Concepedia

A deep learning forecasting method for frost heave deformation of high-speed railway subgrade

Jing Chen, Anyuan Li, Chunyan Bao, Yanhua Dai, Minghao Liu, Zhanju Lin, Fujun Niu, Tianxiang Zhou

Cold Regions Science and Technology · 2021 · 49 citations · 38 references

Concepts

ComputingCivil EngineeringComputational EngineeringForecastingMachine LearningTime Series AnalysisForecast VerificationDeep Learning For ForecastingDeep Learning For Time Series ForecastingDeep Learning-based ForecastingFrost Forecasting ModelsFrost Prediction

References

38

Long Short-Term Memory

Sepp Hochreiter, Jürgen Schmidhuber · Neural Computation · 1997 · 98.1K citations

Computing, Computer Science, Algorithms +16

ImageNet classification with deep convolutional neural networks

Alex Krizhevsky, Ilya Sutskever, Geoffrey E. Hinton · Communications of the ACM · 2017 · 75.7K citations · Full text

Computing, Computer Science, Computer Vision +12

A logical calculus of the ideas immanent in nervous activity

Warren S. McCulloch, Walter Pitts · Bulletin of Mathematical Biology · 1943 · 18K citations

Life Sciences, Neurobiology, Neuroscience +8

Deep Sparse Rectifier Neural Networks

Xavier Glorot, Antoine Bordes, Yoshua Bengio · 2012 · 5.4K citations

Computing, Computer Science, Machine Learning +8

Another look at measures of forecast accuracy

Rob J. Hyndman, Anne B. Koehler · International Journal of Forecasting · 2006 · 5.3K citations

Computing, Mathematics, Meteorology +16