On the public citation graph
A methodology for the classification of quality of requirements using machine learning techniques
0 signed · 97 inferred · view as graph
Inferred edges come from two machine sources: sweeps of open repository metadata (mostly SSRN and Zenodo), and a bulk OpenAlex citation snapshot. Every row below is labelled with the one it came from. Neither is a complete citation index — absence here is not evidence of absence.
Is this your work? Sign in with ORCID and put your name on the
claims that are yours.
Reference health. See whether every reference in this work resolves to a
known work and none has been retracted — and get a dated CiteStamped
badge you can embed.
What this work says
Outgoing claims: the papers this work cites, builds on, or argues with.
inferredcites →https://doi.org/10.1002/9781119751557openalex-snapshot
System Requirements Engineering
inferredcites →https://doi.org/10.1002/9781119751557.ch4openalex-snapshot
System Requirements Engineering
inferredcites →https://doi.org/10.1002/j.2334-5837.1994.tb01834.xopenalex-snapshot
WRITING GOOD REQUIREMENTS
inferredcites →https://doi.org/10.1007/978-3-540-89778-1_10openalex-snapshot
Reducing Ambiguities in Requirements Specifications Via Automatically Created Object-Oriented Models
inferredcites →https://doi.org/10.1007/978-3-642-05352-8_9openalex-snapshot
From i* Requirements Models to Conceptual Models of a Model Driven Development Process
inferredcites →https://doi.org/10.1007/978-3-642-25231-0_1openalex-snapshot
Search Based Software Engineering: Techniques, Taxonomy, Tutorial
inferredcites →https://doi.org/10.1007/978-3-642-37422-7_4openalex-snapshot
Automatic Requirement Categorization of Large Natural Language Specifications at Mercedes-Benz for Review Improvements
inferredcites →https://doi.org/10.1007/978-3-642-38824-8_3openalex-snapshot
Automatic Detection of Ambiguous Terminology for Software Requirements
inferredcites →https://doi.org/10.1007/bf00962821openalex-snapshot
Selecting among rules induced from a hurricane database
inferredcites →https://doi.org/10.1007/s00766-005-0020-7openalex-snapshot
Requirements Abstraction Model
inferredcites →https://doi.org/10.1007/s00766-008-0063-7openalex-snapshot
Requirements for tools for ambiguity identification and measurement in natural language requirements specifications
inferredcites →https://doi.org/10.1007/s00766-011-0134-zopenalex-snapshot
A framework to measure and improve the quality of textual requirements
inferredcites →https://doi.org/10.1007/s10515-012-0106-7openalex-snapshot
EA-Analyzer: automating conflict detection in a large set of textual aspect-oriented requirements
inferredcites →https://doi.org/10.1007/s11219-012-9188-5openalex-snapshot
A framework for prioritization of quality requirements for inclusion in a software project
inferredcites →https://doi.org/10.1016/b978-1-55860-377-6.50023-2openalex-snapshot
Fast Effective Rule Induction
inferredcites →https://doi.org/10.1016/j.infsof.2006.11.007openalex-snapshot
Using classification techniques for informal requirements in the requirements analysis-supporting system
inferredcites →https://doi.org/10.1016/j.infsof.2012.06.013openalex-snapshot
Reasoning with contextual requirements: Detecting inconsistency and conflicts
inferredcites →https://doi.org/10.1016/j.infsof.2013.11.004openalex-snapshot
Model-based requirements verification method: Conclusions from two controlled experiments
inferredcites →https://doi.org/10.1016/j.procs.2014.03.043openalex-snapshot
Predicting Systems Performance through Requirements Quality Attributes Model
inferredcites →https://doi.org/10.1016/s0950-5849(01)00189-6openalex-snapshot
Search-based software engineering
inferredcites →https://doi.org/10.1049/em:20060304openalex-snapshot
Writing requirements for engineers [good requirement writing]
inferredcites →https://doi.org/10.1109/ams.2010.48openalex-snapshot
A Quality-Based Requirement Prioritization Framework Using Binary Inputs
inferredcites →https://doi.org/10.1109/mc.1987.1663532openalex-snapshot
No Silver Bullet Essence and Accidents of Software Engineering
inferredcites →https://doi.org/10.1109/ms.2008.30openalex-snapshot
A New Standard for Quality Requirements
inferredcites →https://doi.org/10.1109/qsic.2007.4385497openalex-snapshot
