Persistent Link:
http://hdl.handle.net/10150/194425
Title:
Indexing XML Data for Efficient Twig Pattern Matching
Author:
Rao, Praveen
Issue Date:
2007
Publisher:
The University of Arizona.
Rights:
Copyright © is held by the author. Digital access to this material is made possible by the University Libraries, University of Arizona. Further transmission, reproduction or presentation (such as public display or performance) of protected items is prohibited except with permission of the author.
Abstract:
The Extensible Markup Language XML has become the de facto standard for information representation and interchange on the Internet. In this dissertation, I address the problem of indexing and querying XML in two environments, namely, (a) a traditional environment where data is centrally stored and (b) a growingly popular peer-to-peer (P2P) environment. In a traditional enviroment, the index built over XML data is typicallycentralized. On the other hand, due to the distributed nature of the data in a P2P system, the index is also distributed. Due to the different models of storing data in these two environments, I propose two different XML indexing schemes for efficient query processing.In a traditional environment, a core operation is tofind all occurrences of a given query pattern in the database. I propose a new way of indexing XML documents and processing query patterns. Every XML document in the database is transformed into a sequence of labels by Prüfer's method that constructs a one-to-one correspondence between trees and sequences.During query processing, a query pattern is also transformed into its Prüfer sequence. By performing subsequence matching on the set of sequences in the database, and performing a series of refinement phasesthat I have developed, all the occurrences of a query pattern can be found in the database. Furthermore, I show that all correct answers are found without any false dismissals or false alarms. I present the design, implementation, and experimental evaluation of the PRIX system that I have developed for this purpose.Coupled with the growing popularity of P2P systems, XML is commonly used as an underlying data model for P2P applications to handle the heterogeneity of the data and limited expressiveness of queries. Locating relevant data sources across a large number of participating peers is an important challenge. In this environment, the challenge is to quickly test the existence ofa query pattern in XML documents published by usersrather than finding all their occurrences. PRIX finds all occurrences of a query pattern and hence is not the best solution. Moreover, in a P2P environment, a distributed and decentralized index is necessary. Therefore, I propose a distributed indexing scheme for XML documents to quickly test for existence of query patterns based on polynomial signatures. In this scheme,each XML document is mapped into an algebraic signature that captures the structural summary of the document.The participating peers in the network collectively maintain a distributed and hierarchical index over the signatures. By virtue of the signature index, the signatures of documents with similar structural characteristics tend to be stored together at the same peer, and a search for document sources is resolved quickly. I present the design, implementation, and empirical evaluation of the psiX system that I have developed for this purpose. The signature scheme proposed in psiX can be applied to querying heterogeneous XML databases.
Type:
text; Electronic Dissertation
Keywords:
Computer Science.
Degree Name:
Ph.D.
Degree Level:
doctoral
Degree Program:
Computer Science; Graduate College
Degree Grantor:
University of Arizona
Advisor:
Moon, Bongki
Committee Chair:
Moon, Bongki

Full metadata record

DC FieldValue Language
dc.language.isoenen_US
dc.titleIndexing XML Data for Efficient Twig Pattern Matchingen_US
dc.creatorRao, Praveenen_US
dc.contributor.authorRao, Praveenen_US
dc.date.issued2007en_US
dc.publisherThe University of Arizona.en_US
dc.rightsCopyright © is held by the author. Digital access to this material is made possible by the University Libraries, University of Arizona. Further transmission, reproduction or presentation (such as public display or performance) of protected items is prohibited except with permission of the author.en_US
dc.description.abstractThe Extensible Markup Language XML has become the de facto standard for information representation and interchange on the Internet. In this dissertation, I address the problem of indexing and querying XML in two environments, namely, (a) a traditional environment where data is centrally stored and (b) a growingly popular peer-to-peer (P2P) environment. In a traditional enviroment, the index built over XML data is typicallycentralized. On the other hand, due to the distributed nature of the data in a P2P system, the index is also distributed. Due to the different models of storing data in these two environments, I propose two different XML indexing schemes for efficient query processing.In a traditional environment, a core operation is tofind all occurrences of a given query pattern in the database. I propose a new way of indexing XML documents and processing query patterns. Every XML document in the database is transformed into a sequence of labels by Prüfer's method that constructs a one-to-one correspondence between trees and sequences.During query processing, a query pattern is also transformed into its Prüfer sequence. By performing subsequence matching on the set of sequences in the database, and performing a series of refinement phasesthat I have developed, all the occurrences of a query pattern can be found in the database. Furthermore, I show that all correct answers are found without any false dismissals or false alarms. I present the design, implementation, and experimental evaluation of the PRIX system that I have developed for this purpose.Coupled with the growing popularity of P2P systems, XML is commonly used as an underlying data model for P2P applications to handle the heterogeneity of the data and limited expressiveness of queries. Locating relevant data sources across a large number of participating peers is an important challenge. In this environment, the challenge is to quickly test the existence ofa query pattern in XML documents published by usersrather than finding all their occurrences. PRIX finds all occurrences of a query pattern and hence is not the best solution. Moreover, in a P2P environment, a distributed and decentralized index is necessary. Therefore, I propose a distributed indexing scheme for XML documents to quickly test for existence of query patterns based on polynomial signatures. In this scheme,each XML document is mapped into an algebraic signature that captures the structural summary of the document.The participating peers in the network collectively maintain a distributed and hierarchical index over the signatures. By virtue of the signature index, the signatures of documents with similar structural characteristics tend to be stored together at the same peer, and a search for document sources is resolved quickly. I present the design, implementation, and empirical evaluation of the psiX system that I have developed for this purpose. The signature scheme proposed in psiX can be applied to querying heterogeneous XML databases.en_US
dc.typetexten_US
dc.typeElectronic Dissertationen_US
dc.subjectComputer Science.en_US
thesis.degree.namePh.D.en_US
thesis.degree.leveldoctoralen_US
thesis.degree.disciplineComputer Scienceen_US
thesis.degree.disciplineGraduate Collegeen_US
thesis.degree.grantorUniversity of Arizonaen_US
dc.contributor.advisorMoon, Bongkien_US
dc.contributor.chairMoon, Bongkien_US
dc.contributor.committeememberAndrews, Gregory R.en_US
dc.contributor.committeememberBarnard, Kobusen_US
dc.contributor.committeememberZhang, Beichuanen_US
dc.identifier.proquest2344en_US
dc.identifier.oclc659748221en_US
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