Time Series Forecasting Using Sequence-to-Sequence Deep Learning Framework
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[1] Geoffrey E. Hinton,et al. ImageNet classification with deep convolutional neural networks , 2012, Commun. ACM.
[2] Fei-Fei Li,et al. Deep visual-semantic alignments for generating image descriptions , 2015, CVPR.
[3] Joarder Kamruzzaman,et al. A hybrid of multiobjective Evolutionary Algorithm and HMM-Fuzzy model for time series prediction , 2012, Neurocomputing.
[4] Jimmy Ba,et al. Adam: A Method for Stochastic Optimization , 2014, ICLR.
[5] Guoqiang Peter Zhang,et al. Neural network forecasting for seasonal and trend time series , 2005, Eur. J. Oper. Res..
[6] Quoc V. Le,et al. Sequence to Sequence Learning with Neural Networks , 2014, NIPS.
[7] John Cristian Borges Gamboa,et al. Deep Learning for Time-Series Analysis , 2017, ArXiv.
[8] J. Yosinski,et al. Time-series Extreme Event Forecasting with Neural Networks at Uber , 2017 .
[9] Jürgen Schmidhuber,et al. Deep learning in neural networks: An overview , 2014, Neural Networks.
[10] Amir F. Atiya,et al. An Empirical Comparison of Machine Learning Models for Time Series Forecasting , 2010 .
[11] Charles Elkan,et al. Learning to Diagnose with LSTM Recurrent Neural Networks , 2015, ICLR.
[12] Stanislas Chambon,et al. A Deep Learning Architecture for Temporal Sleep Stage Classification Using Multivariate and Multimodal Time Series , 2017, IEEE Transactions on Neural Systems and Rehabilitation Engineering.
[13] Shaohan Hu,et al. DeepSense: A Unified Deep Learning Framework for Time-Series Mobile Sensing Data Processing , 2016, WWW.
[14] Rob J Hyndman,et al. 25 years of time series forecasting , 2006 .
[15] Graham W. Taylor,et al. Forecasting air quality time series using deep learning , 2018, Journal of the Air & Waste Management Association.
[16] Vitaly Kuznetsov,et al. Foundations of Sequence-to-Sequence Modeling for Time Series , 2018, AISTATS.
[17] Amy Loutfi,et al. A review of unsupervised feature learning and deep learning for time-series modeling , 2014, Pattern Recognit. Lett..
[18] Jürgen Schmidhuber,et al. Long Short-Term Memory , 1997, Neural Computation.
[19] Guoqiang Peter Zhang,et al. Time series forecasting using a hybrid ARIMA and neural network model , 2003, Neurocomputing.
[20] Yoshua Bengio,et al. Learning Phrase Representations using RNN Encoder–Decoder for Statistical Machine Translation , 2014, EMNLP.
[21] Ping-Feng Pai,et al. Time series forecasting by a seasonal support vector regression model , 2010, Expert Syst. Appl..
[22] Tak-Chung Fu,et al. A review on time series data mining , 2011, Eng. Appl. Artif. Intell..
[23] Ju-Hong Lee,et al. Forecasting Change Directions for Financial Time Series Using Hidden Markov Model , 2009, RSKT.