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System Log Parsing: A Survey

https://doi.org/10.1109/tkde.2022.3222417

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

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FlexParser—The adaptive log file parser for continuous results in a changing world

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Slop: Towards an Efficient and Universal Streaming Log Parser

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Lopper: An Efficient Method for Online Log Pattern Mining Based on Hybrid Clustering Tree

inferredcites →https://doi.org/10.1007/978-3-030-29611-7_10openalex-snapshot

An Efficient Log Parsing Algorithm Based on Heuristic Rules

inferredcites →https://doi.org/10.1007/978-3-030-37352-8_8openalex-snapshot

A Confidence-Guided Anomaly Detection Approach Jointly Using Multiple Machine Learning Algorithms

inferredcites →https://doi.org/10.1007/978-3-030-55130-8_19openalex-snapshot

FastLogSim: A Quick Log Pattern Parser Scheme Based on Text Similarity

inferredcites →https://doi.org/10.1007/978-3-030-67667-4_8openalex-snapshot

Self-supervised Log Parsing

inferredcites →https://doi.org/10.1007/978-3-319-71273-4_25openalex-snapshot

Unsupervised Signature Extraction from Forensic Logs

inferredcites →https://doi.org/10.1007/978-3-540-30179-0_27openalex-snapshot

A Breadth-First Algorithm for Mining Frequent Patterns from Event Logs

inferredcites →https://doi.org/10.1007/978-3-642-04180-8_32openalex-snapshot

One Graph Is Worth a Thousand Logs: Uncovering Hidden Structures in Massive System Event Logs

inferredcites →https://doi.org/10.1007/978-3-642-23400-2_6openalex-snapshot

Event Log Mining Tool for Large Scale HPC Systems

inferredcites →https://doi.org/10.1007/978-3-642-54903-8_38openalex-snapshot

Intelligent Clustering Scheme for Log Data Streams

inferredcites →https://doi.org/10.1007/978-981-13-1056-0_47openalex-snapshot

Event Extraction from Streaming System Logs

inferredcites →https://doi.org/10.1007/s00450-011-0155-3openalex-snapshot

Baler: deterministic, lossless log message clustering tool

inferredcites →https://doi.org/10.1007/s10618-006-0059-1openalex-snapshot

Frequent pattern mining: current status and future directions

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Dlog: diagnosing router events with syslogs for anomaly detection

inferredcites →https://doi.org/10.1007/s11390-016-1678-7openalex-snapshot

UiLog: Improving Log-Based Fault Diagnosis by Log Analysis

inferredcites →https://doi.org/10.1007/s40745-015-0040-1openalex-snapshot

A Comprehensive Survey of Clustering Algorithms

inferredcites →https://doi.org/10.1016/0305-0548(93)90050-sopenalex-snapshot

Introduction to expert systems

inferredcites →https://doi.org/10.1016/0306-4573(88)90021-0openalex-snapshot

Term-weighting approaches in automatic text retrieval

inferredcites →https://doi.org/10.1016/b978-0-12-802881-0.00001-9openalex-snapshot

Introduction to Data Mining

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System log clustering approaches for cyber security applications: A survey

inferredcites →https://doi.org/10.1016/j.infsof.2020.106276openalex-snapshot

A systematic literature review on automated log abstraction techniques

inferredcites →https://doi.org/10.1049/el.2018.6079openalex-snapshot

FLP : a feature‐based method for log parsing

inferredcites →https://doi.org/10.1073/pnas.122653799openalex-snapshot

Community structure in social and biological networks

inferredcites →https://doi.org/10.1108/01435121111132365openalex-snapshot

Introduction to Modern Information Retrieval

inferredcites →https://doi.org/10.1109/34.682181openalex-snapshot

Learning string-edit distance

inferredcites →https://doi.org/10.1109/access.2020.2972691openalex-snapshot

Efficient and Robust Syslog Parsing for Network Devices in Datacenter Networks

inferredcites →https://doi.org/10.1109/access.2021.3128283openalex-snapshot

IT Infrastructure Anomaly Detection and Failure Handling: A Systematic Literature Review Focusing on Datasets, Log Preprocessing, Machine & Deep Learning Approaches and Automated Tool

inferredcites →https://doi.org/10.1109/ase.2019.00085openalex-snapshot

Logzip: Extracting Hidden Structures via Iterative Clustering for Log Compression

inferredcites →https://doi.org/10.1109/bigdata47090.2019.9006218openalex-snapshot

