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Semi-Supervised Approach for Recovering Traceability Links in Complex Systems

Emma Effa Bella, Marie-Pierre Gervais, Reda Bendraou, Laurent Wouters, Ali Koudri
2018 2018 23rd International Conference on Engineering of Complex Computer Systems (ICECCS)  
Building a complex system requires the collaboration of different stakeholders. They work together to model the system keeping in mind the requirements described in specification documents.  ...  In this paper, we propose an approach that identifies traceability links with a reduced amount of false positive links ranging from 20% to 30% while raising the amount of true links identified up to 70%  ...  In summary, the presented results in this paper demonstrate that semi-supervised techniques can be effectively applied to traceability links recovery.  ... 
doi:10.1109/iceccs2018.2018.00030 dblp:conf/iceccs/BellaGBWK18 fatcat:ch3q37tjz5chzpvistld2vmd5y

ATLaS: A Framework for Traceability Links Recovery Combining Information Retrieval and Semi-Supervised Techniques

Emma Effa Bella, Stephen Creff, Marie-Pierre Gervais, Reda Bendraou
2019 2019 IEEE 23rd International Enterprise Distributed Object Computing Conference (EDOC)  
In order to verify and validate systems requirements and ensure that models meet user's needs, MBSE techniques shall rely on consistent traceability management.  ...  Current Model-Based Systems Engineering (MBSE) practices to design and implement complex systems require modeling and analysis based on many representations: structure, dynamics, safety, security, etc.  ...  ACKNOWLEDGMENT This research work has been carried out in the framework of the Technological Research Institute SystemX, and therefore granted with public funds within the scope of the French Program "  ... 
doi:10.1109/edoc.2019.00028 dblp:conf/edoc/BellaCGB19 fatcat:cus34vvydzdbphml6dvfpkl3w4

Cost-Effective Traceability Links for Architecture-Level Software Understanding

Muhammad Atif Javed, Srdjan Stevanetic, Uwe Zdun
2015 Proceedings of the ASWEC 2015 24th Australasian Software Engineering Conference on - ASWEC ' 15 Vol. II  
An important architectural challenge is to recover traceability links between the software architecture and artifacts produced in the other activities of the development process, such as requirements,  ...  This is challenging because, on the one hand, it is desirable to recover traceability links of a high quality and at the right quantity for aiding the software architect or developer, but, on the other  ...  We also thank to all the participants for taking part in the experiment.  ... 
doi:10.1145/2811681.2811695 dblp:conf/aswec/JavedSZ15 fatcat:2zh7wcgamff7bpygkcucfu5wfy

An Efficient Approach for Requirement Traceability Integrated With Software Repository

P.M.G. Jegathambal
2013 IOSR Journal of Computer Engineering  
Hence, to acquire trustable links from a system source code, a supervised link tracing approach is proposed here.  ...  Traceability links between requirements of a system and its source code are helpful in reducing system conception effort.  ...  Consequently, the literature proposed methods, techniques, and tools to recover these traceability links semi-automatically or automatically [3] .  ... 
doi:10.9790/0661-1546571 fatcat:swexjmwqxjdcxosmtsqt7gmeje

Software Artefact Traceability: the Never-Ending Challenge

Rocco Oliveto, Giuliano Antoniol, Andrian Marcus, Jane Hayes
2007 Conference on Software Maintenance, Proceedings of the  
In this working session, we discuss problems and challenges related to various aspects of traceability in software systems.  ...  Software artefact traceability is widely recognised as an important factor for the effective development and maintenance of a software system.  ...  • Incremental traceability: recovering traceability links at the end of the development process might be a tedious and error prone task, as the number of links to recover is very high.  ... 
doi:10.1109/icsm.2007.4362664 dblp:conf/icsm/OlivetoAMH07 fatcat:lutxrc25trh7jbgoxksqxesau4

Summarization of Software Artifacts : A Review

Som Gupta, Gupta S.K
2017 International Journal of Computer Science & Information Technology (IJCSIT)  
engineering tasks like code search, duplicate bug reports detection, traceability link recovery, etc.  ...  The paper also discusses the future scopes in this area for new researchers.  ...  [52] proposed an approach to recover the traceability links between source code and documents by using LSI.  ... 
doi:10.5121/ijcsit.2017.9512 fatcat:4unydg54tbh6ji7hstvixyfrsm

Recovering traceability links in software artifact management systems using information retrieval methods

Andrea De Lucia, Fausto Fasano, Rocco Oliveto, Genoveffa Tortora
2007 ACM Transactions on Software Engineering and Methodology  
The main drawback of existing software artifact management systems is the lack of automatic or semi-automatic traceability link generation and maintenance.  ...  semi-automatic recovery of all links.  ...  ACKNOWLEDGMENTS We would like to thank the anonymous reviewers for their detailed, constructive, and thoughtful comments that helped us to improve the presentation of the results in this article.  ... 
doi:10.1145/1276933.1276934 fatcat:dftxm6g5dzhgtawjahifxxmony

Mining textual requirements to assist architectural software design: a state of the art review

Agustin Casamayor, Daniela Godoy, Marcelo Campo
2011 Artificial Intelligence Review  
indirectly recovering traceability links in requirements documentation by combining textual with structural information is presented in (McMillan et al, 2009 ).  ...  In (Casamayor et al, 2010) a semi-supervised text categorization approach for the automatic identification and classification of non-functional requirements is proposed.  ... 
doi:10.1007/s10462-011-9237-7 fatcat:dhf3g7xecngq5bksqxlzgztjxa

