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Ontological Text Mining of Software Documents [chapter]

René Witte, Qiangqiang Li, Yonggang Zhang, Juergen Rilling
Lecture Notes in Computer Science  
In this paper, we present a text mining system capable of populating a software ontology with information detected in documents.  ...  Documents written in natural languages constitute a major part of the software engineering lifecycle artifacts.  ...  Fig. 1 . 1 Ontological Text Mining of software documents for software engineering 2 Ontological Text Mining for Software Documents Fig. 3 . 3 Workflow of the software text mining subsystem Fig. 2.  ... 
doi:10.1007/978-3-540-73351-5_15 fatcat:ug2j25lz3nhbjf5nedzijqd4be

Text mining and software engineering: an integrated source code and document analysis approach

R. Witte, Q. Li, Y. Zhang, J. Rilling
2008 IET Software  
In this paper, we present a text mining system capable of populating a software ontology with information detected in documents.  ...  Documents written in natural languages constitute a major part of the artifacts produced during the software engineering lifecycle.  ...  Figure 1 : 1 Ontological Text Mining of software documents for software engineering programming languages and software documentation, is automatically populated through the analysis of existing source  ... 
doi:10.1049/iet-sen:20070110 fatcat:autuwoa2unglxpteq573os4xg4

Construction of Ontology-Based Software Repositories by Text Mining [chapter]

Yan Wu, Harvey Siy, Mansour Zand, Victor Winter
2007 Lecture Notes in Computer Science  
The information in the repository is extracted from specification documents using text mining. Ontologies are used to guide the extraction process and organize the extracted information.  ...  Software document repositories store artifacts produced in the course of developing software products. But most repositories are simply archives of documents.  ...  Obtain access to the software repositories. 2. Ensure the existence of unified description documents; 3. Ensure the reliability of the collected artifacts; 4.  ... 
doi:10.1007/978-3-540-72588-6_128 fatcat:qgtjh7553vaqhpkjkqomhvp3tq

Ontology-based Program Comprehension Tool Supporting Website Architectural Evolution

Yonggang Zhang, Rene Witte, Juergen Rilling, Volker Haarslev
2006 International Workshop on Web Site Evaluation, Proceedings of the  
In addition, representing software artifacts in a formal ontology enables maintainers to formulate hypotheses about various properties of software systems.  ...  In this paper, we present a novel approach that addresses this issue by providing a consistent ontological representation for both source code and documentation.  ...  ACKNOWLEDGEMENTS Qiangqiang Li contributed to the text mining system.  ... 
doi:10.1109/wse.2006.15 dblp:conf/wse/ZhangWRH06 fatcat:apfrzpopurbo3hfgdtvck2xxlu

Contextual Text Mining Framework for Unstructured Textual Judicial Corpora through Ontologies

Zubair Nabi, Ramzan Talib, Muhammad Kashif Hanif, Muhammad Awais
2022 Computer systems science and engineering  
Text mining helps to analyze and search different court cases available in the form of digital text documents to extract case reasoning and related data.  ...  This framework comprises on the judicial corpus, text mining processing resources and ontologies for mining contextual text from corpora to make text and data mining more reliable and fast.  ...  Conflicts of Interest: The authors declare that they have no conflicts of interest to report regarding the present study.  ... 
doi:10.32604/csse.2022.025712 fatcat:ey4awnzatrattctyv4yfmewfoi

SOME APPROACHES TO TEXT MINING AND THEIR POTENTIAL FOR SEMANTIC WEB APPLICATIONS

Jan Paralič, Marek Paralič
2007 Journal of Information and Organizational Sciences  
In this paper we describe some approaches to text mining, which are supported by an original software system developed in Java for support of information retrieval and text mining (JBowl), as well as its  ...  This is in particular important in the context of a new integrated EU-funded project KP-Lab2 (Knowledge Practices Laboratory) that is briefly presented as well as the role of the proposed text mining services  ...  DOCUMENT ANALYZING Text analyzing on some language level is required by all following text-mining tasks.  ... 
doaj:73c5fa8896a3440fb1bacb75b565bda1 fatcat:irw77enedvcrxg454hus6mklvu

Using Commonsense Knowledge and Text Mining for Implicit Requirements Localization

Emebo Onyeka, Aparna S. Varde, Vaibhav Anu, Niket Tandon, Olawande Daramola
2020 2020 IEEE 32nd International Conference on Tools with Artificial Intelligence (ICTAI)  
In this paper, we demonstrate a software tool called COTIR developed by us as a system that integrates Commonsense knowledge, Ontology and Text mining for early identification of Implicit Requirements.  ...  It would interest AI scientists as it entails multi-disciplinary work encompassing text mining, ontology and commonsense knowledge.  ...  Text Mining using CSKB and Ontology: The text mining functionality of COTIR, part of its NL Processor is illustrated in Fig. 3 . Raw text from SRS documents forms the input to this module.  ... 
doi:10.1109/ictai50040.2020.00146 fatcat:fkgr33zt4fbt7cppk4eremm5gq

