Outlier Detection for Time Series with Recurrent Autoencoder Ensembles

Tung Kieu, Bin Yang, Chenjuan Guo, +1

Anomaly DetectionMachine LearningData ScienceEngineeringPredictive Analytics +8

Personalized route recommendation using big trajectory data

Jian Dai, Bin Yang, Chenjuan Guo, +1

Transport Network AnalysisEngineeringNetwork AnalysisDifferent DriversData Science +15

Travel cost inference from sparse, spatio temporally correlated time series using Markov models

Bin Yang, Chenjuan Guo, Christian S. Jensen

Proceedings of the VLDB Endowment

Stochastic skyline route planning under time-varying uncertainty

Bin Yang, Chenjuan Guo, Christian S. Jensen, +2

Mathematical ProgrammingTransport Network AnalysisEngineeringNetwork AnalysisTravel Time +17

Towards Spatio- Temporal Aware Traffic Time Series Forecasting

Razvan-Gabriel Cirstea, Bin Yang, Chenjuan Guo, +2

2022 IEEE 38th International Conference on Data Engineering (ICDE)

Intelligent Traffic ManagementSpatiotemporal DiagnosticsMachine LearningData ScienceRecent Forecasting Models +12

Correlated Time Series Forecasting using Multi-Task Deep Neural Networks

Razvan-Gabriel Cirstea, Darius-Valer Micu, Gabriel-Marcel Muresan, +2

Intelligent ForecastingForecasting MethodologyEngineeringMachine LearningData Science +11

Stochastic Weight Completion for Road Networks Using Graph Convolutional Networks

Jilin Hu, Chenjuan Guo, Bin Yang, +1

Geometric LearningEngineeringMachine LearningNetwork AnalysisGraph Signal Processing +15

Stochastic Origin-Destination Matrix Forecasting Using Dual-Stage Graph Convolutional, Recurrent Neural Networks

Jilin Hu, Bin Yang, Chenjuan Guo, +2

Geometric LearningForecasting MethodologyEngineeringMachine LearningRecurrent Neural Network +14

Triformer: Triangular, Variable-Specific Attentions for Long Sequence Multivariate Time Series Forecasting

Razvan-Gabriel Cirstea, Chenjuan Guo, Bin Yang, +3

Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence

Forecasting MethodologyVariable-specific AttentionsEngineeringMachine LearningData Science +9

TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods

Xiangfei Qiu, Jilin Hu, Lekui Zhou, +8

Proceedings of the VLDB Endowment

Forecasting MethodologyEngineeringMachine LearningEvaluation PipelinesTime Series Econometrics +19