Automatic Quality Assessment of SRS Text by Means of a Decision-Tree-Based Text Classifier
inferredcites →https://doi.org/10.1109/re.2006.31openalex-snapshot
Identifying Nocuous Ambiguities in Natural Language Requirements
inferredcites →https://doi.org/10.1109/sess.1999.767664openalex-snapshot
Guide to the software engineering body of knowledge stakeholder issues and intended usages
inferredcites →https://doi.org/10.1109/sew.2001.992657openalex-snapshot
NASA software tools for high-quality requirements engineering
inferredcites →https://doi.org/10.1109/sew.2001.992662openalex-snapshot
The linguistic approach to the natural language requirements quality: benefit of the use of an automatic tool
inferredcites →https://doi.org/10.1145/1276958.1277179openalex-snapshot
The multi-objective next release problem
inferredcites →https://doi.org/10.1145/1656274.1656278openalex-snapshot
The WEKA data mining software
inferredcites →https://doi.org/10.1145/1734103.1734114openalex-snapshot
Automatic analysis of requirements consistency with the B method
inferredcites →https://doi.org/10.1145/1852786.1852837openalex-snapshot
A conceptual model of client-driven agile requirements prioritization
inferredcites →https://doi.org/10.13021/mars/3524openalex-snapshot
AQ15: Incremental Learning of Attribute-Based Descriptions from Examples: The Method and User's Guide
inferredcites →https://doi.org/10.2514/6.2001-4524openalex-snapshot
Generating high quality requirements
inferredcites →https://doi.org/10.5555/645527.657305openalex-snapshot
Generating Accurate Rule Sets Without Global Optimization
What points at this work
Incoming claims: where this work appears in other papers’ reference lists and arguments.
inferred← citeshttps://doi.org/10.1002/sys.21560openalex-snapshot
Toward a better integration of requirements and model‐based specifications
inferred← citeshttps://doi.org/10.1007/978-3-030-32258-8_10openalex-snapshot
An Experiment on Automated Requirements Mapping Using Deep Learning Methods
inferred← citeshttps://doi.org/10.1007/978-3-031-78386-9_3openalex-snapshot
Can Large Language Models (LLMs) Compete with Human Requirements Reviewers? – Replication of an Inspection Experiment on Requirements Documents
inferred← citeshttps://doi.org/10.1007/978-3-032-14518-5_17openalex-snapshot
Enhancing Agile Workflows with AI-Driven, Sustainability-Aware Requirements Engineering: A Design Science Approach
inferred← citeshttps://doi.org/10.1007/978-3-319-56925-3_16openalex-snapshot
Towards Requirements Analytics: A Research Agenda to Model and Evaluate the Quality of Unstructured Requirements Specifications
inferred← citeshttps://doi.org/10.1007/978-981-16-8403-6_28openalex-snapshot
OntoReqC: An Ontology Focused Integrative Approach for Classification of Software Requirements
inferred← citeshttps://doi.org/10.1007/s00146-025-02836-3openalex-snapshot
Framing AI, constructing identity: how institutional discourse shapes AI adoption and professional identity in project management
inferred← citeshttps://doi.org/10.1007/s00766-023-00405-yopenalex-snapshot
Requirements quality research: a harmonized theory, evaluation, and roadmap
inferred← citeshttps://doi.org/10.1007/s00766-023-00411-0openalex-snapshot
Advances in automated support for requirements engineering: a systematic literature review
inferred← citeshttps://doi.org/10.1007/s10664-019-09793-8openalex-snapshot
A systemic framework for crowdsourced test report quality assessment
inferred← citeshttps://doi.org/10.1007/s10664-024-10582-1openalex-snapshot
Applying bayesian data analysis for causal inference about requirements quality: a controlled experiment
inferred← citeshttps://doi.org/10.1007/s11219-020-09511-4openalex-snapshot
Application of machine learning techniques to the flexible assessment and improvement of requirements quality
inferred← citeshttps://doi.org/10.1007/s12567-025-00670-3openalex-snapshot
Implementation of an AI-powered digital assistant to support space system engineering activities
inferred← citeshttps://doi.org/10.1016/j.csi.2023.103803openalex-snapshot
Assessment of the quality of the text of safety standards with industrial semantic technologies
inferred← citeshttps://doi.org/10.1016/j.heliyon.2024.e30866openalex-snapshot
