Concepedia

Time-aware neural ordinary differential equations for incomplete time series modeling

Zhuoqing Chang, Shubo Liu, Run Qiu, Song Song, Zhaohui Cai, Guoqing Tu

The Journal of Supercomputing · 2023 · 11 citations · 18 references

Open access

Concepts

ComputingMathematicsDifferential EquationsForecastingTime Series AnalysisNeural ModelingNeural NetworksOrdinary Differential Equation ModelsTime IntegrationTime Series ForecastingTime Series ModelingHandling Missing DataNeural Dynamical SystemsNeural Ordinary Differential EquationsNeural Time Series AnalysisOrdinary Differential Equation Network Models

References

18

Learning Phrase Representations using RNN Encoder–Decoder for Statistical Machine Translation

Kyunghyun Cho, Bart van Merriënboer, Çağlar Gülçehre et al. · 2014 · 24.4K citations · Full text

Computing, Computer Science, Computational Linguistics +14

Time Series Analysis Forecasting and Control.

D. J. Bartholomew, G. E. P. Box, G. M. Jenkins · Operational Research Quarterly (1970-1977) · 1971 · 6.9K citations

Computing, Data Science, Forecasting +11

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

An analysis of four missing data treatment methods for supervised learning

Gustavo Batista, Maria Carolina Monard · Applied Artificial Intelligence · 2003 · 889 citations

Computing, Computer Science, Data Science +16

Patient Subtyping via Time-Aware LSTM Networks

İnci M. Baytaş, Cao Xiao, Xi Zhang et al. · 2017 · 634 citations

Computing, Biomedical Informatics, Health Informatics +15