A new dandelion algorithm and optimization for extreme learning machine

作者：Gong, Changqing; Han, Shoufei; Li, Xiguang^*; Zhao, Liang; Liu, Xiaojing

来源：Journal of Experimental & Theoretical Artificial Intelligence, 2018, 30(1): 39-52.

DOI：10.1080/0952813X.2017.1413142

• Dandelion algorithm
• dandelion sowing
• global optimisation
• self-learning
• extreme learning machine

In this paper, we proposed the Dandelion Algorithm (DA), based on the behaviour of dandelion sowing. In DA, the dandelion is sown in a certain range based on dynamic radius. Meanwhile the dandelion has self-learning ability; it could select a number of excellent seeds to learn. We compare the proposed algorithm with other existing algorithms. Simulations show that the proposed algorithm seems much superior to other algorithms. Moreover, the proposed algorithm can be applied to optimise extreme learning machine (ELM), which has a very good classification and prediction capability.

• 出版日期2018
• 单位沈阳航空航天大学