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An Evaluation Study on Log Parsing and Its Use in Log Mining

https://doi.org/10.1109/dsn.2016.66

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Studying and Complementing the Use of Identifiers in Logs

inferred← citeshttps://doi.org/10.1109/satc69565.2026.11542427openalex-snapshot

Cloud Reliability Analysis via Log-based Anomaly Detection: An End-to-End Evaluation on HDFS Logs

inferred← citeshttps://doi.org/10.1109/sera57763.2023.10197797openalex-snapshot

Detection of anomalies in the HDFS dataset

inferred← citeshttps://doi.org/10.1109/srds.2017.41openalex-snapshot

An End-To-End Log Management Framework for Distributed Systems

inferred← citeshttps://doi.org/10.1109/srds51746.2020.00027openalex-snapshot

Anomaly Detection via Mining Numerical Workflow Relations from Logs

inferred← citeshttps://doi.org/10.1109/sse62657.2024.00055openalex-snapshot

A Review of Software Testing Process Log Parsing and Mining

inferred← citeshttps://doi.org/10.1109/syscon66367.2026.11503610openalex-snapshot

Predictive Quality Engineering in Distributed Data Platforms Using Machine Learning

inferred← citeshttps://doi.org/10.1109/tccn.2020.2966615openalex-snapshot

An Intelligent Anomaly Detection Scheme for Micro-Services Architectures With Temporal and Spatial Data Analysis

inferred← citeshttps://doi.org/10.1109/tdsc.2017.2762673openalex-snapshot

Towards Automated Log Parsing for Large-Scale Log Data Analysis

inferred← citeshttps://doi.org/10.1109/tdsc.2022.3197265openalex-snapshot

Behavior-Based Anomaly Detection in Log Data of Physical Access Control Systems

inferred← citeshttps://doi.org/10.1109/tii.2019.2944477openalex-snapshot

Security Log Analysis in Critical Industrial Systems Exploiting Game Theoretic Feature Selection and Evidence Combination

inferred← citeshttps://doi.org/10.1109/tkde.2018.2875442openalex-snapshot

Spell: Online Streaming Parsing of Large Unstructured System Logs

inferred← citeshttps://doi.org/10.1109/tkde.2022.3222417openalex-snapshot

System Log Parsing: A Survey

inferred← citeshttps://doi.org/10.1109/tnse.2025.3579809openalex-snapshot

System Log Anomaly Detection With Noise-Contrastive Learning and Pattern Feature

inferred← citeshttps://doi.org/10.1109/tnsm.2020.3034647openalex-snapshot

HitAnomaly: Hierarchical Transformers for Anomaly Detection in System Log

inferred← citeshttps://doi.org/10.1109/tnsm.2021.3055425openalex-snapshot

LogClass: Anomalous Log Identification and Classification With Partial Labels

inferred← citeshttps://doi.org/10.1109/tnsm.2022.3152620openalex-snapshot

Federated Anomaly Detection on System Logs for the Internet of Things: A Customizable and Communication-Efficient Approach

inferred← citeshttps://doi.org/10.1109/tnsm.2023.3248124openalex-snapshot

LPV: A Log Parsing Framework Based on Vectorization

inferred← citeshttps://doi.org/10.1109/tnsm.2024.3363626openalex-snapshot

Few-Shot Log Anomaly Detection Based on Matching Networks

inferred← citeshttps://doi.org/10.1109/tr.2023.3340020openalex-snapshot

Revisiting Log Parsing: The Present, the Future, and the Uncertainties

inferred← citeshttps://doi.org/10.1109/trustcom53373.2021.00148openalex-snapshot

QuickLogS: A Quick Log Parsing Algorithm based on Template Similarity

inferred← citeshttps://doi.org/10.1109/tsc.2023.3270566openalex-snapshot

Brain: Log Parsing With Bidirectional Parallel Tree

inferred← citeshttps://doi.org/10.1109/tsc.2025.3605635openalex-snapshot

LogLabeler: Towards Effective Acquisition of Log Labels in Industrial Log-Based Analysis

inferred← citeshttps://doi.org/10.1109/tse.2020.3007554openalex-snapshot

Logram: Efficient Log Parsing Using n-Gram Dictionaries

inferred← citeshttps://doi.org/10.1109/wiecon-ece48653.2019.9019995openalex-snapshot

RCA Prediction using Machine Learning

inferred← citeshttps://doi.org/10.1145/3133956.3134015openalex-snapshot

DeepLog

inferred← citeshttps://doi.org/10.1145/3196321.3196340openalex-snapshot

A search-based approach for accurate identification of log message formats

inferred← citeshttps://doi.org/10.1145/3208040.3208051openalex-snapshot

Desh

inferred← citeshttps://doi.org/10.1145/3236024.3236083openalex-snapshot

Identifying impactful service system problems via log analysis

inferred← citeshttps://doi.org/10.1145/3238147.3238193openalex-snapshot

Characterizing the natural language descriptions in software logging statements

inferred← citeshttps://doi.org/10.1145/3320269.3384722openalex-snapshot

Creating Character-based Templates for Log Data to Enable Security Event Classification