Human factors engineering simulated analysis in administrative, operational and maintenance loops of nuclear reactor control unit using artificial intelligence and machine learning techniques
inferred← citeshttps://doi.org/10.1016/j.infsof.2021.106696openalex-snapshot
An automatic methodology for the quality enhancement of requirements using genetic algorithms
inferred← citeshttps://doi.org/10.1016/j.infsof.2026.108212openalex-snapshot
Evaluating robustness of hierarchical and multi-label requirements classification: Effects of data partitioning and supervision design
inferred← citeshttps://doi.org/10.1016/j.jss.2017.05.079openalex-snapshot
Rendex: A method for automated reviews of textual requirements
inferred← citeshttps://doi.org/10.1017/s0890060422000166openalex-snapshot
Machine learning in requirements elicitation: a literature review
inferred← citeshttps://doi.org/10.1049/cit2.12348openalex-snapshot
A systematic mapping to investigate the application of machine learning techniques in requirement engineering activities
inferred← citeshttps://doi.org/10.1109/access.2022.3182372openalex-snapshot
The Use of NLP-Based Text Representation Techniques to Support Requirement Engineering Tasks: A Systematic Mapping Review
inferred← citeshttps://doi.org/10.1109/argencon.2018.8646010openalex-snapshot
Software Requirements Engineering through Machine Learning Techniques: A Literature Review
inferred← citeshttps://doi.org/10.1109/caida51941.2021.9425236openalex-snapshot
Comparative Analysis for Predicting Non-Functional Requirements using Supervised Machine Learning
inferred← citeshttps://doi.org/10.1109/iceccme57830.2023.10253030openalex-snapshot
Automated Requirements Engineering in Agile Development: A Practitioners Survey
inferred← citeshttps://doi.org/10.1109/icoris.2019.8874888openalex-snapshot
Detecting Non-Atomic Requirements in Software Requirements Specifications Using Classification Methods
inferred← citeshttps://doi.org/10.1109/icst62969.2025.10988975openalex-snapshot
Early V&V in Knowledge-Centric Systems Engineering: Advances and Benefits in Practice
inferred← citeshttps://doi.org/10.1109/issrew.2019.00047openalex-snapshot
Advances in Artefact Quality Analysis for Safety-Critical Systems
inferred← citeshttps://doi.org/10.1109/issrew.2019.00092openalex-snapshot
Integration of Tool Support for Assurance and Certification and for Knowledge-Centric Systems Engineering
inferred← citeshttps://doi.org/10.1109/iwsm-mensura.2016.030openalex-snapshot
A Complexity Measure for Textual Requirements
inferred← citeshttps://doi.org/10.1109/quatic.2018.00031openalex-snapshot
How Good are My Requirements?: A New Perspective on the Quality Measurement of Textual Requirements
inferred← citeshttps://doi.org/10.1109/re59067.2024.00046openalex-snapshot
Leveraging LLMs for the Quality Assurance of Software Requirements
inferred← citeshttps://doi.org/10.1109/re59067.2024.00059openalex-snapshot
Automating Requirements Review in the Automotive Sector: A Tailored AI Approach
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/re68928.2026.00054openalex-snapshot
Information is All You Need: Requirements Engineering Quality Reframed
inferred← citeshttps://doi.org/10.1109/saner.2018.8330224openalex-snapshot
Automated quality assessment for crowdsourced test reports of mobile applications
inferred← citeshttps://doi.org/10.1109/saner53432.2022.00095openalex-snapshot
Rebot: An Automatic Multi-modal Requirements Review Bot
inferred← citeshttps://doi.org/10.1109/tla.2020.9099757openalex-snapshot
Seizing Requirements Engineering Issues through Supervised Learning Techniques
inferred← citeshttps://doi.org/10.1145/3594315.3594373openalex-snapshot
Automated Methodology for Classifying Non-functional Requirements: Challenges, Validation Aspects & New Research Directions
inferred← citeshttps://doi.org/10.1155/2020/8830683openalex-snapshot
A Systematic Literature Review on Using Machine Learning Algorithms for Software Requirements Identification on Stack Overflow
inferred← citeshttps://doi.org/10.11591/eei.v13i4.7158openalex-snapshot
A novel approach to analyzing the impact of AI, ChatGPT, and chatbot on education using machine learning algorithms
inferred← citeshttps://doi.org/10.11606/t.3.2018.tde-15012018-134040openalex-snapshot
Desenvolvimento de um sistema especialista para seleção de componentes mecânicos.