Delog: A High-Performance Privacy Preserving Log Filtering Framework

inferredcites →https://doi.org/10.1109/bigdata47090.2019.9006593openalex-snapshot

Incremental Analysis of Large-Scale System Logs for Anomaly Detection

inferredcites →https://doi.org/10.1109/ccet48361.2019.8989069openalex-snapshot

A Parallel Approach of Weighted Edit Distance Calculation for Log Parsing

inferredcites →https://doi.org/10.1109/clustr.2004.1392628openalex-snapshot

Towards informatic analysis of syslogs

inferredcites →https://doi.org/10.1109/cnsm.2015.7367331openalex-snapshot

LogCluster - A data clustering and pattern mining algorithm for event logs

inferredcites →https://doi.org/10.1109/compsac.2017.137openalex-snapshot

GenLog: Accurate Log Template Discovery for Stripped X86 Binaries

inferredcites →https://doi.org/10.1109/dsn.2007.103openalex-snapshot

What Supercomputers Say: A Study of Five System Logs

inferredcites →https://doi.org/10.1109/dsn.2016.66openalex-snapshot

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

inferredcites →https://doi.org/10.1109/hipc.2010.5713159openalex-snapshot

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inferredcites →https://doi.org/10.1109/ic2e.2016.12openalex-snapshot

LOGAN: Problem Diagnosis in the Cloud Using Log-Based Reference Models

inferredcites →https://doi.org/10.1109/icbk50248.2020.00081openalex-snapshot

Web Log Analysis in Genealogy System

inferredcites →https://doi.org/10.1109/icccn49398.2020.9209681openalex-snapshot

LogParse: Making Log Parsing Adaptive through Word Classification

inferredcites →https://doi.org/10.1109/icdcs.2018.00105openalex-snapshot

LogLens: A Real-Time Log Analysis System

inferredcites →https://doi.org/10.1109/icde.2019.00211openalex-snapshot

Logan: A Distributed Online Log Parser

inferredcites →https://doi.org/10.1109/icde51399.2021.00274openalex-snapshot

Prefix-Graph: A Versatile Log Parsing Approach Merging Prefix Tree with Probabilistic Graph

inferredcites →https://doi.org/10.1109/icdm.2008.132openalex-snapshot

Alert Detection in System Logs

inferredcites →https://doi.org/10.1109/icdm.2009.60openalex-snapshot

Execution Anomaly Detection in Distributed Systems through Unstructured Log Analysis

inferredcites →https://doi.org/10.1109/icdm.2010.76openalex-snapshot

LogTree: A Framework for Generating System Events from Raw Textual Logs

inferredcites →https://doi.org/10.1109/icdm.2016.0103openalex-snapshot

Spell: Streaming Parsing of System Event Logs

inferredcites →https://doi.org/10.1109/icdm50108.2020.00175openalex-snapshot

LPV: A Log Parser Based on Vectorization for Offline and Online Log Parsing

inferredcites →https://doi.org/10.1109/icdm51629.2021.00077openalex-snapshot

USTEP: Unfixed Search Tree for Efficient Log Parsing

inferredcites →https://doi.org/10.1109/icict50521.2020.00045openalex-snapshot

Log Parser with One-to-One Markup

inferredcites →https://doi.org/10.1109/icse-nier52604.2021.00017openalex-snapshot

