The Role of Ontology in Information Management

The Role of Ontology in Information Management

UNLV Retrospective Theses & Dissertations 1-1-2003 The role of ontology in information management Renato de Freitas Marteleto University of Nevada, Las Vegas Follow this and additional works at: https://digitalscholarship.unlv.edu/rtds Repository Citation Marteleto, Renato de Freitas, "The role of ontology in information management" (2003). UNLV Retrospective Theses & Dissertations. 1494. http://dx.doi.org/10.25669/0fz6-zsye This Thesis is protected by copyright and/or related rights. It has been brought to you by Digital Scholarship@UNLV with permission from the rights-holder(s). You are free to use this Thesis in any way that is permitted by the copyright and related rights legislation that applies to your use. For other uses you need to obtain permission from the rights-holder(s) directly, unless additional rights are indicated by a Creative Commons license in the record and/ or on the work itself. This Thesis has been accepted for inclusion in UNLV Retrospective Theses & Dissertations by an authorized administrator of Digital Scholarship@UNLV. For more information, please contact [email protected]. THE ROLE OF ONTOLOGY IN INFORMATION MANAGEMENT by Renato de Ereitas Marteleto Bachelor of Science Universidade Federal de Ouro Preto - Brazil 1999 A thesis submitted in partial fulfillment of the requirements for the Master of Science in Computer Science Department of Computer Science Howard R. Hughes College of Engineering Graduate College University of Nevada, Las Vegas M ay 2003 Reproduced with permission of the copyright owner. Further reproduction prohibited without permission. UMI Number: 1414535 Marteleto, Renato de Freitas All rights reserved. UMI UMI Microform 1414535 Copyright 2003 by ProQuest Information and Learning Company. All rights reserved. This microform edition is protected against unauthorized copying under Title 17, United States Code. ProQuest Information and Learning Company 300 North Zeeb Road P.O. Box 1346 Ann Arbor, Ml 48106-1346 Reproduced with permission of the copyright owner. Further reproduction prohibited without permission. Thesis Approval The Graduate College University of Nevada, Las Vegas APRIL 4TH 03 _, 20. The Thesis prepared by RENATO MARTELETO Entitled THE ROLE OF ONTOLOGY IN INFORMATION MANAGEMENT is approved in partial fulfillment of the requirements for the degree of MASTER OF SCIENCE IN COMPUTER SCIENCE Examination Committee Chair of the Graduate College Examination Committee Member Examination Committee Member raduate College Faculty Representative 1017-53 11 Reproduced with permission of the copyright owner. Further reproduction prohibited without permission. ABSTRACT The Role of Ontology in Information Management by Renato de Freitas Marteleto Dr. Kazem Taghva, Examination Committee Chair Professor of Computer Science University of Nevada, Las Vegas The question posed in this thesis is how the use of ontologies by information systems affects their development and their performance. Several aspects about ontologies are presented, namely design and implementation issues, representational languages, and tools for ontology manipulation. The effects of the combination of ontologies and information systems are then investigated. An ontology-based tool to identify email message features is presented, and its implementation and execution details are discussed. The use of ontologies by information systems provides a better understanding about their requirements, reduces their development time, and supports knowledge management during execution time. Ill Reproduced with permission of the copyright owner. Further reproduction prohibited without permission. TABLE OE CONTENTS ABSTRACT .......................................................................................................................... iü LIST OF FIGURES ......................................................................................................... v ACKNOWLEDGMENTS.................................................................................................. vi CHAPTER 1 INTRODUCTION .................................................................................. 1 CHAPTER 2 ONTOLOGY ........................................................................................ 3 Knowledge Representation .................................................................................... 4 Ontology Engineering .............................................................................................. 7 Ontology Integration .............................................................................................. 9 Ontology Classification .............................................................................................. 11 Ontology and Knowledge Representation Technologies ..................................... 12 Ontology Tools............................................................................................................... 23 CHAPTER 3 ONTOLOGY AND INFORMATION SYSTEMS...................... 30 The Semantic Web ..................................................................................................... 31 CHAPTER 4 EMAIL CLASSIFIER: A CASE STUDY .................................... 35 Email Ontology ............................................................................................................ 36 RuleML ......................................................................................................................... 37 Onto Ja v a ......................................................................................................................... 38 The Working System and Results ....................................................................... 40 CHAPTER 5 CONCLUSION AND FUTURE WORK .................................... 43 BIBLIOGRAPHY ............................................................................................................... 46 VITA ....................................................................................................................................... 54 IV Reproduced with permission of the copyright owner. Further reproduction prohibited without permission. LIST OF FIGURES 1 Relation Among Classes of Ontologies .................................................................. 12 2 Email Classifier ........................................................................................................ 35 3 Email Ontology ........................................................................................................ 36 4 Onto Java ................................................................................................................... 39 5 Original and Duplicated Ontology ......................................................................... 41 6 Email Features Identifier ................................................................................... 42 Reproduced with permission of the copyright owner. Further reproduction prohibited without permission. ACKNOWLEDGMENTS I would like to thank Dr. Datta for the opportunity to be here. I really appreciate the assistance and directions you have given me. Some teachings are to be carried for life. Thank you, Dr. Taghva, for the opportunity to work at ISRI and for the insights that have made this research possible. Thank you for all your patience. I would also like to thank Dr. Nartker and Theo Lazarakis for all the time they have spent to help me improve my writing style and readability of this work. Thank you. Dr. Batista, for all the help. Thank Ze, Dani, and Rosagela for the patience and great time together. Very special thanks to my Mom and brothers for the support and love. Thank you Boris, Jiraya, Camila, Tata, Dona, Ide, Brou, Carol, and all who were not cited here but believed that it would be possible. Gratitude goes out to Steve Lumos and Claudio Henrique for all their DT]eX help. VI Reproduced with permission of the copyright owner. Further reproduction prohibited without permission. CHAPTER 1 INTRODUCTION The term Ontology was first presented by Aristotle in Metaphysics. His studies about the nature of existence and organization of beings drove him to this philosophical branch that attempts to answer questions like what being andis what features are common to all beings [62]. Indeed, the nature of existence of an entity and the identification of its common properties would explain the essence of that particular entity. However, Aristotle did not consider language ambiguities caused by different senses of meanings, and since humans use their language to communicate, some limitations and misunderstandings wouldn’t be avoided. Words with multiple meanings as well as different terms with the same meaning can be found in human languages. Hence, the relation between a word and an entity would be complete only after the interpreter processes the word concept and links it to something in the world. There are some disagreements on a unique definition for ontology in Computer Science. It is reasonably defined in the information systems literature as explicitly formal specifications of the terms in a domain of knowledge and relations among them. An ontology is an abstract and simplified view of the world that it represents. It has been widely applied in natural language processing, in the representation of bioinformatics resources, intelligent information retrieval and classification, and in simulation and modeling. In general, it has a functional purpose that arises in the effort to computerize as much information as possible,

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