Concepedia

Transferability improvement in short-term traffic prediction using stacked LSTM network

Junyi Li, Fangce Guo, Aruna Sivakumar, Yanjie Dong, Rajesh Krishnan

Transportation Research Part C Emerging Technologies · 2021 · 102 citations · 64 references

Concepts

ComputingData ScienceForecastingMachine LearningTime Series AnalysisDeep LearningIntelligent Transportation SystemsShort-term ForecastingTime Series PredictionTraffic Flow TheoryTransfer LearningDeep Learning-based ForecastingShort-term Traffic PredictionTraffic Flow ForecastingTraffic Flow PredictionTraffic ForecastingTraffic PredictionTransfer Learning For Time Series Forecasting

References

64

Long Short-Term Memory

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

Computing, Computer Science, Algorithms +16

A Survey on Transfer Learning

Sinno Jialin Pan, Qiang Yang · IEEE Transactions on Knowledge and Data Engineering · 2009 · 23.2K citations

Computing, Computer Science, Data Mining +12

Statistical Analysis With Missing Data

Maureen Lahiff, Roderick J. A. Little, Donald B. Rubin · Journal of the American Statistical Association · 1989 · 17.5K citations

Natural Sciences, Biostatistics, Mathematics +12

Adaptive Subgradient Methods for Online Learning and Stochastic Optimization

John C. Duchi, Elad Hazan, Yoram Singer · 2010 · 8.6K citations

Computing, Computer Science, Algorithms +15

Random search for hyper-parameter optimization

James Bergstra, Yoshua Bengio · 2012 · 7.9K citations

Natural Sciences, Computer Science, Algorithms +8