On Automatic Parsing of Log Records

inferredcites →https://doi.org/10.1109/icse-seip.2019.00021openalex-snapshot

Tools and Benchmarks for Automated Log Parsing

inferredcites →https://doi.org/10.1109/icse.2013.6606586openalex-snapshot

Assisting developers of Big Data Analytics Applications when deploying on Hadoop clouds

inferredcites →https://doi.org/10.1109/icws.2017.13openalex-snapshot

Drain: An Online Log Parsing Approach with Fixed Depth Tree

inferredcites →https://doi.org/10.1109/icws49710.2020.00018openalex-snapshot

METING: A Robust Log Parser Based on Frequent n-Gram Mining

inferredcites →https://doi.org/10.1109/infocom.2014.6847986openalex-snapshot

Spatio-temporal factorization of log data for understanding network events

inferredcites →https://doi.org/10.1109/ipdpsw.2016.110openalex-snapshot

Extracting Log Patterns from System Logs in LARGE

inferredcites →https://doi.org/10.1109/ipdpsw.2018.00087openalex-snapshot

Improvement of the Log Pattern Extracting Algorithm Using Text Similarity

inferredcites →https://doi.org/10.1109/ipom.2003.1251233openalex-snapshot

A data clustering algorithm for mining patterns from event logs

inferredcites →https://doi.org/10.1109/isdfs.2017.7916497openalex-snapshot

Towards a neural language model for signature extraction from forensic logs

inferredcites →https://doi.org/10.1109/issre5003.2020.00013openalex-snapshot

LogTransfer: Cross-System Log Anomaly Detection for Software Systems with Transfer Learning

inferredcites →https://doi.org/10.1109/issre5003.2020.00018openalex-snapshot

SwissLog: Robust and Unified Deep Learning Based Log Anomaly Detection for Diverse Faults

inferredcites →https://doi.org/10.1109/iwqos.2017.7969130openalex-snapshot

Syslog processing for switch failure diagnosis and prediction in datacenter networks

inferredcites →https://doi.org/10.1109/mascots.2018.00031openalex-snapshot

Improving Performances of Log Mining for Anomaly Prediction Through NLP-Based Log Parsing

inferredcites →https://doi.org/10.1109/milcom.2014.53openalex-snapshot

Using Security Logs for Collecting and Reporting Technical Security Metrics

inferredcites →https://doi.org/10.1109/milcom.2015.7357664openalex-snapshot

An automatic approach to extract the formats of network and security log messages

inferredcites →https://doi.org/10.1109/msec.2021.3113275openalex-snapshot

Online Log Data Analysis With Efficient Machine Learning: A Review

inferredcites →https://doi.org/10.1109/msr.2010.5463281openalex-snapshot

Abstracting log lines to log event types for mining software system logs

inferredcites →https://doi.org/10.1109/msr.2019.00081openalex-snapshot

Tracing Back Log Data to its Log Statement: From Research to Practice

inferredcites →https://doi.org/10.1109/noms47738.2020.9110435openalex-snapshot

Paddy: An Event Log Parsing Approach using Dynamic Dictionary

inferredcites →https://doi.org/10.1109/qsic.2008.50openalex-snapshot

Abstracting Execution Logs to Execution Events for Enterprise Applications (Short Paper)

inferredcites →https://doi.org/10.1109/scc.2013.73openalex-snapshot

Incremental Mining of System Log Format

inferredcites →https://doi.org/10.1109/srds.2007.35openalex-snapshot

Using Hidden Semi-Markov Models for Effective Online Failure Prediction

inferredcites →https://doi.org/10.1109/tdsc.2017.2762673openalex-snapshot

Towards Automated Log Parsing for Large-Scale Log Data Analysis

inferredcites →https://doi.org/10.1109/tit.1982.1056489openalex-snapshot

Least squares quantization in PCM

inferredcites →https://doi.org/10.1109/tkde.2011.138openalex-snapshot

A Lightweight Algorithm for Message Type Extraction in System Application Logs

inferredcites →https://doi.org/10.1109/tkde.2018.2875442openalex-snapshot

Spell: Online Streaming Parsing of Large Unstructured System Logs

inferredcites →https://doi.org/10.1109/tnsm.2017.2778096openalex-snapshot

Mining Causality of Network Events in Log Data

inferredcites →https://doi.org/10.1109/tpds.2013.21openalex-snapshot

Toward Fine-Grained, Unsupervised, Scalable Performance Diagnosis for Production Cloud Computing Systems

