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Software traceability with topic modeling

https://doi.org/10.1145/1806799.1806817
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What this work says

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

inferredcites →https://doi.org/10.1007/11890850_14openalex-snapshot
Provenance Collection Support in the Kepler Scientific Workflow System
inferredcites →https://doi.org/10.1007/s10664-008-9090-8openalex-snapshot
Assessing IR-based traceability recovery tools through controlled experiments
inferredcites →https://doi.org/10.1016/c2009-0-14501-4openalex-snapshot
Uncertainty in Artificial Intelligence
inferredcites →https://doi.org/10.1016/s0164-1212(03)00063-3openalex-snapshot
Bridging models across the software lifecycle
inferredcites →https://doi.org/10.1023/a:1007617005950openalex-snapshot
Unsupervised Learning by Probabilistic Latent Semantic Analysis
inferredcites →https://doi.org/10.1109/52.506462openalex-snapshot
An object-oriented tool for tracing requirements
inferredcites →https://doi.org/10.1109/ase.2006.25openalex-snapshot
Automating Software Traceability in Very Small Companies: A Case Study and Lessons Learne
inferredcites →https://doi.org/10.1109/ase.2008.16openalex-snapshot
Incremental Latent Semantic Indexing for Automatic Traceability Link Evolution Management
inferredcites →https://doi.org/10.1109/icpc.2006.17openalex-snapshot
Combining Probabilistic Ranking and Latent Semantic Indexing for Feature Identification
inferredcites →https://doi.org/10.1109/icpc.2009.5090038openalex-snapshot
On the role of the nouns in IR-based traceability recovery
inferredcites →https://doi.org/10.1109/icre.1996.491432openalex-snapshot
PRO-ART: enabling requirements pre-traceability
inferredcites →https://doi.org/10.1109/icsecompanion.2007.21openalex-snapshot
ArchStudio 4: An Architecture-Based Meta-Modeling Environment
inferredcites →https://doi.org/10.1109/isese.2002.1166921openalex-snapshot
Conducting realistic experiments in software engineering
inferredcites →https://doi.org/10.1109/mc.2007.195openalex-snapshot
Best Practices for Automated Traceability
inferredcites →https://doi.org/10.1109/msr.2009.5069496openalex-snapshot
Using Latent Dirichlet Allocation for automatic categorization of software
inferredcites →https://doi.org/10.1109/rev.2007.7openalex-snapshot
Visual Support In Automated Tracing
inferredcites →https://doi.org/10.1109/tefse.2009.5069574openalex-snapshot
Capturing custom link semantics among heterogeneous artifacts and tools
inferredcites →https://doi.org/10.1109/tse.2006.3openalex-snapshot
Advancing candidate link generation for requirements tracing: the study of methods
inferredcites →https://doi.org/10.1145/1052898.1052912openalex-snapshot
Mylar
inferredcites →https://doi.org/10.1145/1061254.1061258openalex-snapshot
A comprehensive approach for the development of modular software architecture description languages
inferredcites →https://doi.org/10.1145/1107656.1107661openalex-snapshot
Humans in the traceability loop
inferredcites →https://doi.org/10.1145/1143844.1143859openalex-snapshot
Dynamic topic models
inferredcites →https://doi.org/10.1145/1148170.1148204openalex-snapshot
LDA-based document models for ad-hoc retrieval
inferredcites →https://doi.org/10.1145/1150402.1150487openalex-snapshot
Statistical entity-topic models
inferredcites →https://doi.org/10.1145/1281192.1281246openalex-snapshot
Automatic labeling of multinomial topic models
inferredcites →https://doi.org/10.1145/1287624.1287640openalex-snapshot
Recovering and using use-case-diagram-to-source-code traceability links
inferredcites →https://doi.org/10.1145/1287624.1287642openalex-snapshot
An end-to-end industrial software traceability tool
inferredcites →https://doi.org/10.1145/1321631.1321668openalex-snapshot
Clustering support for automated tracing
inferredcites →https://doi.org/10.1145/1321631.1321709openalex-snapshot
Mining concepts from code with probabilistic topic models
inferredcites →https://doi.org/10.1145/1342211.1342234openalex-snapshot
Mining business topics in source code using latent dirichlet allocation
inferredcites →https://doi.org/10.1145/1401890.1401960openalex-snapshot
Fast collapsed gibbs sampling for latent dirichlet allocation
inferredcites →https://doi.org/10.1145/1449764.1449807openalex-snapshot
A theory of aspects as latent topics
inferredcites →https://doi.org/10.1145/290133.290149openalex-snapshot
Adapting traceability environments to project-specific needs
inferredcites →https://doi.org/10.1145/352595.352596openalex-snapshot
Chimera
inferredcites →https://doi.org/10.1145/581339.581403openalex-snapshot
Towards large-scale information integration
inferredcites →https://doi.org/10.1198/016214506000000302openalex-snapshot
Hierarchical Dirichlet Processes
inferredcites →https://doi.org/10.48550/arxiv.1205.2662openalex-snapshot
On Smoothing and Inference for Topic Models
inferredcites →https://doi.org/10.5555/1036843.1036902openalex-snapshot
The author-topic model for authors and documents
inferredcites →https://doi.org/10.5555/944919.944937openalex-snapshot
Latent dirichlet allocation

What points at this work

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

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Dynamic Test Case Selection in Continuous Integration
