Concepedia

Scalable low-rank tensor learning for spatiotemporal traffic data imputation

Xinyu Chen, Yixian Chen, Nicolas Saunier, Lijun Sun

Transportation Research Part C Emerging Technologies · 2021 · 85 citations · 26 references

Open access

Concepts

ComputingComputer ScienceData ScienceBig Data AnalyticsGeospatial Artificial IntelligenceMachine LearningDeep LearningDimensionality ReductionMissing Data ComputationMissing Data ImputationMissing Data MethodsRepresentation LearningData ImputationLow-rank ApproximationLow-rank Matrix FactorizationSpatio-temporal Missing Data ImputationTime Series Imputation

References

26

Proceedings of the 24th international conference on Machine learning

2007 · 11.7K citations

Computing, Computer Science, Artificial Intelligence +6

Tensor Decompositions and Applications

Tamara G. Kolda, Brett W. Bader · SIAM Review · 2009 · 10.5K citations

Computing, Computer Science, Neuroscience +12

Analysis of Incomplete Multivariate Data

David E. Booth, Joseph L. Schafer · Technometrics · 2000 · 5.7K citations

Public Health, Biostatistics, Categorical Data Analysis +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

Tensor Completion for Estimating Missing Values in Visual Data

Ji Liu, Przemysław Musialski, Peter Wonka et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2012 · 2.1K citations

Computing, Computer Science, Computer Vision +11