SwarmSVM: SwarmSVM: A Package for several Ensemble Support Vector...

In hetong007/SwarmSVM: Ensemble Learning Algorithms Based on Support Vector Machines

SwarmSVM: A Package for several Ensemble Support Vector Machine Models

Description

The SwarmSVM package contains three differenct Ensemble SVM models, they all train SVM models on subset of data and combine the results together. The three models are from the following three papers:

Details

1. Gu, Q., & Han, J. (2013). Clustered support vector machines. In proceedings of the sixteenth international conference on artificial intelligence and statistics (pp. 307-315). 2. Hsieh, C. J., Si, S., & Dhillon, I. S. (2013). A divide-and-conquer solver for kernel support vector machines. arXiv preprint arXiv:1311.0914. 3. Collobert, R., Bengio, S., & Bengio, Y. (2002). A parallel mixture of SVMs for very large scale problems. Neural computation, 14(5), 1105-1114.

SwarmSVM functions

clusterSVM dcSVM gaterSVM

hetong007/SwarmSVM documentation built on Jan. 10, 2023, 12:52 a.m.