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Improving IR‐based traceability recovery via noun‐based indexing of software artifacts
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Evaluating test‐to‐code traceability recovery methods through controlled experiments
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Automated feature discovery via sentence selection and source code summarization
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Source code analysis with LDA
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Using tool integration for improving traceability management testing processes: An automotive industrial experience
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CDTC: Automatically establishing the trace links between class diagrams in design phase and source code
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Traceability in Model-Driven Engineering: Efficient and Scalable Traceability Maintenance
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Information Retrieval Methods for Automated Traceability Recovery
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Automated Techniques for Capturing Custom Traceability Links Across Heterogeneous Artifacts
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Evolution-Driven Trace Acquisition in Eclipse-Based Product Line Workspaces
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Selecting Open Source Projects for Traceability Case Studies
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Using Graph Embedding to Improve Requirements Traceability Recovery
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Expanding Tracing Capabilities Using Dynamic Tracing Data
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Capitalizing on Developer-Tester Communication – A Case Study
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Data Homogeneity Dependent Topic Modeling for Information Retrieval
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Natural Language Processing for Requirements Traceability
inferred← citeshttps://doi.org/10.1007/978-3-319-16462-5_23openalex-snapshot
Enhancing Provenance Representation with Knowledge Based on NFR Conceptual Modeling: A Softgoal Catalog Approach
inferred← citeshttps://doi.org/10.1007/978-3-319-24261-3_10openalex-snapshot
Robust Initialization for Learning Latent Dirichlet Allocation
inferred← citeshttps://doi.org/10.1007/978-3-319-46535-7_26openalex-snapshot
An Incremental Approach to Semantic Clustering Designed for Software Visualization
inferred← citeshttps://doi.org/10.1007/978-3-319-49421-0_11openalex-snapshot
Challenges of Establishing Traceability in the Automotive Domain
inferred← citeshttps://doi.org/10.1007/978-3-319-49586-6_47openalex-snapshot
Mining Source Code Topics Through Topic Model and Words Embedding
inferred← citeshttps://doi.org/10.1007/978-3-319-56994-9_11openalex-snapshot
Search-Based Requirements Traceability Recovery
inferred← citeshttps://doi.org/10.1007/978-3-319-77028-4_60openalex-snapshot
Clustering and Combinatorial Methods for Test Suite Prioritization of GUI and Web Applications
inferred← citeshttps://doi.org/10.1007/978-3-319-94935-2_5openalex-snapshot
Knowledge Extraction from Unstructured Data on the Web
inferred← citeshttps://doi.org/10.1007/978-3-642-21375-5_3openalex-snapshot
A Non-functional Requirements Traceability Management Method Based on Architectural Patterns
inferred← citeshttps://doi.org/10.1007/978-3-642-38977-1_16openalex-snapshot
Mining Cohesive Domain Topics from Source Code
inferred← citeshttps://doi.org/10.1007/978-3-642-45135-5_6openalex-snapshot
Mining Bug Data
inferred← citeshttps://doi.org/10.1007/978-981-10-7605-3_188openalex-snapshot
Towards Recovering Fault Traceability Links by Using Information Retrieval Technique
inferred← citeshttps://doi.org/10.1007/s00521-019-04587-xopenalex-snapshot
Topic sensitive image descriptions
inferred← citeshttps://doi.org/10.1007/s00766-013-0197-0openalex-snapshot
Supporting requirements to code traceability through refactoring
inferred← citeshttps://doi.org/10.1007/s00766-013-0199-yopenalex-snapshot
On the role of semantics in automated requirements tracing
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Leveraging topic modeling and part-of-speech tagging to support combinational creativity in requirements engineering
inferred← citeshttps://doi.org/10.1007/s00766-021-00361-5openalex-snapshot
TracIMo: a traceability introduction methodology and its evaluation in an Agile development team
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Understanding MDE projects: megamodels to the rescue for architecture recovery
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Mining textual requirements to assist architectural software design: a state of the art review
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AutoODC: Automated generation of orthogonal defect classifications
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Evaluation of a traceability approach for informal freehand sketches
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Collaborative feature location in models through automatic query expansion
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HGNNLink: recovering requirements-code traceability links with text and dependency-aware heterogeneous graph neural networks
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Analyzing and mining a code search engine usage log
