Christian S. Jensen
- TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods
2024/03/29 by Xiangfei Qiu, Qiu, Xiangfei, Jilin Hu +19 · 91 citations
Decision Sciences · Economics, Econometrics and Finance · #Artificial Intelligence (cs.AI) #Complex Systems and Time Series Analysis #Computers and Society (cs.CY) #FOS: Computer and information sciences #Forecasting Techniques and Applications #Machine Learning (cs.LG) #Stock Market Forecasting Methods
- Exploring Progress in Multivariate Time Series Forecasting: Comprehensive Benchmarking and Heterogeneity Analysis
2023/10/09 by Zezhi Shao, Fei Wang, Shao, Zezhi +22 · 42 citations
Computer Science · Decision Sciences · Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Forecasting Techniques and Applications #Machine Learning (cs.LG) #Time Series Analysis and Forecasting #Traffic Prediction and Management Techniques
- Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting
2022/06/18 by Zezhi Shao, Zhao Zhang, Shao, Zezhi +11 · 24 citations
Engineering · Neuroscience · Environmental Science · #Traffic Prediction and Management Techniques #Brain Tumor Detection and Classification #Air Quality Monitoring and Forecasting
- TSFM-Bench: A Comprehensive and Unified Benchmark of Foundation Models for Time Series Forecasting
2024/10/15 by Zhe Li, Li, Zhe, Xiangfei Qiu +18 · 29 citations
Computer Science · Decision Sciences · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Stock Market Forecasting Methods #Time Series Analysis and Forecasting
- A Unified Replay-based Continuous Learning Framework for Spatio-Temporal Prediction on Streaming Data
2024/04/23 by Hao Miao, Yan Zhao, Miao, Hao +13 · 17 citations
Computer Science · #Data Management and Algorithms #Data Mining Algorithms and Applications #Data Stream Mining Techniques #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- AutoCTS: Automated Correlated Time Series Forecasting -- Extended Version
2021/12/21 by Xinle Wu, Dalin Zhang, Wu, Xinle +9 · 7 citations
Computer Science · Decision Sciences · #Time Series Analysis and Forecasting #Forecasting Techniques and Applications #Data Visualization and Analytics
- Deep Spatially and Temporally Aware Similarity Computation for Road Network Constrained Trajectories
2021/12/17 by Ziquan Fang, Fang, Ziquan, Yuntao Du +9 · 6 citations
Computer Science · Engineering · Social Sciences · #Data Management and Algorithms #Databases (cs.DB) #FOS: Computer and information sciences #Human Mobility and Location-Based Analysis #Machine Learning (cs.LG) #Traffic Prediction and Management Techniques
- LightPath: Lightweight and Scalable Path Representation Learning
2023/07/19 by Jilin Hu, Yang, Sean Bin, Chenjuan Guo +6 · 8 citations
Engineering · Social Sciences · #Artificial Intelligence (cs.AI) #Databases (cs.DB) #FOS: Computer and information sciences #Infrastructure Maintenance and Monitoring #Machine Learning (cs.LG) #Traffic Prediction and Management Techniques #Transportation Planning and Optimization
- LightCTS: A Lightweight Framework for Correlated Time Series Forecasting
2023/02/23 by Zhichen Lai, Lai, Zhichen, Dalin Zhang +9 · 6 citations
Computer Science · Decision Sciences · Engineering · #Artificial Intelligence (cs.AI) #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Stock Market Forecasting Methods #Time Series Analysis and Forecasting #Traffic Prediction and Management Techniques
- Joint Neural Architecture and Hyperparameter Search for Correlated Time Series Forecasting
2022/11/29 by Xinle Wu, Dalin Zhang, Wu, Xinle +9 · 6 citations
Computer Science · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Data Visualization and Analytics #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Time Series Analysis and Forecasting
- Origin-Destination Travel Time Oracle for Map-based Services
2023/07/06 by Lin Yan, Huaiyu Wan, Lin, Yan +11 · 5 citations
Computer Science · Engineering · Social Sciences · #Data Management and Algorithms #FOS: Computer and information sciences #Human Mobility and Location-Based Analysis #Machine Learning (cs.LG) #Traffic Prediction and Management Techniques
- iRangeGraph: Improvising Range-dedicated Graphs for Range-filtering Nearest Neighbor Search
2024/09/04 by Yuexuan Xu, Jianyang Gao, Xu, Yuexuan +7 · 5 citations
