Using isolation forest in anomaly detection: The case of credit card transactions
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T. Banerjee, M. Mishra, N. C. Debnath, and P. Choudhury, “Implementing E-Commerce model for Agricultural Produce : A Research Roadmap,” vol. 7, no. 1, pp. 302–310, 2019.
HuaMing, Kishan G. Mehrotra Chilukuri K. Mohan, Anomaly Algorithms Principles and Detection.2017.
V. CHANDOLA, A. BANERJEE, and V. KUMAR “Anomaly Detection: a SURVEY,” Conform. Predict. Reliab. Mach. Learn. Theory, Adapt. Appl., vol. 41, no. 3, pp. 71–97, 2014.
R. A. Flarence, S. Bethu, V. Sowmya, K. Anusha, and B. S. Babu, “Importance of Supervised Learning in Prediction Analysis,” vol. 6, no. 1, pp. 201–214, 2018.
N. Venkateswaran, A. Shekhar, and S. Changder, “Using machine learning for intelligent shard sizing on the cloud,” vol. 7, no. 1, pp. 109–124, 2019.
D. Sabinasz, “Dealing with Unbalanced Classes in Machine Learning,” Deep Ideas. 2017.
H. Jihal, M. A. Talhaoui, A. Daif, and M. Azzouazi, “Predictive Analytics as A Service on Moroccan Tax Evasion,” vol. 7, pp. 90–92, 2018.
S. Maes and K. Tuyl, “Credit Card Fraud Detection Using Bayesian and Neural Networks,” no. August 2002, 2013.
Y. Sahin and E. Duman, “Detecting Credit Card Fraud by Decision Trees and Support Vector Machines,” vol. I, 2011.
N. Malini and M. Phil, “Analysis on Credit Card Fraud Identification Techniques based on KNN and Outlier Detection,” pp. 3–6, 2017.
M. M. Breunig, H. Kriegel, R. T. Ng, and J. Sander, “LOF : Identifying Density-Based Local Outliers,” pp. 1–12, 2000.
M. M. Breunig, H.-P. Kriegel, R. T. Ng, and J. Sander, “OPTICS-OF: Identifying Local Outliers,” no. September, pp. 262–270, 2010.
B. Sch and R. Williamson, “Support Vector Method for Novelty Detection,” pp. 582–588, 2000.
M. E. Celebi, H. A. Kingravi, and P. A. Vela, “A comparative study of efficient initialization methods for the k-means clustering algorithm,” Expert Syst. Appl., vol. 40, no. 1, pp. 200–210, 2013.
E. Lewinson, “Outlier Detection with Isolation Forest,” Towards Data Science. 2017.
F. T. Liu and K. M. Ting, “Isolation Forest.”2009.
F. T. Liu, K. M. Ting, and Z. H. Zhou, “Isolation forest,” Proc. - IEEE Int. Conf. Data Mining, ICDM, pp. 413–422, 2008.
F. T. Liu and K. M. Ting, “Isolation Forest: Isolation Forest,” 1980.
“Credit Card Fraud _ Kaggle, Anonymized credit card transactions labeled as fraudulent or genuine.” .
DOI: http://dx.doi.org/10.21533/pen.v6i2.533
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Copyright (c) 2019 soumaya ounacer, Hicham Ait El Bour, Younes Oubrahim, Mohamed Yassine Ghoumari, Mohamed Azzouazi
This work is licensed under a Creative Commons Attribution 4.0 International License.
ISSN: 2303-4521
Digital Object Identifier DOI: 10.21533/pen
This work is licensed under a Creative Commons Attribution 4.0 International License