inferredcites →https://doi.org/10.1109/tse.2002.1019480openalex-snapshot

CCFinder: a multilinguistic token-based code clone detection system for large scale source code

inferredcites →https://doi.org/10.1109/tse.2020.3007554openalex-snapshot

Logram: Efficient Log Parsing Using n-Gram Dictionaries

inferredcites →https://doi.org/10.1145/1081870.1081972openalex-snapshot

An integrated framework on mining logs files for computing system management

inferredcites →https://doi.org/10.1145/1281192.1281305openalex-snapshot

Event summarization for system management

inferredcites →https://doi.org/10.1145/1327452.1327492openalex-snapshot

MapReduce

inferredcites →https://doi.org/10.1145/1557019.1557154openalex-snapshot

Clustering event logs using iterative partitioning

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inferredcites →https://doi.org/10.1145/1736020.1736038openalex-snapshot

SherLog

inferredcites →https://doi.org/10.1145/1740390.1740410openalex-snapshot

Incremental learning of system log formats

inferredcites →https://doi.org/10.1145/1807167.1807273openalex-snapshot

A comparison of join algorithms for log processing in MaPreduce

inferredcites →https://doi.org/10.1145/1879141.1879202openalex-snapshot

What happened in my network

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Leveraging existing instrumentation to automatically infer invariant-constrained models

inferredcites →https://doi.org/10.1145/2063576.2063690openalex-snapshot

LogSig

inferredcites →https://doi.org/10.1145/2501221.2501228openalex-snapshot

CAPRI

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Where do developers log? an empirical study on logging practices in industry

inferredcites →https://doi.org/10.1145/2619287.2619290openalex-snapshot

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inferredcites →https://doi.org/10.1145/2983323.2983358openalex-snapshot

LogMine

inferredcites →https://doi.org/10.1145/304181.304187openalex-snapshot

OPTICS

inferredcites →https://doi.org/10.1145/3097983.3098022openalex-snapshot

FLAP

inferredcites →https://doi.org/10.1145/3133956.3134015openalex-snapshot

DeepLog

inferredcites →https://doi.org/10.1145/3183713.3183746openalex-snapshot

Navigating the Data Lake with DATAMARAN

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The Complexity of Some Problems on Subsequences and Supersequences

inferredcites →https://doi.org/10.1145/3320269.3384722openalex-snapshot

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

inferredcites →https://doi.org/10.1145/3373017.3373018openalex-snapshot

Automatic Event Log Abstraction to Support Forensic Investigation

inferredcites →https://doi.org/10.1145/3400286.3418261openalex-snapshot

On Vulnerability and Security Log analysis

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OLMPT

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Log Abstraction for Information Security: Heuristics and Reproducibility

inferredcites →https://doi.org/10.1147/sj.413.0475openalex-snapshot

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Web Services Navigator: Visualizing the execution of Web Services

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Long Short-Term Memory

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An online log template extraction method based on hierarchical clustering

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Proactive Failure Detection Learning Generation Patterns of Large-Scale Network Logs

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The BSD Syslog Protocol

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amulog: A General Log Analysis Framework for Diverse Template Generation Methods

inferredcites →https://doi.org/10.24963/ijcai.2019/658openalex-snapshot

LogAnomaly: Unsupervised Detection of Sequential and Quantitative Anomalies in Unstructured Logs

inferredcites →https://doi.org/10.3390/app11115302openalex-snapshot

LTmatch: A Method to Abstract Pattern from Unstructured Log

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A Survey on Event Mining for ICT Network Infrastructure Management

