INTEGRATION OF XML DATA IN PEER-TO-PEER E-COMMERCE APPLICATIONS
|
|
|
- Dinah Hall
- 10 years ago
- Views:
Transcription
1 INTEGRATION OF XML DATA IN PEER-TO-PEER E-COMMERCE APPLICATIONS Tadeusz Pankowski 1,2 1 Institute of Control and Information Engineering Poznan University of Technology Pl. M.S.-Curie 5, Poznan [email protected] 2 Faculty of Mathematics and Computer Science Adam Mickiewicz University ul.umultowska 87, Poznan [email protected] Abstract E-commerce applications need new solutions in the field of integration, interchange and transformation of data across global marketplace. Such advanced data management features, which are expected to be done automatically or semiautomatically, are necessary when a party looks for potential business partners, a buyer wants to find relevant supplier of the products, a seller wants to find potential customers, business partners negotiate a deal, and so on. In these e-commerce applications distributed systems based on traditional client-server paradigm are nowadays replaced by peer-to-peer (P2P) systems. The goal of data management in P2P systems is to make use of a decentralized, easy extensible architecture in which any user can contribute new data, new schemas and mappings between other peer s schemas. P2P data management systems replace traditional data integration systems based on single global schema with an interlinked collection of semantic mappings between peers individual schemas. The paper discuss this kind of P2P data management in e-commerce settings. New proposal concerning schema mapping specification and query reformulation is presented. Keywords: Data integration, XML databases, query reformulation, schema mapping, Peer Database Management Systems, P2P e-commerce 1. Introduction E-commerce (electronic commerce) covers trading activities that are supported by variety of information and communication technologies. A new generation of e-commerce applications such as B2B (Business-To-Business) and
2 2 EAI (Enterprise Application Integration) requires new standards and new technologies. Such new technologies are developed and provided among others by P2P (Peer-to-Peer) computing and PDMS (Peer Data Management Systems) [Bernstein et al., 2002; Tatarinov and Halevy, 2004]. B2B P2P e-commerce opens up new possibilities of trade, where new business partners from around the globe can be found, their offers can be compared, even complex negotiations can be conducted electronically, and a contract can be drown up and fulfilled via an electronic marketplace. Thus, market places for B2B e-commerce require integration and interoperation of several systems (e.g. product databases, order processing systems) across multiple organizations. E-commerce is carried on in a highly dynamic environment, some companies enter the marketplace some others are dropped out. The data flow is bi-directional, i.e. data has to be transferred back to participants as well (orders, product lists). The system must be adaptable for different environments, as the electronic marketplace covers many countries with different languages and different legal regulations. A basic functionality of a system supporting e-commerce applications is the integration of external data sources or data services. To solve the problem of data integration one can use the idea of federated database system [Sheth and Larson, 1990]. Then a key component of a federated system is a global business data repository which plays the role of a global schema (mediator): all requests by the client application are sent to the repository. The mediator then looks up its resources (metadata repository) and sends the query to the appropriate source. The result is received by the mediator and then sent back to the client application in the desired format. Such a solution was proposed in [Quix et al., 2002]. This approach is based on a centralized client-server architecture in which servers represent vendors or marketplaces and customers are represented by clients. Nowadays and after the great success of file sharing systems, such as Napster, Gnutella and BitTorrent, another more decentralized approach referred to as Peer-to-Peer comes into use [Bernstein et al., 2002; Calvanese et al., 2004]. P2P systems are characterized by an architecture constituted by various autonomous nodes (called peers) which hold information, and which are linked to other nodes by means of mappings. In P2P data sharing and data integration, each peer exports data in terms of its own schema, and data interoperation is achieved by means of mappings among the peer schemas. One of the challenges in these systems is answering queries posed to one peer taking into account the mappings. This can be achieved by so called query reformulation [Halevy, 2001],[Lenzerini, 2002],[Madhavan and Halevy, 2003], [Pankowski, 2005],[Tatarinov and Halevy, 2004],[Yu and Popa, 2004]. A system supporting query reformulation does not need to materialize a target view over sources. Instead, a target query is reformulated into a set of