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Static test case prioritization using topic models
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Configuring latent Dirichlet allocation based feature location
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Recovering from a decade: a systematic mapping of information retrieval approaches to software traceability
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Do topics make sense to managers and developers?
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Supporting and accelerating reproducible empirical research in software evolution and maintenance using TraceLab Component Library
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A survey on the use of topic models when mining software repositories
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Achieving traceability in large scale continuous integration and delivery deployment, usage and validation of the eiffel framework
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Semantic topic models for source code analysis
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Information retrieval versus deep learning approaches for generating traceability links in bilingual projects
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Developer discussion topics on the adoption and barriers of low code software development platforms
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An interview study about the use of logs in embedded software engineering
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Exploring Twitter discourse with BERTopic: topic modeling of tweets related to the major German parties during the 2021 German federal election
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Latent Dirichlet allocation (LDA) and topic modeling: models, applications, a survey
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What Security Questions Do Developers Ask? A Large-Scale Study of Stack Overflow Posts
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Tag recommendation for open source software
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Latent Dirichlet Allocation
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Unsupervised Machine Learning for Managing Safety Accidents in Railway Stations
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SENET: A Semantic Web for Supporting Automation of Software Engineering Tasks
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A topic-based approach for narrowing the search space of buggy files from a bug report
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AutoODC: Automated generation of Orthogonal Defect Classifications
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Enhancing architectural recovery using concerns
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Combining Deep Learning with Information Retrieval to Localize Buggy Files for Bug Reports (N)
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Towards the automatic classification of traceability links
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Learning from Examples to Find Fully Qualified Names of API Elements in Code Snippets
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EALink: An Efficient and Accurate Pre-Trained Framework for Issue-Commit Link Recovery
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Predicting Defects with Latent and Semantic Features from Commit Logs in an Industrial Setting
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System for floor's modulation
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Recommending Attack Patterns for Software Requirements Document
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Using fuzzy code search to link code fragments in discussions to source code
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Empirical Evaluation of Bug Linking
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When and How Using Structural Information to Improve IR-Based Traceability Recovery
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Localizing Function Errors in Mobile Apps with User Reviews
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Navigation among Model Sketches on Large Interactive Displays
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Discovering traceability between business process and software component using Latent Dirichlet Allocation
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Traceability management system: Literature review and proposal of a system integrating risk management for hazardous products transportation
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Automatic Matching Release Notes and Source Code by Generating Summary for Software Change
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Adapting Word Embeddings to Traceability Recovery
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A Code-Centric Cluster-Based Approach for Searching Online Support Forums for Programmers
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On the Equivalence of Information Retrieval Methods for Automated Traceability Link Recovery
inferred← citeshttps://doi.org/10.1109/icpc.2012.6240485openalex-snapshot
Modeling the ownership of source code topics
inferred← citeshttps://doi.org/10.1109/icpc.2012.6240488openalex-snapshot
Using IR methods for labeling source code artifacts: Is it worthwhile?
