Cover Image

E2USD: Efficient-yet-effective Unsupervised State Detection for Multivariate Time Series

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Lai, Zhichen, Li, Huan, Zhang, Dalin, Zhao, Yan, Qian, Weizhu, Jensen, Christian S.
Format:	Preprint
Published:	2024
Subjects:	Machine Learning Artificial Intelligence Databases
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

MovSemCL: Movement-Semantics Contrastive Learning for Trajectory Similarity (Extension)
by: Lai, Zhichen, et al.
Published: (2025)

CLaP -- State Detection from Time Series
by: Ermshaus, Arik, et al.
Published: (2025)

Matrix Profile for Anomaly Detection on Multidimensional Time Series
by: Yeh, Chin-Chia Michael, et al.
Published: (2024)

Automatic Unsupervised Ensemble Outlier Model Selection--Extended Version
by: Phan, Hong-Phuc, et al.
Published: (2026)

Comprehending Spatio-temporal Data via Cinematic Storytelling using Large Language Models
by: Shang, Panos Kalnis. Shuo, et al.
Published: (2025)

KDSelector: A Knowledge-Enhanced and Data-Efficient Model Selector Learning Framework for Time Series Anomaly Detection
by: Liang, Zhiyu, et al.
Published: (2025)

Dive into Time-Series Anomaly Detection: A Decade Review
by: Boniol, Paul, et al.
Published: (2024)

Sonar-TS: Search-Then-Verify Natural Language Querying for Time Series Databases
by: Tan, Zhao, et al.
Published: (2026)

QCFuse: Query-Centric Cache Fusion for Efficient RAG Inference
by: Yan, Jianxin, et al.
Published: (2026)

SpecDB: LLM-Generated Customized Databases via Feature-Oriented Decomposition
by: Lou, Yunkai, et al.
Published: (2026)

FLORA: Unsupervised Knowledge Graph Alignment by Fuzzy Logic
by: Peng, Yiwen, et al.
Published: (2025)

Towards Controllable Time Series Generation
by: Bao, Yifan, et al.
Published: (2024)

VISTA: Knowledge-Driven Vessel Trajectory Imputation with Repair Provenance
by: Liu, Hengyu, et al.
Published: (2026)

Beyond Relational: Semantic-Aware Multi-Modal Analytics with LLM-Native Query Optimization
by: Zhu, Junhao, et al.
Published: (2025)

A Survey on Time-Series Distance Measures
by: Paparrizos, John, et al.
Published: (2024)

Raising the ClaSS of Streaming Time Series Segmentation
by: Ermshaus, Arik, et al.
Published: (2023)

Motiflets -- Simple and Accurate Detection of Motifs in Time Series
by: Schäfer, Patrick, et al.
Published: (2022)

Bridging the Gap: A Decade Review of Time-Series Clustering Methods
by: Paparrizos, John, et al.
Published: (2024)

Cross-Representation Benchmarking in Time-Series Electronic Health Records for Clinical Outcome Prediction
by: Chen, Tianyi, et al.
Published: (2025)

E2ETune: End-to-End Knob Tuning via Fine-tuned Generative Language Model
by: Huang, Xinmei, et al.
Published: (2024)

Stream2LLM: Overlap Context Streaming and Prefill for Reduced Time-to-First-Token (TTFT)
by: Bachkaniwala, Rajveer, et al.
Published: (2026)

Trustworthy and Efficient LLMs Meet Databases
by: Kim, Kyoungmin, et al.
Published: (2024)

Efficient Dynamic Attributed Graph Generation
by: Li, Fan, et al.
Published: (2024)

Inferring the Most Similar Variable-length Subsequences between Multidimensional Time Series
by: Rattanakornphan, Thanadej, et al.
Published: (2025)

CONCERTO: Complex Query Execution Mechanism-Aware Learned Cost Estimation
by: Zhang, Kaixin, et al.
Published: (2024)

Optimization Techniques for Unsupervised Complex Table Reasoning via Self-Training Framework
by: Li, Zhenyu, et al.
Published: (2022)

Associative Knowledge Graphs for Efficient Sequence Storage and Retrieval
by: Stokłosa, Przemysław, et al.
Published: (2024)

Efficiently Sampling Interval Patterns from Numerical Databases
by: Bekkoucha, Djawad, et al.
Published: (2025)

An Encode-then-Decompose Approach to Unsupervised Time Series Anomaly Detection on Contaminated Training Data--Extended Version
by: Zhang, Buang, et al.
Published: (2025)

Less is More: Efficient Time Series Dataset Condensation via Two-fold Modal Matching--Extended Version
by: Miao, Hao, et al.
Published: (2024)

Efficient Distance Pruning for Process Suffix Comparison in Prescriptive Process Monitoring
by: Madad, Sarra
Published: (2026)

Snoopy: Effective and Efficient Semantic Join Discovery via Proxy Columns
by: Guo, Yuxiang, et al.
Published: (2025)

Efficient Dynamic Clustering: Capturing Patterns from Historical Cluster Evolution
by: Gu, Binbin, et al.
Published: (2022)

LLM-assisted Labeling Function Generation for Semantic Type Detection
by: Li, Chenjie, et al.
Published: (2024)

ADKGD: Anomaly Detection in Knowledge Graphs with Dual-Channel Training
by: Wu, Jiayang, et al.
Published: (2025)

Multi-turn Natural Language to Graph Query Language Translation
by: Liang, Yuanyuan, et al.
Published: (2025)

CATS: Mitigating Correlation Shift for Multivariate Time Series Classification
by: Lin, Xiao, et al.
Published: (2025)

Unsupervised Distance Metric Learning for Anomaly Detection Over Multivariate Time Series
by: Yuan, Hanyang, et al.
Published: (2024)

Conflict Detection for Temporal Knowledge Graphs:A Fast Constraint Mining Algorithm and New Benchmarks
by: Chen, Jianhao, et al.
Published: (2023)

ARCADE: A Real-Time Data System for Hybrid and Continuous Query Processing across Diverse Data Modalities
by: Yang, Jingyi, et al.
Published: (2025)