3 Integration of XML Data inpeer-to-peer E-commerce Applications 3 source queries that can be processed in underlying sources, and partial answers are merged to obtain the final result. In both cases, the central problem is how to describe the correspondence or mappings between the source data and the target data. Mappings are usually specified as high-level assertions that state how source elements correspond to target elements at schema and/or instance level. So, schema-level, instance-level or hybrid approaches to source-target mappings may be distinguished [Rahm and Bernstein, 2001]. In the case of schema mapping only schema information, not instance data, is taken into account. Schema mappings can be given manually, perhaps supported by a graphical user interface, or they can be derived semi-automatically [Miller et al., 2000; Popa et al., 2002] based on schema matching algorithms [Rahm and Bernstein, 2001]. For query reformulation in relational data integration systems, schema mappings have been defined using GAV (global-asview), LAV (local-as-view) or GLAV (global-and-local-as-view) approaches [Calvanese et al., 2004; Halevy, 2001; Lenzerini, 2002; Ullman, 1997]. The main contributions of this paper are the following. We propose a method for specifying mappings between schemas of peer XML data repositories. The source-to-target mapping specification is based on Skolem functions. Any invocation SF (x 1,..., x n ) of a Skolem function SF returns the same node identifier for the same values of arguments x 1,..., x n. For different Skolem functions and for different values of arguments returned identifiers (nodes) are distinct. Arguments of a Skolem function are defined by means of path expressions returning text values. The mapping is specified as an expression of a mapping language that asserts source-to-target dependencies [Fagin et al., 2004]. Two kinds of dependencies are taken into account: (a) source-to-target node generating dependencies, where a Skolem function is assign to each absolute target path (i.e. a path starting from the root of a target schema) and establishes a one-to-one relationship (modulo the function name) between tuples of text values of source nodes and target nodes; and (b) source-to-target value dependencies that constrain relationships between leaf node text values in source and target data trees. Next, we propose rewriting rules for query reformulation. A query reformulation is defined as rewriting process leading from a target query to a required source query. Both, mapping specification and query reformulation are illustrated by examples relevant to e-commerce applications. The paper is structured as follows. In Section 2 we introduce some concepts concerning XML data and XML path expressions. Then we define a method to specify schema mappings based on Skolem functions. Classes of source-totarget and value dependences are discussed and illustrated by an example. In Section 3 we propose rewriting rules for query reformulation. Application of these rules is illustrated in Section 4. Section 5 concludes the paper.
4 14 (R1 1) (R2 2) (R1 3) (R3 4) (R5 4) (R4 5) F t : $p 3/P arts/p art M e : F P art ($x/pid) 3/P arts/p art M f : $x ω : [$p $p ]; F s : $p F t : $s in $p/offers M e : F Offers ($x/pid) 3/P arts/p art/offers M e : F P art($x/pid) 3/P arts/p art M f : $x ω : [$p $p ] ω : [$s $s ]; F s : $s W s : $p /P Id = $s /P Id F t : $o M e : F Offer ($x/sid, $x/pid) M f : $x ω : [$o $o ]; F s : $o W t : $s/oid = $o/oid W s : $s /P Id = $o /P Id $s /SId = $o /SId V al : $s/oid M e : F OId ($x/sid, $x/p Id) 3/P arts/p art/offers/oid M e : F Offers ($x/p Id) 3/P arts/p art/offers M f : $x ω : [$s $s ] R : ($s /SId, $s /P Id) R t : $p/p Id M e : F P Id ($x/p Id) 3/P arts/p art/p Id M v 3/P arts/p art/p Id = (1) R s : $p /P Id Figure 10. Reformulation of query Q using mapping M 1,3 and rewriting rules from Figure 6 5. Conclusion This paper presents a novel approach to XML query reformulation based on Skolem functions and its application to data integration and data sharing in the context of P2P e-commerce systems. We propose a new method for schema mapping specification between heterogeneous data sources and rewriting rules for query reformulation in an environment of cooperating peers. Such advanced data management features provide a new facility in the field of integration, interchange and transformation of data across global marketplace. The described method is a part of our work on data integration [Pankowski and Hunt, 2005] and transformation of heterogeneous data sources [Pankowski, 2004]. Current work is devoted to evaluate algorithms in real word scenarios.
