articleTop 1% cited
Empirical Mode Decomposition based ensemble deep learning for load demand time series forecasting
Applied Soft Computing · 2017 · Vol. 54 · pp. 246–255
Xueheng Qiu(Nanyang Technological University)Ye Ren(Nanyang Technological University)Ponnuthurai Nagaratnam Suganthan✉(Nanyang Technological University)G.A.J. Amaratunga(University of Cambridge)
Energy Load and Power ForecastingMachine Fault Diagnosis TechniquesPower Transformer Diagnostics and InsulationHilbert–Huang transformComputer scienceDeep belief networkMode (computer interface)Demand forecastingSeries (stratigraphy)Artificial intelligenceOperator (biology)Boltzmann machineEnergy demand
Funding
- National Research Foundation Singapore
Citations
447
FWCI
27.53
field-weighted impact
References
89
Percentile
100%
vs. same field & year
Citations per year
Cited by
Wind power prediction using deep neural network based meta regression and transfer learning
Applied Soft Computing · 2017 · 367 citations
A Review of Deep Learning Models for Time Series Prediction
IEEE Sensors Journal · 2019 · 467 citations
LSTM-based traffic flow prediction with missing data
Neurocomputing · 2018 · 524 citations
References
Classification and Regression Trees.
Biometrics · 1984 · 23,850 citations
Deep learning in neural networks: An overview
Neural Networks · 2014 · 17,774 citations
Neural Networks and the Bias/Variance Dilemma
Neural Computation · 1992 · 3,522 citations
Reducing the Dimensionality of Data with Neural Networks
Science · 2006 · 20,627 citations
A regression-based approach to short-term system load forecasting
IEEE Transactions on Power Systems · 1990 · 820 citations
The random subspace method for constructing decision forests
IEEE Transactions on Pattern Analysis and Machine Intelligence · 1998 · 6,773 citations
Training Products of Experts by Minimizing Contrastive Divergence
Neural Computation · 2002 · 4,959 citations
Support-Vector Networks
Machine Learning · 1995 · 32,108 citations
Related articles
Representational Power of Restricted Boltzmann Machines and Deep Belief Networks
Neural Computation · 2008 · 831 citations
Citation Network
How this paper connects to the literature. Drag to explore, click any node to open that paper.
