On the construction of extreme learning machine for online and offline one-class classification—An expanded toolbox

作者: Chandan Gautam , Aruna Tiwari , Qian Leng

DOI: 10.1016/J.NEUCOM.2016.04.070

关键词: Computer scienceRadial basis function kernelArtificial intelligenceMachine learningOne-class classificationExtreme learning machineToolboxOnline and offlineKernel (statistics)Kernel (linear algebra)Random subspace method

摘要: One-class classification (OCC) has been prime concern for researchers and effectively employed in various disciplines. But, traditional methods based one-class classifiers are …

参考文章(64)
Bing Liu, Xiaoli Li, Learning to classify texts using positive and unlabeled data international joint conference on artificial intelligence. pp. 587- 592 ,(2003)
Gilles Paiva M. de Farias, Adriano L. I. de Oliveira, George G. Cabral, Extreme learning machines for intrusion detection systems international conference on neural information processing. pp. 535- 543 ,(2012) , 10.1007/978-3-642-34478-7_65
Lei Zhang, David Zhang, Domain Adaptation Transfer Extreme Learning Machines Springer, Cham. pp. 103- 119 ,(2015) , 10.1007/978-3-319-14063-6_10
Chamara Kasun Liyanaarachchi Lekamalage, Tianchi Liu, Yan Yang, Zhiping Lin, Guang-Bin Huang, Extreme Learning Machine for Clustering Springer, Cham. pp. 435- 444 ,(2015) , 10.1007/978-3-319-14063-6_36
Jose Hanson, Nathalie Japkowicz, Casimir Kulikowski, Concept learning in the absence of counterexamples: an autoassociation-based approach to classification Rutgers University. ,(1999) , 10.7282/T3J96B11
Vadlamani Ravi, Puneet Singh, Auto-associative extreme learning factory as a single class classifier international conference on computational intelligence and computing research. pp. 1- 6 ,(2014) , 10.1109/ICCIC.2014.7238402
Markos Markou, Sameer Singh, Novelty detection: a review—part 2: Signal Processing. ,vol. 83, pp. 2499- 2521 ,(2003) , 10.1016/J.SIGPRO.2003.07.019
Anton Akusok, Kaj-Mikael Bjork, Yoan Miche, Amaury Lendasse, High-Performance Extreme Learning Machines: A Complete Toolbox for Big Data Applications IEEE Access. ,vol. 3, pp. 1011- 1025 ,(2015) , 10.1109/ACCESS.2015.2450498
L.D. Hostetler, M.W. Koch, M.M. Moya, One-class classifier networks for target recognition applications NASA STI/Recon Technical Report N. ,vol. 93, pp. 24043- ,(1993)