An Integrated Decision Model For Efficient Requirement Traceability In SPICE Compliant Development

Bernhard Turban, Markus Kucera, Athanassios Tsakpinis, Christian Wolff
2007 2007 Fifth Workshop on Intelligent Solutions in Embedded Systems  
In the context ofcurrent approaches in Rationale Management, our concept proofs as sustainable solution that supports " heavyweight" prescriptive approaches as well as " lightweight" pragmatic approaches  ...  This analysis mainly serves the derivation of a concept for the integrated extension oftoday's traceability models with the aspect ofdocumented design decisions.  ...  At least two dedicated exceptions exist that should be dealt with on their own and will not be part of the further discussion below: -Complex Systems (System ofSystems): If complex systems can be divided  ... 
doi:10.1109/wises.2007.4408500 dblp:conf/wises/TurbanKTW07 fatcat:onufb6zemzfbpmy5n7afahjaei

A Review on Software Requirements Validation and Consistency Management

Massila Kamalrudin, Safiah Sidek
2015 International Journal of Software Engineering and Its Applications  
Next comprehensive review of related works on the identified consistency management techniques: traceability and analysis approaches are then presented.  ...  Drawn from this argument, a requirements validation process needs to consider Consistency, Completeness and Correctness ("3 Cs") for the production of a quality software specifications.  ...  Acknowledgements We acknowledge Professor John Hosking and John Grundy for their help and supervision. We also would like to thank the financial support from Ministry of Higher  ... 
doi:10.14257/ijseia.2015.9.10.05 fatcat:uo5x7zsikveujexplbynftknze

Using code ownership to improve IR-based Traceability Link Recovery

Diana Diaz, Gabriele Bavota, Andrian Marcus, Rocco Oliveto, Silvia Takahashi, Andrea De Lucia
2013 2013 21st International Conference on Program Comprehension (ICPC)  
The proposed approach, named TYRION (TraceabilitY link Recovery using Information retrieval and code OwNership), has been instantiated for the recovery of traceability links between use cases and Java  ...  In this paper we propose to leverage code ownership information to capture relationships between source code artifacts for improving the recovery of traceability links between documentation and source  ...  ACKNOWLEDGEMENTS This work was supported in part by grants from the National Science Foundation (CCF-0845706 and CCF-1017263) and the Francisco Jose de Caldas fellowship from COLCIEN-CIAS(Colombia) under  ... 
doi:10.1109/icpc.2013.6613840 dblp:conf/iwpc/DiazBMOTL13 fatcat:2nmwkhfjbnfgbg3zog4rxnats4

Recovering from a decade: a systematic mapping of information retrieval approaches to software traceability

Markus Borg, Per Runeson, Anders Ardö
2013 Empirical Software Engineering  
Engineers in large-scale software development have to manage large amounts of information, spread across many artifacts.  ...  Several researchers have proposed expressing retrieval of trace links among artifacts, i.e. trace recovery, as an Information Retrieval (IR) problem.  ...  and Lorand Dali for excellent comments on IR details.  ... 
doi:10.1007/s10664-013-9255-y fatcat:s7oz6jzovze3tbhswlpnp235ty

Research on Risk Identification and Safety Supervision Management of Food Supply Chain

Haishui Jin, Jun Wu
2019 Food Science & Nutrition Research  
on the basis of judging the weak links of the food supply chain, thus established a food safety and quality supervision system by the "oversight side -supervised party -food consumer" work together.  ...  How to identify potential food supply chain risk, identify critical control points, in order to effectively reduce or prevent the occurrence of food safety issues, is a problem for China's food safety  ...  Acknowledgments This paper is one of products of the research "Study on the economics of food quality information traceability and its control mechanism" supported by the 2016 Beijing Social Science Fund  ... 
doi:10.33425/2641-4295.1011 fatcat:qmj6dphogrbahbysosfa3ogjxa

Parameterizing and Assembling IR-Based Solutions for SE Tasks Using Genetic Algorithms

Annibale Panichella, Bogdan Dit, Rocco Oliveto, Massimiliano Di Penta, Denys Poshyvanyk, Andrea De Lucia
2016 2016 IEEE 23rd International Conference on Software Analysis, Evolution, and Reengineering (SANER)  
a supervised and combinatorial approach.  ...  Information Retrieval (IR) approaches are nowadays used to support various software engineering tasks, such as feature location, traceability link recovery, clone detection, or refactoring.  ...  For instance, in the case of traceability link recovery, we identified the configuration that provided the best performances in terms of correct and incorrect links recovered.  ... 
doi:10.1109/saner.2016.97 dblp:conf/wcre/PanichellaDOPPL16 fatcat:7dkd7klm5vhqdfqirrsv42ypye

Towards a Documents Processing Tool using Traceability Information Retrieval and Content Recognition Through Machine Learning in a Big Data Context

Othmane Rahmaoui, Kamal Souali, Mohammed Ouzzif
2020 Advances in Science, Technology and Engineering Systems  
In this sense, we started by proposing the exploitation and extraction of relationships between documents based on the traceability links and the calculation of similarity using information retrieval.  ...  In 1980, an application was developed to track, manage and store documents in electronic format. Scan technology has enabled organizations to digitize papers for easier document storage and tracking.  ...  In [37] , the author have presented TRAIL (TRAceability lInk cLassifier) as an approach for maintaining traceability information (traceability links between pairs of artifacts) to train a machine learning  ... 
doi:10.25046/aj0506151 fatcat:3xzq4wedqzgjvdnn7i4c7fh7m4
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