inferred← citeshttps://doi.org/10.1109/icpc.2013.6613840openalex-snapshot
Using code ownership to improve IR-based Traceability Link Recovery
inferred← citeshttps://doi.org/10.1109/icpc.2017.24openalex-snapshot
Bug Localization with Combination of Deep Learning and Information Retrieval
inferred← citeshttps://doi.org/10.1109/icsa.2017.13openalex-snapshot
Mapping Features to Source Code through Product Line Architecture: Traceability and Conformance
inferred← citeshttps://doi.org/10.1109/icse-c.2017.117openalex-snapshot
A Visualization of Specification Coverage Based on Document Similarity
inferred← citeshttps://doi.org/10.1109/icse-c.2017.86openalex-snapshot
A Machine Learning Approach for Determining the Validity of Traceability Links
inferred← citeshttps://doi.org/10.1109/icse-seip52600.2021.00015openalex-snapshot
An Interview Study of how Developers use Execution Logs in Embedded Software Engineering
inferred← citeshttps://doi.org/10.1109/icse.2013.6606598openalex-snapshot
How to effectively use topic models for software engineering tasks? An approach based on Genetic Algorithms
inferred← citeshttps://doi.org/10.1109/icse.2013.6606604openalex-snapshot
Analysis of user comments: An approach for software requirements evolution
inferred← citeshttps://doi.org/10.1109/icse.2013.6606670openalex-snapshot
Semantic smells and errors in access control models: A case study in PHP
inferred← citeshttps://doi.org/10.1109/icse.2017.18openalex-snapshot
Recommending and Localizing Change Requests for Mobile Apps Based on User Reviews
inferred← citeshttps://doi.org/10.1109/icse.2017.9openalex-snapshot
Semantically Enhanced Software Traceability Using Deep Learning Techniques
inferred← citeshttps://doi.org/10.1109/icse43902.2021.00040openalex-snapshot
Traceability Transformed: Generating More Accurate Links with Pre-Trained BERT Models
inferred← citeshttps://doi.org/10.1109/icse55347.2025.00186openalex-snapshot
LiSSA: Toward Generic Traceability Link Recovery Through Retrieval-Augmented Generation
inferred← citeshttps://doi.org/10.1109/icsess.2015.7339244openalex-snapshot
Bridging the gap between requirement analysis and architecture design of self-adaptive systems
inferred← citeshttps://doi.org/10.1109/icsm.2010.5609654openalex-snapshot
TopicXP: Exploring topics in source code using Latent Dirichlet Allocation
inferred← citeshttps://doi.org/10.1109/icsm.2010.5609687openalex-snapshot
Using Relational Topic Models to capture coupling among classes in object-oriented software systems
inferred← citeshttps://doi.org/10.1109/icsm.2011.6080780openalex-snapshot
On integrating orthogonal information retrieval methods to improve traceability recovery
inferred← citeshttps://doi.org/10.1109/icsm.2012.6405278openalex-snapshot
Relating requirements to implementation via topic analysis: Do topics extracted from requirements make sense to managers and developers?
