Causal Inference-Based Root Cause Analysis for Online Service Systems with Intervention Recognition-Reference-Cited by-同舟云学术

Causal Inference-Based Root Cause Analysis for Online Service Systems with Intervention Recognition

Published:2022-08-14 Issue: Volume: Page:
ISSN:
Container-title:Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining
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Author:

Li Mingjie¹,Li Zeyan¹,Yin Kanglin¹,Nie Xiaohui²,Zhang Wenchi²,Sui Kaixin²,Pei Dan¹

Affiliation:

1. Tsinghua University, Beijing, China

2. BizSeer, Beijing, China

Funder

National Key R&D Program of China

State Key Program of National Natural Science of China

Publisher

ACM

Link

https://dl.acm.org/doi/pdf/10.1145/3534678.3539041

Reference32 articles.

1. Elias Bareinboim , Juan D. Correa , Duligur Ibeling , and Thomas Icard . 2022. On Pearl's Hierarchy and the Foundations of Causal Inference 1 ed.) . Association for Computing Machinery , 507--556. Elias Bareinboim, Juan D. Correa, Duligur Ibeling, and Thomas Icard. 2022. On Pearl's Hierarchy and the Foundations of Causal Inference 1 ed.). Association for Computing Machinery, 507--556.

2. Betsy Beyer , Chris Jones , Jennifer Petoff , and Niall Richard Murphy . 2016. Site Reliability Engineering first ed.). O'Reilly Media, Inc. Betsy Beyer, Chris Jones, Jennifer Petoff, and Niall Richard Murphy. 2016. Site Reliability Engineering first ed.). O'Reilly Media, Inc.

3. Anomaly detection

4. P. Chen Y. Qi P. Zheng and D. Hou. 2014. CauseInfer: Automatic and distributed performance diagnosis with hierarchical causality graph in large distributed systems. In INFOCOM. 1887--1895. P. Chen Y. Qi P. Zheng and D. Hou. 2014. CauseInfer: Automatic and distributed performance diagnosis with hierarchical causality graph in large distributed systems. In INFOCOM. 1887--1895.

5. Wei Cheng Kai Zhang Haifeng Chen Guofei Jiang Zhengzhang Chen and Wei Wang. 2016. Ranking Causal Anomalies via Temporal and Dynamical Analysis on Vanishing Correlations. In KDD. 805--814. Wei Cheng Kai Zhang Haifeng Chen Guofei Jiang Zhengzhang Chen and Wei Wang. 2016. Ranking Causal Anomalies via Temporal and Dynamical Analysis on Vanishing Correlations. In KDD. 805--814.

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