data, ACM, New York, NY, USA, pp.93-104, 2000.
|
[32] |
Z. Y. He, X. F. Xu, S. C. Deng. Discovering cluster-based local outliers. Pattern Recognition Letters, vol.24, no.9-10, pp.1641-1650, 2003.
|
[33] |
B. Jiang, J. Pei. Outlier detection on uncertain data: Objects, instances, and inferences. In Proceedings of the 27th IEEE International Conference on Data Engineering, IEEE, Hannover, pp.422-433, 2011.
|
[34] |
P. Bajorski. Statistics for Imaging, Optics, and Photonics, New York: John Wiley & Sons Publication, 2012.
|
[35] |
F. Pukelsheim. The three sigma rule. The American Statistician, vol.48, no.2, pp.88-91, 1994.
|
[36] |
Y. F. Tao, X. K. Xiao, R. Cheng. Range search on multidimensional uncertain data. ACM Transactions on Database Systems, vol.32, no.3, pp.1-54, 2007.
|
[37] |
W. J. Thistleton, J. A. Marsh, K. Nelson, C. Tsallis. Generalized Box-Müller method for generating q-Gaussian random deviates. IEEE Transactions on Information Theory, vol.53, no.12, pp.4805-4810, 2007.
|