Computer Science · Social Sciences · #Data Management and Algorithms #Data Mining Algorithms and Applications #Geographic Information Systems Studies
- Trajectory Similarity Measurement: An Efficiency Perspective
2023/11/02 by Yanchuan Chang, Egemen Tanin, Chang, Yanchuan +7 · 4 citations
Computer Science · #Anomaly Detection Techniques and Applications #Data Management and Algorithms #Databases (cs.DB) #FOS: Computer and information sciences #Time Series Analysis and Forecasting
- A Comparative Study on Unsupervised Anomaly Detection for Time Series: Experiments and Analysis
2022/09/10 by Yan Zhao, Zhao, Yan, Liwei Deng +17 · 3 citations
Computer Science · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Network Security and Intrusion Detection #Time Series Analysis and Forecasting
- Robust and Explainable Autoencoders for Unsupervised Time Series Outlier Detection---Extended Version
2022/04/07 by Tung Kieu, Bin Yang, Kieu, Tung +11 · 3 citations
Computer Science · #Anomaly Detection Techniques and Applications #Databases (cs.DB) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Time Series Analysis and Forecasting
- Context-aware, preference-based vehicle routing
2020/03/11 by Chenjuan Guo, Bin Yang, Jilin Hu +2 · 2 citations
- A Survey of Generative Techniques for Spatial-Temporal Data Mining
2024/05/15 by Qianru Zhang, Zhang, Qianru, Haixin Wang +19 · 6 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computational Engineering #Data Management and Algorithms #Data Mining Algorithms and Applications #FOS: Computer and information sciences #Finance #Machine Learning (cs.LG) #and Science (cs.CE)
- EasyTime: Time Series Forecasting Made Easy
2024/12/23 by Xiangfei Qiu, Xiuwen Li, Qiu, Xiangfei +24 · 13 citations
Computer Science · Business, Management and Accounting · #Time Series Analysis and Forecasting #Big Data and Business Intelligence
- Fully Automated Correlated Time Series Forecasting in Minutes
2024/11/06 by Xinle Wu, Xingjian Wu, Wu, Xinle +11 · 8 citations
Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Time Series Analysis and Forecasting
- RED: Effective Trajectory Representation Learning with Comprehensive Information
2024/11/22 by Silin Zhou, Shuo Shang, Zhou, Silin +7 · 5 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Speech and dialogue systems #Topic Modeling
- Discovery of Convoys in Trajectory Databases
2010/02/04 by Hoyoung Jeung, Jeung, Hoyoung, Man Lung Yiu +7 · 1 citation
Computer Science · Social Sciences · #Computational Geometry (cs.CG) #Data Management and Algorithms #Databases (cs.DB) #FOS: Computer and information sciences #Geographic Information Systems Studies #Human Mobility and Location-Based Analysis #cs.CG #cs.DB
- Data Imputation for Sparse Radio Maps in Indoor Positioning (Extended Version)
2023/02/25 by Xiao Li, Huan Li, Li, Xiao +7 · 2 citations
Computer Science · Engineering · #Databases (cs.DB) #FOS: Computer and information sciences #Indoor and Outdoor Localization Technologies #Millimeter-Wave Propagation and Modeling #Speech and Audio Processing
- Grid and Road Expressions Are Complementary for Trajectory Representation Learning
2024/11/22 by Silin Zhou, Shuo Shang, Zhou, Silin +7 · 5 citations
Computer Science · Social Sciences · #Artificial Intelligence (cs.AI) #Data Management and Algorithms #FOS: Computer and information sciences #Geographic Information Systems Studies #Machine Learning (cs.LG) #Natural Language Processing Techniques
- Increase in invasive group A streptococcal infections and emergence of novel, rapidly expanding sub-lineage of the virulent Streptococcus pyogenes M1 clone, Denmark, 2023
2023/06/29 by Thor Bech Johannesen, Charlotte Munkstrup, Sofie Marie Edslev +26 · 1 voice · 2 citations
Biochemistry, Genetics and Molecular Biology · Medicine · #Bacterial Identification and Susceptibility Testing #Infective Endocarditis Diagnosis and Management #Streptococcal Infections and Treatments
- E2USD: Efficient-yet-effective Unsupervised State Detection for Multivariate Time Series
2024/02/21 by Zhichen Lai, Huan Li, Lai, Zhichen +9 · 3 citations
Computer Science · Decision Sciences · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Stock Market Forecasting Methods #Time Series Analysis and Forecasting