inferred← citeshttps://doi.org/10.1109/icsm.2013.44openalex-snapshot
Supporting and Accelerating Reproducible Research in Software Maintenance Using TraceLab Component Library
inferred← citeshttps://doi.org/10.1109/icsme.2014.51openalex-snapshot
EnTagRec: An Enhanced Tag Recommendation System for Software Information Sites
inferred← citeshttps://doi.org/10.1109/icsme.2016.51openalex-snapshot
Inferring Links between Concerns and Methods with Multi-abstraction Vector Space Model
inferred← citeshttps://doi.org/10.1109/icsme.2016.57openalex-snapshot
Evolving Requirements-to-Code Trace Links across Versions of a Software System
inferred← citeshttps://doi.org/10.1109/icsme.2016.85openalex-snapshot
Configuring and Assembling Information Retrieval Based Solutions for Software Engineering Tasks
inferred← citeshttps://doi.org/10.1109/icsme.2018.00045openalex-snapshot
Automatic Traceability Maintenance via Machine Learning Classification
inferred← citeshttps://doi.org/10.1109/icsme.2019.00020openalex-snapshot
Tracing with Less Data: Active Learning for Classification-Based Traceability Link Recovery
inferred← citeshttps://doi.org/10.1109/icsme52107.2021.00008openalex-snapshot
Improving Traceability Link Recovery Using Fine-grained Requirements-to-Code Relations
inferred← citeshttps://doi.org/10.1109/icsme52107.2021.00014openalex-snapshot
Leveraging Intermediate Artifacts to Improve Automated Trace Link Retrieval
inferred← citeshttps://doi.org/10.1109/icstw52544.2021.00035openalex-snapshot
A Tag-based Recommender System for Regression Test Case Prioritization
inferred← citeshttps://doi.org/10.1109/ijcnn48605.2020.9207651openalex-snapshot
A Topic Modeling Approach To Evaluate The Comments Consistency To Source Code
inferred← citeshttps://doi.org/10.1109/informatics47936.2019.9119262openalex-snapshot
Accuracy of Unit Under Test Identification Using Latent Semantic Analysis and Latent Dirichlet Allocation
inferred← citeshttps://doi.org/10.1109/issrew51248.2020.00087openalex-snapshot
Towards Automated Evidence Generation for Rapid and Continuous Software Certification
inferred← citeshttps://doi.org/10.1109/msr.2012.6224280openalex-snapshot
Explaining software defects using topic models
inferred← citeshttps://doi.org/10.1109/msr.2019.00022openalex-snapshot
Predicting Good Configurations for GitHub and Stack Overflow Topic Models
inferred← citeshttps://doi.org/10.1109/msr52588.2021.00018openalex-snapshot
An Empirical Study of Developer Discussions on Low-Code Software Development Challenges
inferred← citeshttps://doi.org/10.1109/nsyss2.2017.8267784openalex-snapshot
An exploratory analysis of security on data transmission on relevant software engineering discussion sites
inferred← citeshttps://doi.org/10.1109/qrs-c.2017.13openalex-snapshot
Toward Summary Extraction Method for Functional Topic
inferred← citeshttps://doi.org/10.1109/qrs-c65679.2025.00083openalex-snapshot
A Comparative Study of Deep Learning Approaches with Different Feature Combination Strategies for Traceability Link Recovery
inferred← citeshttps://doi.org/10.1109/re.2013.6636705openalex-snapshot
Application of reinforcement learning to requirements engineering: requirements tracing
inferred← citeshttps://doi.org/10.1109/re.2014.6912266openalex-snapshot
Automated support for combinational creativity in requirements engineering
inferred← citeshttps://doi.org/10.1109/re.2015.7320423openalex-snapshot
Trace links explained: An automated approach for generating rationales
inferred← citeshttps://doi.org/10.1109/re.2018.00-52openalex-snapshot
Vetting Automatically Generated Trace Links: What Information is Useful to Human Analysts?