inferred← citeshttps://doi.org/10.1177/87569728231225198openalex-snapshot
Artificial Intelligence and Project Management: Empirical Overview, State of the Art, and Guidelines for Future Research
inferred← citeshttps://doi.org/10.15439/2023f4426openalex-snapshot
A machine learning approach for automatic testing
inferred← citeshttps://doi.org/10.17081/invinno.8.3.4704openalex-snapshot
Validación de requisitos no funcionales bajo el enfoque de la gestión del conocimiento
inferred← citeshttps://doi.org/10.18860/mat.v9i2.4291openalex-snapshot
Pendeteksian Ketidaklengkapan Kebutuhan Dengan Teknik Klasifikasi Pada Dokumen Spesifikasi Kebutuhan Perangkat Lunak
inferred← citeshttps://doi.org/10.2478/cait-2024-0037openalex-snapshot
Software Requirement Smells and Detection Techniques: A Systematic Literature Review
inferred← citeshttps://doi.org/10.29327/1298730.23-6openalex-snapshot
Hacia la Evaluación Automática de la Calidad de los Requerimientos de Software usando Redes Neuronales Long Short Term Memory
inferred← citeshttps://doi.org/10.2991/iccet-15.2015.110openalex-snapshot
Civil engineering quality monitor framework based on information theory
inferred← citeshttps://doi.org/10.33899/edusj.2022.134024.1245openalex-snapshot
Classification of Software Systems attributes based on quality factors using linguistic knowledge and machine learning: A review.
inferred← citeshttps://doi.org/10.3390/app112311378openalex-snapshot
Genetic Algorithms: A Practical Approach to Generate Textual Patterns for Requirements Authoring
inferred← citeshttps://doi.org/10.3390/e23020136openalex-snapshot
Measuring Software Maintainability with Naïve Bayes Classifier
inferred← citeshttps://doi.org/10.3390/sym12101601openalex-snapshot
An Ensemble Machine Learning Technique for Functional Requirement Classification
inferred← citeshttps://doi.org/10.3390/systems13070567openalex-snapshot
Cross-Project Multiclass Classification of EARS-Based Functional Requirements Utilizing Natural Language Processing, Machine Learning, and Deep Learning
inferred← citeshttps://doi.org/10.3837/tiis.2019.08.021openalex-snapshot
Your Opinions Let us Know: Mining Social Network Sites to Evolve Software Product Lines
inferred← citeshttps://doi.org/10.46254/an11.20210250openalex-snapshot
A Review of Machine Learning Methods Applicable to Quality Issues
inferred← citeshttps://doi.org/10.47749/t/unicamp.2021.1235997openalex-snapshot
Um processo de representação estruturada e validação de requisitos de software para mitigar problemas semânticos
inferred← citeshttps://doi.org/10.48550/arxiv.2105.04757openalex-snapshot
Recurrent Neural Networks to automate Quality assessment of Software Requirements
inferred← citeshttps://doi.org/10.5753/cibse.2025.35291openalex-snapshot
Evaluación de la calidad de historias de usuario usando modelos de lenguaje de gran tamaño: un estudio en la industria
inferred← citeshttps://doi.org/10.5753/washes.2026.21003openalex-snapshot
The Use of Generative AI Tools by Requirements Engineers: An Interview with Industry Professionals
inferred← citeshttps://doi.org/10.9781/ijimai.2022.02.008openalex-snapshot
Machine Learning in Business Intelligence 4.0: Cost Control in a Destination Hotel.
Editorial review for independent work. ICSAC — the Institute for Complexity
Science and Advanced Computing — runs a structured editorial panel for researchers
publishing outside journals, and publishes on CiteStamp rails. Submission is free
and goes through ORCID: icsacinstitute.org/submit.