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Learning to Log: Helping Developers Make Informed Logging Decisions
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What this work says
Outgoing claims: the papers this work cites, builds on, or argues with.
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A Survey of Text Classification Algorithms
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Data Mining: Practical Machine Learning Tools and Techniques
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Lightweight control-flow instrumentation and postmortem analysis in support of debugging
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Ensembles of Models for Automated Diagnosis of System Performance Problems
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Evidence of log integrity in policy-based security monitoring
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/icpc.2013.6613841openalex-snapshot
Structural information based term weighting in text retrieval for feature location
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The Balanced Accuracy and Its Posterior Distribution
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Mining exception-handling rules as sequence association rules
inferredcites →https://doi.org/10.1109/icse.2012.6227202openalex-snapshot
Characterizing logging practices in open-source software
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/icsme.2014.24openalex-snapshot
Understanding Log Lines Using Development Knowledge
inferredcites →https://doi.org/10.1109/tnnls.2013.2292894openalex-snapshot
Classification in the Presence of Label Noise: A Survey
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Detecting large-scale system problems by mining console logs
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The WEKA data mining software
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Striking a new balance between program instrumentation and debugging time
inferredcites →https://doi.org/10.1145/1985793.1985859openalex-snapshot
Dealing with noise in defect prediction
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Cross-library API recommendation using web search engines
inferredcites →https://doi.org/10.1145/2076450.2076466openalex-snapshot
Advances and challenges in log analysis
inferredcites →https://doi.org/10.1145/2110356.2110360openalex-snapshot
Improving Software Diagnosability via Log Enhancement
inferredcites →https://doi.org/10.1145/2568225.2568308openalex-snapshot
Trading robustness for maintainability: an empirical study of evolving c# programs
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Where do developers log? an empirical study on logging practices in industry
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The unified logging infrastructure for data analytics at Twitter
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An introduction to variable and feature selection
What points at this work
Incoming claims: where this work appears in other papers’ reference lists and arguments.
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The impact of concept drift and data leakage on log level prediction models
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Logging requirement for continuous auditing of responsible machine learning-based applications
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A Confidence-Guided Evaluation for Log Parsers Inner Quality
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AAR-Log: A robust log anomaly detection method resisting adversarial attacks
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Training-free retrieval-based log anomaly detection with pre-trained language model considering token-level information
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On the inadequacy of open-source application logs for digital forensics
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Studying logging practice in machine learning-based applications
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SemiSMAC: A semi-supervised framework for log anomaly detection with automated hyperparameter tuning
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Three-level learning for improving cross-project logging prediction for if-blocks
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CommtPst: Deep learning source code for commenting positions prediction
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Automated evolution of feature logging statement levels using Git histories and degree of interest
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FLP : a feature‐based method for log parsing
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User-Assisted Log Analysis for Quality Control of Distributed Fintech Applications
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NotOnlyLog: Mining Patch-Log Associations from Software Evolution History to Enhance Failure Diagnosis Capability
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Logzip: Extracting Hidden Structures via Iterative Clustering for Log Compression
