A novel prediction method of complex univariate time series based on k-means clustering

Author:

Liu Yunxin,Ding Shifei,Jia Weikuan

Publisher

Springer Science and Business Media LLC

Subject

Geometry and Topology,Theoretical Computer Science,Software

Reference35 articles.

1. Achanta S, Gangashetty SV (2017) Deep elman recurrent neural networks for statistical parametric speech synthesis. Speech Commun 93:31–42

2. Arthur D, Vassilvitskii S (2007) K-means: the advantages of careful seeding. In: Proceedings of the eighteenth annual ACM-SIAM symposium on discrete algorithms, New Orleans, Louisiana, pp 1027–1035

3. Asteriou D, Hall S (2016) ARIMA models and the box-jenkins methodology, pp 275–296

4. Baek Y, Kim HY (2018) ModAugNet: a new forecasting framework for stock market index value with an overfitting prevention LSTM module and a prediction LSTM module. Expert Syst Appl 113:457–480

5. Bahdanau D, Cho K, Bengio Y (2014) Neural machine translation by jointly learning to align and translate. arXiv:1409.0473

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