Time series data cleaning

Aoqian Zhang, Shaoxu Song, Jianmin Wang, +1

Proceedings of the VLDB Endowment

Anomaly DetectionMachine LearningEngineeringData PreparationDetected Anomalies +17

SCREEN

Shaoxu Song, Aoqian Zhang, Jianmin Wang, +1

Smoothing FilterData ModelingData StreamMinimum Change PrincipleEngineering +12

Sequential Data Cleaning

Aoqian Zhang, Shaoxu Song, Jianmin Wang

EngineeringMachine LearningData PreparationStreaming AlgorithmSpatiotemporal Database +20

Enriching Data Imputation under Similarity Rule Constraints

Shaoxu Song, Yu Sun, Aoqian Zhang, +2

IEEE Transactions on Knowledge and Data Engineering

EngineeringSimilarity MeasureInformation RetrievalData ScienceData Mining +14

Enriching data imputation with extensive similarity neighbors

Shaoxu Song, Aoqian Zhang, Lei Chen, +1

Proceedings of the VLDB Endowment

EngineeringInformation RetrievalData ScienceData MiningMachine Learning +13

Learning Individual Models for Imputation

Aoqian Zhang, Shaoxu Song, Yu Sun, +1

Latent ModelingEngineeringMachine LearningData ScienceHigh-dimensional Method +10

Attention-based Learning for Missing Data Imputation in HoloClean

Richard Wu, Aoqian Zhang, Ihab F. Ilyas, +1

Proceedings of Machine Learning and Systems

Artificial IntelligenceEngineeringMachine LearningData ScienceKnowledge Discovery +3

Sampling for Big Data Profiling: A Survey

Zhicheng Liu, Aoqian Zhang

IEEE Access

EngineeringMachine LearningBig Data ModelProfiling TechniqueData Science +16

IoT Data Quality

Shaoxu Song, Aoqian Zhang

EngineeringMachine LearningIot CommunicationIot SystemData Quality Issues +14

Stream Data Cleaning under Speed and Acceleration Constraints

Shaoxu Song, Fei Gao, Aoqian Zhang, +2

ACM Transactions on Database Systems

Cluster ComputingEngineeringMachine LearningStreaming AlgorithmData Streaming Architecture +21