Fuzzy Set-Based Isolation Forest
作者： Pawel Karczmarek , Adam Kiersztyn , Witold Pedrycz
DOI: 10.1109/FUZZ48607.2020.9177718
关键词:
摘要: … In this paper, we analyze the improvement of a well-known method, ie Isolation Forest, for … Isolation Forest. Index Terms—isolation forest, membership value, fuzzy setbased isolation …
sci-hub.st 参考文章(31)
Vladimir A Protopopescu, Arindam Banerjee, Auroop R Ganguly, Amrudin Agovic, Anomaly Detection in Transportation Corridors using Manifold Embedding ,(2007)
Fabrizio Angiulli, Clara Pizzuti, Fast Outlier Detection in High Dimensional Spaces european conference on principles of data mining and knowledge discovery. pp. 15- 26 ,(2002) , 10.1007/3-540-45681-3_2
Eonhye Kwon, Seongjong Noh, Moongu Jeon, Daeyoung Shim, Scene Modeling-Based Anomaly Detection for Intelligent Transport System international conference on intelligent systems, modelling and simulation. pp. 252- 257 ,(2013) , 10.1109/ISMS.2013.77
Emiro de la Hoz, Eduardo de la Hoz, Andrés Ortiz, Julio Ortega, Antonio Martínez-Álvarez, Feature selection by multi-objective optimisation: Application to network anomaly detection by hierarchical self-organising maps Knowledge-Based Systems. ,vol. 71, pp. 322- 338 ,(2014) , 10.1016/J.KNOSYS.2014.08.013
Hesam Izakian, Witold Pedrycz, Iqbal Jamal, Clustering Spatiotemporal Data: An Augmented Fuzzy C-Means IEEE Transactions on Fuzzy Systems. ,vol. 21, pp. 855- 868 ,(2013) , 10.1109/TFUZZ.2012.2233479
Fei Tony Liu, Kai Ming Ting, Zhi-Hua Zhou, Isolation-Based Anomaly Detection ACM Transactions on Knowledge Discovery from Data. ,vol. 6, pp. 1- 39 ,(2012) , 10.1145/2133360.2133363
Gao Lin, Liu Xin, Han Feng, Liu Ying, A new outlier detection algorithm and its application in intelligent transportation system ieee joint international information technology and artificial intelligence conference. pp. 442- 445 ,(2014) , 10.1109/ITAIC.2014.7065088
Edwin M. Knorr, Raymond T. Ng, Vladimir Tucakov, Distance-based outliers: algorithms and applications very large data bases. ,vol. 8, pp. 237- 253 ,(2000) , 10.1007/S007780050006
Bruno R. Preiss, Data Structures and Algorithms with Object-Oriented Design Patterns in Java ,(1999)
Hesam Izakian, Witold Pedrycz, Anomaly Detection and Characterization in Spatial Time Series Data: A Cluster-Centric Approach IEEE Transactions on Fuzzy Systems. ,vol. 22, pp. 1612- 1624 ,(2014) , 10.1109/TFUZZ.2014.2302456