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Improving the Efficiency of Genetic-Based Incremental Local Outlier Factor Algorithm for Network Intrusion Detection

2021
In the era of big data, outlier detection has become an important task for many applications, such as the network intrusion detection system. Data streams are a unique type of big data, which recently has gained a lot of attention from researchers. Nevertheless, there are challenges in applying traditional outlier detection algorithms for data streams.
Omar Alghushairy   +3 more
openaire   +1 more source

Active Semi-supervised Affinity Propagation Clustering Algorithm Based on Local Outlier Factor

2018 37th Chinese Control Conference (CCC), 2018
Clustering algorithm can reveal the inherent properties and laws of data through the learning of unlabeled data. However, interference data exists in some fields of different data forms, and the clustering will reduce the credibility of clustering results without processing data.
Lei Qi, Li Ting
openaire   +1 more source

Application of Cluster-Based Local Outlier Factor Algorithm in Anti-Money Laundering

2009 International Conference on Management and Service Science, 2009
Financial institutions’ capability in recognizing suspicious money laundering transactional behavioral patterns (SMLTBPs) is critical to anti-money laundering. Combining distance-based unsupervised clustering and local outlier detection, this paper designs a new cluster-based local outlier factor (CBLOF) algorithm to identify SMLTBPs and use authentic ...
exaly   +2 more sources

Real-time chatter detection and automatic suppression for intelligent spindles based on wavelet packet energy entropy and local outlier factor algorithm

The International Journal of Advanced Manufacturing Technology, 2019
In this research, we proposed a real-time chatter detection and suppression module for intelligent spindle to increase machining efficiency and processing yield. For early detections of chatters, the relative wavelet packet energy entropy with high sensitivity in the high-frequency band and the local outlier factor (LOF) algorithm were utilized as ...
Yung-Chen Yao   +3 more
openaire   +1 more source

The Fault Detection Method for Fluidized Bed Agglomeration Based on Local Outlier Factor Algorithm

10th International Symposium on Project Management (ISPM2022), 2022
Simengxu Qiao, Xinze Qiu, Pengjie Fan
openaire   +1 more source

Social density detection for suckling piglets based on convolutional neural network combined with local outlier factor algorithm

Computers and Electronics in Agriculture, 2022
Qian Ding   +5 more
openaire   +2 more sources

Degree of Accuracy in Credit Card Fraud Detection Using Local Outlier Factor and Isolation Forest Algorithm

2022 12th International Conference on Cloud Computing, Data Science & Engineering (Confluence), 2022
Kanishka Negi   +4 more
openaire   +1 more source

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