Skip to content

Latest commit

 

History

History
70 lines (36 loc) · 5.33 KB

VLDB.md

File metadata and controls

70 lines (36 loc) · 5.33 KB

VLDB (2024)

---2024---

  1. A Shapelet-based Framework for Unsupervised Multivariate Time Series Representation Learning. https://www.vldb.org/pvldb/vol17/p386-wang.pdf #Multivariate Time Series

  2. An Experimental Evaluation of Anomaly Detection in Time Series. https://www.vldb.org/pvldb/vol17/p483-zhang.pdf #Anomaly Detection

  3. A Multi-Scale Decomposition MLP-Mixer for Time Series Analysis. https://www.vldb.org/pvldb/vol17/p1723-zhong.pdf #MLP #Time Series Analysis

  4. AutoTSAD: Unsupervised Holistic Anomaly Detection for Time Series Data. https://www.vldb.org/pvldb/vol17/p2987-schmidl.pdf #Anomaly Detection #Time Series Data

  5. Apache TsFile: An IoT-native Time Series File Format. https://www.vldb.org/pvldb/vol17/p4064-song.pdf #Time Series

  6. [Demo] A Demonstration of TENDS: Time Series Management System based on Model Selection. https://www.vldb.org/pvldb/vol17/p4357-chen.pdf #Time Series Management System

  7. BigST: Linear Complexity Spatio-Temporal Graph Neural Network for Traffic Forecasting on Large-Scale Road Networks. https://www.vldb.org/pvldb/vol17/p1081-han.pdf #Spatio-Temporal Graph Neural Network #Traffic Forecasting

  8. CIVET: Exploring Compact Index for Variable-Length Subsequence Matching on Time Series. https://www.vldb.org/pvldb/vol17/p2123-he.pdf #Time Series

  9. [Demo] Clean4TSDB: A Data Cleaning Tool for Time Series Databases. https://www.vldb.org/pvldb/vol17/p4377-wang.pdf #Time Series Databases #Data Cleaning Tool

  10. DecLog: Decentralized Logging in Non-Volatile Memory for Time Series Database Systems. https://www.vldb.org/pvldb/vol17/p1-zheng.pdf #Time Series Databases

  11. DARKER: Efficient Transformer with Data-driven Attention Mechanism for Time Series. https://www.vldb.org/pvldb/vol17/p3229-zuo.pdf. #Time Series #Transformer

  12. [Demo] DeepSketch: A Query Sketching Interface for Deep Time Series Similarity Search. https://www.vldb.org/pvldb/vol17/p4369-crotty.pdf #Time Series #Similarity Search

  13. Efficient Stochastic Routing in Path-Centric Uncertain Road Networks. https://www.vldb.org/pvldb/vol17/p2893-xu.pdf #Road Networks

  14. High-Performance Spatial Data Analytics: Systematic R&D for Scale-Out and Scale-Up Solutions from the Past to Now. https://www.vldb.org/pvldb/vol17/p4507-wang.pdf #Spatial Data Analytics

  15. ImDiffusion: Imputed Diffusion Models for Multivariate Time Series Anomaly Detection. https://www.vldb.org/pvldb/vol17/p359-zhang.pdf #Multivariate Time Series #Anomaly Detection

  16. [Demo] ImputeVIS: An Interactive Evaluator to Benchmark Imputation Techniques for Time Series Data. https://www.vldb.org/pvldb/vol17/p4329-khayati.pdf #Time Series Data

  17. KAMEL: A Scalable BERT-based System for Trajectory Imputation. https://www.vldb.org/pvldb/vol17/p525-musleh.pdf #BERT #Trajectory Imputation

  18. Multiple Time Series Forecasting with Dynamic Graph Modeling. https://www.vldb.org/pvldb/vol17/p753-zhao.pdf #Multiple Time Series Forecasting

  19. Nuhuo: An Effective Estimation Model for Traffic Speed Histogram Imputation on A Road Network. https://www.vldb.org/pvldb/vol17/p1605-yuan.pdf #Traffic Speed Histogram Imputation

  20. PCSP: Efficiently Answering Label-Constrained Shortest Path Queries in Road Networks. https://www.vldb.org/pvldb/vol17/p3082-wang.pdf #Shortest Path Queries

  21. [Demo] Pyneapple-G: Scalable Spatial Grouping Queries. https://www.vldb.org/pvldb/vol17/p4469-abdelhafeez.pdf #Spatial Grouping Queries

  22. Raising the ClaSS of Streaming Time Series Segmentation. https://www.vldb.org/pvldb/vol17/p1953-ermshaus.pdf #Time Series Segmentation

  23. Real-time Insertion Operator for Shared Mobility on Time-Dependent Road Networks. https://www.vldb.org/pvldb/vol17/p1669-zeng.pdf #Time-Dependent Road Networks

  24. [Demo] SEER: An End-to-End Toolkit for Benchmarking Time Series Database Systems in Monitoring Applications. https://www.vldb.org/pvldb/vol17/p4361-khayati.pdf #Time Series Database Systems

  25. Sparcle: Boosting the Accuracy of Data Cleaning Systems through Spatial Awareness. https://www.vldb.org/pvldb/vol17/p2349-mokbel.pdf #

  26. TSGBench: Time Series Generation Benchmark. https://www.vldb.org/pvldb/vol17/p305-huang.pdf #Time Series Generation

  27. TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods. https://www.vldb.org/pvldb/vol17/p2363-hu.pdf #Time Series Forecasting

  28. TimeCSL: Unsupervised Contrastive Learning of General Shapelets for Explorable Time Series Analysis. https://www.vldb.org/pvldb/vol17/p4489-wang.pdf #Contrastive Learning #Time Series Analysis

  29. TERI: An Effective Framework for Trajectory Recovery with Irregular Time Intervals. https://www.vldb.org/pvldb/vol17/p414-chen.pdf #Trajectory Recovery #Irregular Time Intervals

  30. [Demo] TSGAssist: An Interactive Assistant Harnessing LLMs and RAG for Time Series Generation Recommendations and Benchmarking. https://www.vldb.org/pvldb/vol17/p4309-huang.pdf #Time Series Generation

  31. Trajectory Similarity Measurement: An Efficiency Perspective Nuhuo: An Effective Estimation Model for Traffic Speed. https://www.vldb.org/pvldb/vol17/p2293-qi.pdf #Trajectory Similarity Measurement #Traffic Speed

  32. Visualization-aware Time Series Min-Max Caching with Error Bound Guarantees. https://www.vldb.org/pvldb/vol17/p2091-maroulis.pdf #Time Series

  33. Weakly Guided Adaptation for Robust Time Series Forecasting. https://www.vldb.org/pvldb/vol17/p766-cheng.pdf #Time Series Forecasting