inferred← citeshttps://doi.org/10.1145/3338906.3338931openalex-snapshot

Robust log-based anomaly detection on unstable log data

inferred← citeshttps://doi.org/10.1145/3373017.3373018openalex-snapshot

Automatic Event Log Abstraction to Support Forensic Investigation

inferred← citeshttps://doi.org/10.1145/3459637.3482209openalex-snapshot

Unsupervised Cross-system Log Anomaly Detection via Domain Adaptation

inferred← citeshttps://doi.org/10.1145/3464298.3493400openalex-snapshot

Lognroll

inferred← citeshttps://doi.org/10.1145/3476883.3520226openalex-snapshot

DIP

inferred← citeshttps://doi.org/10.1145/3485447.3511993openalex-snapshot

UniParser: A Unified Log Parser for Heterogeneous Log Data

inferred← citeshttps://doi.org/10.1145/3502223.3502250openalex-snapshot

LEKG: A System for Constructing Knowledge Graphs from Log Extraction

inferred← citeshttps://doi.org/10.1145/3540250.3558947openalex-snapshot

Investigating and improving log parsing in practice

inferred← citeshttps://doi.org/10.1145/3611643.3616355openalex-snapshot

Log Parsing with Generalization Ability under New Log Types

inferred← citeshttps://doi.org/10.1145/3643733openalex-snapshot

LILAC: Log Parsing using LLMs with Adaptive Parsing Cache

inferred← citeshttps://doi.org/10.1145/3794763.3794808openalex-snapshot

SCOPE:Tree-based Self-Correcting Online Log Parsing via Syntactic-Semantic Collaboration

inferred← citeshttps://doi.org/10.1145/3801228.3801287openalex-snapshot

ParSimMerge: A Scalable Log Parser based on Parallelized Similarity-based Merge Optimization

inferred← citeshttps://doi.org/10.1145/3831694openalex-snapshot

Clustering and Mapping Values of Categorical Time Series

inferred← citeshttps://doi.org/10.1145/3832783.3837473openalex-snapshot

When Does AI Actually Help in Incident Response? Identifying Good First Messages in Cloud Service Incidents

inferred← citeshttps://doi.org/10.1155/2022/5822124openalex-snapshot

LogCAD: An Efficient and Robust Model for Log-Based Conformal Anomaly Detection

inferred← citeshttps://doi.org/10.1186/s13638-019-1430-4openalex-snapshot

An online log template extraction method based on hierarchical clustering

inferred← citeshttps://doi.org/10.1186/s13677-024-00707-8openalex-snapshot

Domain knowledge free cloud-IDS with lightweight embedding method

inferred← citeshttps://doi.org/10.12677/csa.2023.135098openalex-snapshot

GRU-TextCNN-Based Anomaly Detection Method for Log Sequences

inferred← citeshttps://doi.org/10.12700/aph.18.9.2021.9.3openalex-snapshot

Ontological Approach to Automated Analysis of Enterprise Data Storage Systems Log Files

inferred← citeshttps://doi.org/10.1371/journal.pone.0315897openalex-snapshot

Anomaly detection in virtual machine logs against irrelevant attribute interference

inferred← citeshttps://doi.org/10.17721/ists.2020.1.50-59openalex-snapshot

COMPARATIVE ANALYSIS OF SYSTEM LOGS AND STREAMING DATA ANOMALY DETECTION ALGORITHMS

inferred← citeshttps://doi.org/10.21203/rs.3.rs-3588406/v1openalex-snapshot

SSADLog: Whole Lifecycle Tuning Anomaly Detection with Small Sample Logs

inferred← citeshttps://doi.org/10.21203/rs.3.rs-3588406/v2openalex-snapshot

SSADLog: Whole Lifecycle Tuning Anomaly Detection with Small Sample Logs

inferred← citeshttps://doi.org/10.21203/rs.3.rs-4334605/v1openalex-snapshot

Integrating Agglomerative Clustering with Temporal Deep Learning Models for System Failure Detection

inferred← citeshttps://doi.org/10.21681/2311-3456-2018-2-33-43openalex-snapshot

Anomaly Detection in Computer System by Intellectual Analysis of System Journals

inferred← citeshttps://doi.org/10.21681/2311-3456-2019-2-36-41openalex-snapshot

Detection Anomalies Bid Data in Unstructured Syslogs

inferred← citeshttps://doi.org/10.23919/ccc52363.2021.9549906openalex-snapshot

Temporal Relations Extraction and Analysis of Log Events for Micro-service Framework

inferred← citeshttps://doi.org/10.23919/cnsm50824.2020.9269096openalex-snapshot

Unsupervised Noise Detection in Unstructured data for Automatic Parsing

inferred← citeshttps://doi.org/10.23919/cnsm55787.2022.9964935openalex-snapshot

Black-box Attacks to Log-based Anomaly Detection

inferred← citeshttps://doi.org/10.23919/fruct.2019.8711915openalex-snapshot

Anomaly States Monitoring of Large-Scale Systems with Intellectual Analysis of System Logs

inferred← citeshttps://doi.org/10.26599/tst.2024.9010192openalex-snapshot

Efficient Log Parsing Method Based on Log Locality Features

inferred← citeshttps://doi.org/10.3103/s0146411620060073openalex-snapshot

Multiclass Classification of Anomalous States of Computer Systems by Means of Intellectual Analysis of System Journals

inferred← citeshttps://doi.org/10.3233/ida-230133openalex-snapshot

Towards robust log parsing using self-supervised learning for system security analysis

inferred← citeshttps://doi.org/10.32604/csse.2021.014030openalex-snapshot

A Generative Adversarial Networks for Log Anomaly Detection

inferred← citeshttps://doi.org/10.3390/app11135944openalex-snapshot

An Efficient Analytical Approach to Visualize Text-Based Event Logs for Semiconductor Equipment

inferred← citeshttps://doi.org/10.3390/app12042044openalex-snapshot

A Novel Dictionary-Based Method to Compress Log Files with Different Message Frequency Distributions

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