Multivariate time series anomaly detection: A framework of Hidden Markov Models

Research article (Applied Soft Computing, 2017) · cited 145× · AI/ML

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Multivariate time series anomaly detection: A framework of Hidden Markov Models

Summary

Multivariate time series anomaly detection: A framework of Hidden Markov Models is a scholarly article^[1].

Key Facts

Multivariate time series anomaly detection: A framework of Hidden Markov Models's instance of is recorded as scholarly article^[2].

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Instance of scholarly article

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Authored by 3

Iqbal Jamal, Jingbo Li, Witold Pedrycz

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Iqbal Jamal, Jingbo Li, Witold Pedrycz

References

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Direct Wikidata claims

[2] ↑ Multivariate time series anomaly detection: A framework of Hidden Markov Models — instance of (P31): scholarly article. wikidata.org.

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[1] ↑ Multivariate time series anomaly detection: A framework of Hidden Markov Models is an instance of scholarly article (scholarly article) [P31, primary]. Wikidata. wikidata.org.

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APA

4ort.xyz Knowledge Graph. (2026). Multivariate time series anomaly detection: A framework of Hidden Markov Models. Retrieved May 24, 2026, from https://4ort.xyz/entity/multivariate-time-series-anomaly-detection-a-framework-of-hidden-markov-models

MLA

“Multivariate time series anomaly detection: A framework of Hidden Markov Models.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/multivariate-time-series-anomaly-detection-a-framework-of-hidden-markov-models.

BibTeX

@misc{4ortxyz_multivariate-time-series-anomaly-detection-a-framework-of-hidden-markov-models_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{Multivariate time series anomaly detection: A framework of Hidden Markov Models}}, year = {2026}, url = {https://4ort.xyz/entity/multivariate-time-series-anomaly-detection-a-framework-of-hidden-markov-models}, note = {Accessed: 2026-05-24}}

LLM prompt

According to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): Multivariate time series anomaly detection: A framework of Hidden Markov Models — https://4ort.xyz/entity/multivariate-time-series-anomaly-detection-a-framework-of-hidden-markov-models (retrieved 2026-05-24)

Canonical URL: https://4ort.xyz/entity/multivariate-time-series-anomaly-detection-a-framework-of-hidden-markov-models · Last refreshed: May 24, 2026