- Indexing Metric Spaces for Exact Similarity Search
2020/05/07 by Lu Chen, Yunjun Gao, Chen, Lu +11 · 1 citation
Computer Science · Engineering · #Data Management and Algorithms #Automated Road and Building Extraction #Data Mining Algorithms and Applications
- REPOSE: Distributed Top-k Trajectory Similarity Search with Local Reference Point Tries
2021/01/22 by Bolong Zheng, Lianggui Weng, Zheng, Bolong +9 · 1 citation
Computer Science · #Data Management and Algorithms #Time Series Analysis and Forecasting #Advanced Database Systems and Queries
- Efficient Cost Modeling of Space-filling Curves
2023/12/26 by Guanli Liu, Liu, Guanli, Lars Kulik +7 · 2 citations
Computer Science · #Data Management and Algorithms #Advanced Image and Video Retrieval Techniques #Caching and Content Delivery
- PM-LSH: a fast and accurate in-memory framework for high-dimensional approximate NN and closest pair search
2021/07/06 by Bolong Zheng, Xi Zhao, Zheng, Bolong +9 · 1 citation
Computer Science · #Advanced Image and Video Retrieval Techniques #Data Management and Algorithms #Databases (cs.DB) #FOS: Computer and information sciences #Video Surveillance and Tracking Methods
- Location- and keyword-based querying of geo-textual data: a survey
2021/03/30 by Zhida Chen, Lisi Chen, Gao Cong +1 · 1 citation
- RCRank: Multimodal Ranking of Root Causes of Slow Queries in Cloud Database Systems
2025/03/06 by Ouyang, Biao, Y. Zhang, Zhang, Yingying +14 · 4 citations
Computer Science · #Advanced Database Systems and Queries #Cloud Computing and Resource Management #Cloud Data Security Solutions #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Maximizing the Influence of Bichromatic Reverse k Nearest Neighbors in Geo-Social Networks
2022/04/21 by Pengfei Jin, Jin, Pengfei, Lu Chen +9 · 1 citation
Social Sciences · Computer Science · #Digital Marketing and Social Media #Human Mobility and Location-Based Analysis #Recommender Systems and Techniques
- Weakly-supervised Temporal Path Representation Learning with Contrastive Curriculum Learning -- Extended Version
2022/03/30 by Chenjuan Guo, Yang, Sean Bin, Jilin Hu +8 · 1 citation
Engineering · Social Sciences · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Human Mobility and Location-Based Analysis #Machine Learning (cs.LG) #Traffic Prediction and Management Techniques #Transportation Planning and Optimization
- Learning Time-aware Graph Structures for Spatially Correlated Time Series Forecasting
2023/12/27 by Minbo Ma, Ma, Minbo, Jilin Hu +11 · 1 citation
Computer Science · Environmental Science · #Artificial Intelligence (cs.AI) #Data Visualization and Analytics #FOS: Computer and information sciences #Health, Environment, Cognitive Aging #Machine Learning (cs.LG) #Time Series Analysis and Forecasting
- Disentangling Imperfect: A Wavelet-Infused Multilevel Heterogeneous Network for Human Activity Recognition in Flawed Wearable Sensor Data
2024/01/26 by Mengna Liu, Liu, Mengna, Dong Xiang +11 · 1 citation
Computer Science · #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Signal Processing (eess.SP) #electronic engineering #information engineering
- Gaussian Process Latent Variable Modeling for Few-shot Time Series Forecasting
2022/12/20 by Yunyao Cheng, Cheng, Yunyao, Chenjuan Guo +15 · 1 citation
Computer Science · #Advanced Text Analysis Techniques #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Time Series Analysis and Forecasting
- Multidimensional database technology
2001/01/01 by Torben Bach Pedersen, Christian S. Jensen · 1 citation
Computer Science · #Advanced Database Systems and Queries #Data Management and Algorithms #Semantic Web and Ontologies #Computer science #Multidimensional analysis #Online analytical processing #Dimension (graph theory) #Database #Context (archaeology) #Database design #Categorization #Data mining #Key (lock) #Multidimensional systems #Measure (data warehouse) #Data warehouse #Artificial intelligence
- Impute On-Demand: Adaptive Correlated Time Series Imputation for Changing Environments
2026/07/26 by Zhichen Lai, Huan Li, Dalin Zhang +3
Computer Science · #cs.LG #cs.AI #cs.DB
- Using Lower-Bound Representations for Trajectory Similarity Learning
2026/08/02 by Liwei Deng, Haotian Meng, Yupu Zhang +4
Computer Science · #cs.DB #cs.LG