Exploring techniques for rationale extraction from existing documents

Benjamin Rogers, James Gung, Yechen Qiao, Janet E. Burge
2012 2012 34th International Conference on Software Engineering (ICSE)  
This paper describes an initial investigation into the use of text mining and parsing techniques for identifying rationale from existing documents.  ...  Initial results indicate that the use of linguistic features results in better precision but significantly lower recall than using text mining.  ...  We would also like to acknowledge the contributions of Kendra Schroeder in preparing the training data and Lin Li in compiling the ontologies.  ... 
doi:10.1109/icse.2012.6227091 dblp:conf/icse/RogersGQB12 fatcat:pqnp5bij6jhozhqjlj3qgauvve

Similarity Detection among Academic Contents through Semantic Technologies and Text Mining

Victor Saquicela, Fernando Baculima, Gerardo Orellana, Nelson Piedra, Marcos Orellana, Mauricio Espinoza
2018 International Workshop on Semantic Web Technologies  
We have addressed these issues by presenting a proposal based on semantic technologies and text mining methods whose goal is to identify similarities among academic contents.  ...  Nowadays, the information of university courses is managed by means of syllabus based systems, this is the case of Ecuadorian Higher Education Institutions (IES for its Spanish acronym).  ...  Acknowledgment This work is part of the "Detección de similitudes entre contenidos académicos de carrera a través de la aplicación de tecnologías semánticas y minería de datos" project, supported by the  ... 
dblp:conf/iwsw/SaquicelaBOPOE18 fatcat:w6pvc6n2rrfhnpb2fr6wvgyimi

A multi agent recommender system that utilises consumer reviews in its recommendations

Debbie Zhang, Simeon Simoff, Silvana Aciar, John Debenham
2008 International Journal of Intelligent Information and Database Systems  
Consumer reviews, opinions and shared experiences in the use of a product form a powerful source of information about consumer preferences that can be used for making recommendations.  ...  This paper presents a general framework of this approach. The proposed approach is demonstrated using digital camera reviews as an example.  ...  Under the text mining paradigm, each sentence is treated as a document in this application.  ... 
doi:10.1504/ijiids.2008.017245 fatcat:dctydwzzxjcstbooyuadiowwpq

Contextualized Question Answering

Luka Bradesko, Lorand Dali, Blaz Fortuna, Marko Grobelnik, Dunja Mladenic, Inna Novalija, Bostjan Pajntar
2010 Journal of Computing and Information Technology  
Every module uses state of the art technologies that are shown to work in a complex pipeline to make available question answering on top of a given document repository with the context of ontologies, such  ...  The functioning of the proposed approach is demonstrated on English document collections on Aquatic Sciences and Fisheries -ASFA, using Cyc ontology, ASFA thesaurus as domain specific ontology and WordNet  ...  , ontology learning and active learning which are part of Text Garden software environment.  ... 
doi:10.2498/cit.1001912 fatcat:lpcrdakkhbcxfgwn5zefxudxse

Web Focused Crawling based on Ontology

Snehal Mane, Poonam Gholap, Rakhee Kundu
2015 IARJSET  
Where ontology is a specification about domain. It is a part of artificial intelligence. Also web pages on site are liked with ontology structure.  ...  In pepper we use Focused Crawler and Ontology for exact service related site.  ...  Text mining is the discovery of interesting knowledge in text documents.  ... 
doi:10.17148/iarjset.2015.21228 fatcat:mnrtpapvlvcpdjameczwpyrpha

A Combined Web Mining Model and Its Application in Crisis Management [chapter]

Xingsen Li, Lingling Zhang, Maoliang Ding, Yong Shi, Jun Li
2007 Lecture Notes in Computer Science  
Based on the study of web mining and its relative techniques, a combined web mining model was presented. It consists of web mining, text mining, data mining and human experience knowledge.  ...  Its application shows that utilizing the combined model for crisis management can improve the quality of decisions.  ...  This research has been partially supported by a grant from National Natural Science Foundation of China (#70621001, #70531040, #70501030, #70472074), National Natural Science Foundation of Beijing #9073020  ... 
doi:10.1007/978-3-540-72588-6_145 fatcat:zsq6b6wm2feybascjtfkcdr2bi

Practical Text Mining for Trend Analysis: Ontology to visualization in Aerospace Technology

2017 KSII Transactions on Internet and Information Systems  
To solve the problem, this study proposes a practical text mining methodology for the science and technology trend analysis, in case of aerospace technology, and conduct text mining methods such as ontology  ...  limitations of text mining to drill out the information from the unstructured data like the reports and papers.  ...  And as all of we know, most part of the accumulated data is unstructured text data such as documents, reports, and text records, hence text mining is considered to analyze them.  ... 
doi:10.3837/tiis.2017.08.022 fatcat:qhn2z3mlgvh45nqklnc7fw4zoe

Storage and Retrieval of Software Component using Hadoop and MapReduce

Shekhar Singh, Dr. Vikram Bali
2017 International Journal of Engineering and Technology  
The ontology and meta-data helps to extract the knowledge from the legacy system and it helps in understanding the semantic meaning of the user requirements and reusable software component.  ...  The proposed model makes possible the recommendation of interrelated components, as ontology and taxonomies characteristics were incorporated in Hadoop environment.  ...  In this model text mining with meta-data is implemented in the SRS document where the where the whole text are mined.  ... 
doi:10.21817/ijet/2017/v9i4/170904061 fatcat:img43w6gqrajvpsjfbw2ffdqai
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