Concepedia

Transfer learning for long-interval consecutive missing values imputation without external features in air pollution time series

Jun Ma, Jack C.P. Cheng, Yuexiong Ding, Changqing Lin, Feifeng Jiang, Mingzhu Wang, Chong Zhai

Advanced Engineering Informatics · 2020 · 85 citations · 40 references

Concepts

ComputingData ScienceEnvironmental SciencesAir PollutionMachine LearningTime Series AnalysisAir PollutantsAir QualityMissing Data HandlingMissing Data ImputationMissing Data MethodsTransfer LearningAir Pollution RiskData ImputationHandling Missing DataImputation Of Missing ValuesMissing Value ImputationTime Series Imputation

References

40

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

Learning long-term dependencies with gradient descent is difficult

Yoshua Bengio, P. Simard, Paolo Frasconi · IEEE Transactions on Neural Networks · 1994 · 8.5K citations

Computing, Computer Science, Machine Learning +9

The expectation-maximization algorithm

Todd K. Moon · IEEE Signal Processing Magazine · 1996 · 3.2K citations

Natural Sciences, Mathematics, Algorithms +15

Recurrent Neural Networks for Multivariate Time Series with Missing Values

Zhengping Che, Sanjay Purushotham, Kyunghyun Cho et al. · Scientific Reports · 2018 · 2.1K citations · Full text

Computing, Data Science, Health Informatics +17