Advances and challenges in log analysis

Author:

Oliner Adam1,Ganapathi Archana2,Xu Wei3

Affiliation:

1. UC Berkeley

2. Splunk

3. Google

Abstract

Logs contain a wealth of information to help manage systems.

Publisher

Association for Computing Machinery (ACM)

Subject

General Computer Science

Cited by 160 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Managing Linux servers with LLM-based AI agents: An empirical evaluation with GPT4;Machine Learning with Applications;2024-09

2. The impact of concept drift and data leakage on log level prediction models;Empirical Software Engineering;2024-07-25

3. Easy over Hard: A Simple Baseline for Test Failures Causes Prediction;Companion Proceedings of the 32nd ACM International Conference on the Foundations of Software Engineering;2024-07-10

4. Log-Based Anomaly Detection with Transformers Pre-Trained on Large-Scale Unlabeled Data;ICC 2024 - IEEE International Conference on Communications;2024-06-09

5. Log statements generation via deep learning: Widening the support provided to developers;Journal of Systems and Software;2024-04

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