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inferredcites →https://doi.org/10.48550/arxiv.2012.08938openalex-snapshot

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WulffHunter/log_generator v1.0.0

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Latent Dirichlet Allocation

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

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Leveraging RAG-Enhanced Large Language Model for Semi-Supervised Log Anomaly Detection

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Demystifying and Extracting Fault-indicating Information from Logs for Failure Diagnosis

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CSLParser: A Collaborative Framework Using Small and Large Language Models for Log Parsing

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Revolutionizing Log Parsing for Modern Software Systems

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Finding Needle in a Haystack: An Algorithm for Real-Time Log Anomaly Detection with Real-Time Learning

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FBOD: An Outlier Detection Algorithm based on Data Features Suitable for Processing Large-scale Datasets on Distributed Platforms

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A Comprehensive Analysis of Adversarial Attacks Against Android’s Malware Detection Models

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OMLog: Online Log Anomaly Detection for Evolving System With Meta-Learning

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A Data-Driven Approach for Adaptive Real-Time Log Parsing in Cloud Environments

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Anomaly Detection in the Key-Management Interoperability Protocol Using Metadata

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Cross-System Software Log-based Anomaly Detection Using Meta-Learning

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Feature-Based Optimization for Log Anomaly Detection Methods

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CECO-LAD: Cloud-Edge Collaboration for Unsupervised Log Anomaly Detection

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LogDLR: Unsupervised Cross-System Log Anomaly Detection Through Domain-Invariant Latent Representation

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Smoothing Outlier Scores Is All You Need to Improve Outlier Detectors

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ALogSCAN: A Self-Supervised Dual Network for Adaptive and Timely Log Anomaly Detection in Clouds

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E-Log: Fine-Grained Elastic Log-Based Anomaly Detection and Diagnosis for Databases

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Automatic Root Cause Analysis via Large Language Models for Cloud Incidents

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A Large-Scale Evaluation for Log Parsing Techniques: How Far Are We?

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Productionizing PILAR as a Logstash Plugin

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AI for DevSecOps: A Landscape and Future Opportunities

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Poster: GLog: Self-Evolving Log Anomaly Type Prediction via Instruction-Tuned LLM and Clustering

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Adaptive and Efficient Log Parsing as a Cloud Service

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LogLSHD: Fast Log Parsing with Locality-Sensitive Hashing and Dynamic Time Warping

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What Happened in This Pipeline? Diffing Build Logs with CiDiff

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Parse-LLM: A Prior-Free LLM Parser for Unknown System Logs

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LMID: A Comprehensive Multimodal Dataset for Failure Prediction in Cloud Computing Systems

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LLM Meets ML: Data-efficient Anomaly Detection on Unstable Logs

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LPB-Gen: Systematic Large Log-Parsing Benchmarks Generation

inferred← citeshttps://doi.org/10.1145/3789240.3829126openalex-snapshot

AIDA: Accelerating Root Cause Analysis for Multi-Vendor Device Failures with LLM-Powered Reasoning

inferred← citeshttps://doi.org/10.1145/3796239openalex-snapshot

Unsupervised, Accurate, and Efficient Log Parsing Using Smaller Open Source Large Language Models

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From Logs to Causal Inference: Diagnosing Large Systems

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LLMLog: Advanced Log Template Generation via LLM-Driven Multi-Round Annotation

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Software for Automated Recognition and Digitization of Archive Data of Aurora Optical Observations

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Automatic Parsing and Utilization of System Log Features in Log Analysis: A Survey

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Toward Dynamic Data-Driven Time-Slicing LSH for Joinable Table Discovery

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A Multiverse Graph to Help Scientific Reasoning from Web Usage: Interpretable Patterns of Assessor Shifts in GRAPHYP

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Automated Log-Based Anomaly Detection within Cloud Computing Infrastructures

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