ELM-Based Improved Layered Ensemble Architecture for Time Series Forecasting

ELM-Based Improved Layered Ensemble Architecture for Time Series Forecasting

In this paper, an extreme learning machine (ELM)-based improved layered ensemble architecture (EILEA) for time series forecasting is proposed. Compared with multilayer perceptron (MLP)-based layered ensemble architecture (named LEA), our proposed structure has improved in two aspects. First of all,...

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Bibliographic Details
Main Authors: Shuming Fan, Xizhong Qin, Zhenhong Jia, Xinxue Qi, Mengmeng Lin
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
Time series forecasting
extreme learning machine
ensemble learning
bootstrap sampling
clustering
Online Access:https://ieeexplore.ieee.org/document/8760472/

Internet

https://ieeexplore.ieee.org/document/8760472/

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