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Leveraging Code Clones and Natural Language Processing for Log Statement Prediction
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Are They All Good? Studying Practitioners' Expectations on the Readability of Log Messages
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Defects4Log: Benchmarking LLMs for Logging Code Defect Detection and Reasoning
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Automated Proactive Logging Quality Improvement for Large-Scale Codebases
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How Is Logging Practice Implemented in Open Source Software Projects? A Preliminary Exploration
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RAM Freezer: A Portable System for Volatile Memory Acquisition in Computer Forensics Investigations
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LogOptPlus: Learning to Optimize Logging in Catch and If Programming Constructs
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Learning-Based Anomaly Cause Tracing with Synthetic Analysis of Logs from Multiple Cloud Service Components
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Fault Diagnosis for Open Source Software Based on Dynamic Tracking
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An Evaluation Study on Log Parsing and Its Use in Log Mining
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PDLogger: Automatic Multi-log Generation for Practical Software Development
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Logger4u: Predicting debugging statements in the source code
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Robust Log-Based Anomaly Detection with Hierarchical Contrastive Learning
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MoniLog: An Automated Log-Based Anomaly Detection System for Cloud Computing Infrastructures
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RCA Prediction using Machine Learning
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Characterizing the natural language descriptions in software logging statements
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Log++ logging for a cloud-native world
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How bad can a bug get? an empirical analysis of software failures in the OpenStack cloud computing platform
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Robust log-based anomaly detection on unstable log data
inferred← citeshttps://doi.org/10.1145/3341105.3373845openalex-snapshot
Logging statements' prediction based on source code clones
inferred← citeshttps://doi.org/10.1145/3377811.3380408openalex-snapshot
Studying the use of Java logging utilities in the wild
inferred← citeshttps://doi.org/10.1145/3377812.3381385openalex-snapshot
Towards providing automated supports to developers on writing logging statements
inferred← citeshttps://doi.org/10.1145/3377812.3382168openalex-snapshot
Studying and suggesting logging locations in code blocks
inferred← citeshttps://doi.org/10.1145/3407023.3407081openalex-snapshot
Automated modelling of security incidents to represent logging requirements in software systems
inferred← citeshttps://doi.org/10.1145/3448976openalex-snapshot
A Survey of Software Log Instrumentation
inferred← citeshttps://doi.org/10.1145/3460319.3464799openalex-snapshot
Challenges and opportunities: an in-depth empirical study on configuration error injection testing
inferred← citeshttps://doi.org/10.1145/3460345openalex-snapshot
A Survey on Automated Log Analysis for Reliability Engineering
inferred← citeshttps://doi.org/10.1145/3474624.3474631openalex-snapshot
Identifying Logging Practices in Open Source Python Containerized Application Projects
inferred← citeshttps://doi.org/10.1145/3483424openalex-snapshot
A Survey of AIOps Methods for Failure Management
inferred← citeshttps://doi.org/10.1145/3510003.3511561openalex-snapshot
Using deep learning to generate complete log statements
inferred← citeshttps://doi.org/10.1145/3510454.3516838openalex-snapshot
A tool for rejuvenating feature logging levels via git histories and degree of interest
inferred← citeshttps://doi.org/10.1145/3533767.3534379openalex-snapshot
TeLL: log level suggestions via modeling multi-level code block information
inferred← citeshttps://doi.org/10.1145/3544548.3581403openalex-snapshot
Log-it: Supporting Programming with Interactive, Contextual, Structured, and Visual Logs
inferred← citeshttps://doi.org/10.1145/3568020openalex-snapshot
Log-related Coding Patterns to Conduct Postmortems of Attacks in Supervised Learning-based Projects
inferred← citeshttps://doi.org/10.1145/3597503.3623326openalex-snapshot
UniLog: Automatic Logging via LLM and In-Context Learning
inferred← citeshttps://doi.org/10.1145/3611643.3616342openalex-snapshot
Understanding Solidity Event Logging Practices in the Wild
inferred← citeshttps://doi.org/10.1145/3629526.3645033openalex-snapshot
An Adaptive Logging System (ALS): Enhancing Software Logging with Reinforcement Learning Techniques
inferred← citeshttps://doi.org/10.1145/3634737.3637647openalex-snapshot