inferred← citeshttps://doi.org/10.1109/re.2018.00062openalex-snapshot
Automated Validation of Requirement Reviews: A Machine Learning Approach
inferred← citeshttps://doi.org/10.1109/re.2019.00017openalex-snapshot
A Machine Learning-Based Approach for Demarcating Requirements in Textual Specifications
inferred← citeshttps://doi.org/10.1109/re59067.2024.00024openalex-snapshot
Requirements Classification for Traceability Link Recovery
inferred← citeshttps://doi.org/10.1109/re68928.2026.00014openalex-snapshot
How Requirements Quality Makes (or Breaks) Traceability Link Recovery
inferred← citeshttps://doi.org/10.1109/rew57809.2023.00087openalex-snapshot
Prompts Matter: Insights and Strategies for Prompt Engineering in Automated Software Traceability
inferred← citeshttps://doi.org/10.1109/rew66121.2025.00026openalex-snapshot
Constructing Cross-Level Traceability Links in the Automotive Domain: A Case Study
inferred← citeshttps://doi.org/10.1109/sai.2017.8252216openalex-snapshot
Entropy as a lens into LDA model understanding
inferred← citeshttps://doi.org/10.1109/saner.2015.7081810openalex-snapshot
Modeling the evolution of development topics using Dynamic Topic Models
inferred← citeshttps://doi.org/10.1109/saner.2017.7884612openalex-snapshot
Analyzing reviews and code of mobile apps for better release planning
inferred← citeshttps://doi.org/10.1109/saner48275.2020.9054814openalex-snapshot
Exploring Type Inference Techniques of Dynamically Typed Languages
inferred← citeshttps://doi.org/10.1109/saner67736.2026.00100openalex-snapshot
AI-Assisted Requirements Traceability for Industrial Software: An Empirical Study
inferred← citeshttps://doi.org/10.1109/scc.2013.107openalex-snapshot
A Probabilistic Approach for Web Service Discovery
inferred← citeshttps://doi.org/10.1109/seaa.2013.30openalex-snapshot
A Context-based Information Retrieval Technique for Recovering Use-Case-to-Source-Code Trace Links in Embedded Software Systems
inferred← citeshttps://doi.org/10.1109/seaa.2016.12openalex-snapshot
Continuous Integration and Delivery Traceability in Industry: Needs and Practices
inferred← citeshttps://doi.org/10.1109/seaa.2017.19openalex-snapshot
Continuous Integration and Delivery Traceability in Industry: Needs and Practices
inferred← citeshttps://doi.org/10.1109/snpd.2016.7515889openalex-snapshot
An empirical study on recovering requirement-to-code links
inferred← citeshttps://doi.org/10.1109/southeastcon42311.2019.9020667openalex-snapshot
Recommender Systems for Software Requirements Engineering: Current Research & Challenges
inferred← citeshttps://doi.org/10.1109/sst.2015.10openalex-snapshot
Adaptive User Feedback for IR-Based Traceability Recovery
inferred← citeshttps://doi.org/10.1109/sst.2015.14openalex-snapshot
Managing Security Control Assumptions Using Causal Traceability
inferred← citeshttps://doi.org/10.1109/sst.2015.8openalex-snapshot
Establishing and Navigating Trace Links between Elements of Informal Diagram Sketches
inferred← citeshttps://doi.org/10.1109/tefse.2013.6620150openalex-snapshot
Towards recovering and maintaining trace links for model sketches across interactive displays
inferred← citeshttps://doi.org/10.1109/tefse.2013.6620151openalex-snapshot
Ontology-based trace retrieval
inferred← citeshttps://doi.org/10.1109/tefse.2013.6620160openalex-snapshot
The role of artefact corpus in LSI-based traceability recovery
inferred← citeshttps://doi.org/10.1109/tefse.2013.6620162openalex-snapshot
Traceability Challenge 2013: Query+ enhancement for semantic tracing (QuEST): Software verification and validation research laboratory (SVVRL) of the University of Kentucky
inferred← citeshttps://doi.org/10.1109/tefse.2013.6620164openalex-snapshot
Configuring topic models for software engineering tasks in TraceLab
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