Towards Understanding and Improving Security-Relevant Web Application Logging
inferred← citeshttps://doi.org/10.1145/3644386openalex-snapshot
Try with Simpler - An Evaluation of Improved Principal Component Analysis in Log-based Anomaly Detection
inferred← citeshttps://doi.org/10.1145/3650212.3652107openalex-snapshot
FastLog: An End-to-End Method to Efficiently Generate and Insert Logging Statements
inferred← citeshttps://doi.org/10.1145/3728931openalex-snapshot
Understanding Practitioners’ Expectations on Clear Code Review Comments
inferred← citeshttps://doi.org/10.1145/3731754openalex-snapshot
LogUpdater : Automated Detection and Repair of Specific Defects in Logging Statements
inferred← citeshttps://doi.org/10.1145/3755881.3755889openalex-snapshot
AUCAD: Automated Construction of Alignment Dataset from Log-Related Issues for Enhancing LLM-based Log Generation
inferred← citeshttps://doi.org/10.1145/3773287openalex-snapshot
Larger Is Not Always Better: Exploring Small Open-Source Language Models in Logging Statement Generation
inferred← citeshttps://doi.org/10.1145/3794763.3794796openalex-snapshot
AutoLogger: A Multi-Agent Framework for the End-to-End Automated Logging
inferred← citeshttps://doi.org/10.1145/3812653openalex-snapshot
An Automated Approach to Reveal Missing Logs around Sensitive Operations
inferred← citeshttps://doi.org/10.1145/3832783.3834559openalex-snapshot
Software Engineering Meets the EU AI Act: Artifacts, Patterns, and Future Directions
inferred← citeshttps://doi.org/10.14722/ndss.2020.24270openalex-snapshot
OmegaLog: High-Fidelity Attack Investigation via Transparent Multi-layer Log Analysis
inferred← citeshttps://doi.org/10.1587/transinf.2019edp7255openalex-snapshot
Logging Inter-Thread Data Dependencies in Linux Kernel
inferred← citeshttps://doi.org/10.23940/ijpe.18.08.p27.18871895openalex-snapshot
Understanding the Similarity of Log Revision Behaviors in Open Source Software
inferred← citeshttps://doi.org/10.3390/app14188421openalex-snapshot
Log-Based Fault Localization with Unsupervised Log Segmentation
inferred← citeshttps://doi.org/10.3390/asi4010020openalex-snapshot
Quality Properties of Execution Tracing, an Empirical Study
inferred← citeshttps://doi.org/10.3390/fi14100274openalex-snapshot
Cloud-Native Observability: The Many-Faceted Benefits of Structured and Unified Logging—A Multi-Case Study
inferred← citeshttps://doi.org/10.3390/info14020111openalex-snapshot
A Comprehensive Taxonomy for Prediction Models in Software Engineering
inferred← citeshttps://doi.org/10.3390/math9212822openalex-snapshot
Genetic Algorithm-Based Fuzzy Inference System for Describing Execution Tracing Quality
inferred← citeshttps://doi.org/10.35940/ijeat.e2816.0610521openalex-snapshot
Survey on Online Log Parsers
inferred← citeshttps://doi.org/10.3929/ethz-b-000503615openalex-snapshot
Explaining, Measuring and Predicting Effects in Layered Data Architectures
inferred← citeshttps://doi.org/10.4018/978-1-5225-5314-4.ch003openalex-snapshot
Logging Analysis and Prediction in Open Source Java Project
inferred← citeshttps://doi.org/10.4018/978-1-7998-2460-2.ch039openalex-snapshot
Improving Logging Prediction on Imbalanced Datasets
inferred← citeshttps://doi.org/10.4018/978-1-7998-9158-1.ch038openalex-snapshot
Logging Analysis and Prediction in Open Source Java Project
inferred← citeshttps://doi.org/10.4018/ijossp.2015010104openalex-snapshot
Two Level Empirical Study of Logging Statements in Open Source Java Projects
inferred← citeshttps://doi.org/10.4018/ijossp.2016040103openalex-snapshot
Improving Logging Prediction on Imbalanced Datasets
inferred← citeshttps://doi.org/10.48550/arxiv.1912.05097openalex-snapshot
Using GGNN to recommend log statement level
inferred← citeshttps://doi.org/10.48550/arxiv.2004.07194openalex-snapshot
Effective Removal of Operational Log Messages: an Application to Model Inference
inferred← citeshttps://doi.org/10.48550/arxiv.2107.05908openalex-snapshot
Experience Report: Deep Learning-based System Log Analysis for Anomaly Detection
inferred← citeshttps://doi.org/10.48550/arxiv.2110.12489openalex-snapshot
A Comprehensive Survey of Logging in Software: From Logging Statements Automation to Log Mining and Analysis
inferred← citeshttps://doi.org/10.48550/arxiv.2112.01259openalex-snapshot
Borrowing from Similar Code: A Deep Learning NLP-Based Approach for Log Statement Automation
inferred← citeshttps://doi.org/10.5277/e-inf170101openalex-snapshot
ECLogger: Cross-Project Catch-Block Logging Prediction Using Ensemble of Classifiers
inferred← citeshttps://doi.org/10.5281/zenodo.3698983openalex-snapshot
Automated Evolution of Feature Logging Statement Levels Using Git Histories and Degree of Interest
inferred← citeshttps://doi.org/10.70675/7a11c2c9z5791z4cc7zb0d9z01aa43989215openalex-snapshot
Heterogeneous Event Causal Dependency Definition for the Detection and Explanation of Multi-Step Attacks
inferred← citeshttps://doi.org/10.70675/ed5ee972zb50cz4f6bz8bcazc53a6f3b58f1openalex-snapshot
Automated Log-Based Anomaly Detection within Cloud Computing Infrastructures
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