5 References Abiteboul, S., Buneman, P., and Suciu, D. (2000). Data on the Web. From Relational to Semistructured Data and XML. Morgan Kaufmann, San Francisco. Bernstein, P. A., Giunchiglia, F., Kementsietsidis, A., Mylopoulos, J., Serafini, L., and Zaihrayeu, I. (2002). Data management for peer-to-peer computing: A vision. In Proc. of the 5th International Workshop on the Web and Databases (WebDB 2002), pages 1 6. Calvanese, D., Giacomo, G. D., Lenzerini, M., and Rosati, R. (2004). Logical Foundations of Peer-To-Peer Data Integration. In Proc. of the 23rd ACM SIGMOD Symposium on Principles of Database Systems (PODS 2004), pages Fagin, R., Popa, L., Kolaitis, P., and Tan, W.-C. (2004). Composing schema mappings: Secondorder dependencies to the rescue. In Proc. of the 23th ACM SIGMOD Symposium on Principles of Database Systems (PODS 2004), pages Halevy, A. Y. (2001). Answering queries using views: A survey. VLDB Journal, 10(4): Lenzerini, M. (2002). Data integration: a theoretical perspective. In Proc. of the 21th ACM SIGMOD Symposium on Principles of Database Systems (PODS 2002), pages Madhavan, J. and Halevy, A. Y. (2003). Composing mappings among data sources. In Proc. of the 29th International Conference on Very Large Data Bases, VLDB 2003, Berlin, Germany, pages Miller, R. J., Haas, L. M., and Hernandez:, M. A. (2000). Schema mapping as query discovery. In Proc. of the 26th International Conference on Very Large Data Bases, VLDB 2000, Cairo, Egypt, pages Pankowski, T. (2004). A High-Level Language for Specifying XML Data Transformations, In: Advances in Databases and Information Systems, ADBIS Lecture Notes in Computer Science, 3255: Pankowski, T. (2005). Specifying Schema Mappings for Query Reformulation in Data Integration Systems. In Proc. of the 3-rd Atlantic Web Intelligence Conference - AWIC 2005, Lecture Notes in Artificial Intelligence 3528, Springer-Verlag, pages Pankowski, T. and Hunt, E. (2005). Data merging in life science data integration systems. In Intelligent Information Systems, New Trends in Intelligent Information Processing and Web Mining. Advances in Soft Computing, Springer Verlag, pages Popa, L., Velegrakis, Y., Miller, R. J., Hernandez, M. A., and Fagin, R. (2002). Translating web data. In Proc. of the 28th International Conference on Very Large Data Bases, VLDB 2002, Hong Kong, China, pages Quix, C., Schoop, M., and Jeusfeld, M. A. (2002). Business Data Management for B2B Electronic Commerce. SIGMOD Record, 31(1): Rahm, E. and Bernstein, P. A. (2001). A survey of approaches to automatic schema matching. The VLDB Journal, 10(4): Sheth, A. P. and Larson, J. A. (1990). Federated database systems for managing distributed, heterogeneous, and autonomous databases. ACM Computing Surveys, 22(3): Tatarinov, I. and Halevy, A. (2004). Efficient query reformulation in peer data management systems. In Proc. of the 2004 ACM SIGMOD International Conference on Management of Data, pages Ullman, J. D. (1997). Information integration using logical views. in: Database Theory - ICDT Lecture Notes in Computer Science, 1186: XQuery 1.0: An XML Query Language. W3C Working Draft (2002). xquery. XQuery 1.0 and XPath 2.0 Data Model. W3C Working Draft (2002). querydatamodel. Yu, C. and Popa, L. (2004). Constraint-based XML query rewriting for data integration. In Proc. of the 2004 ACM SIGMOD Conference, pages
Schema mapping and query reformulation in peer-to-peer XML data integration system
Control and Cybernetics vol. 38 (2009) No. 1 Schema mapping and query reformulation in peer-to-peer XML data integration system by Tadeusz Pankowski Institute of Control and Information Engineering Poznań
Peer Data Management Systems Concepts and Approaches
Peer Data Management Systems Concepts and Approaches Armin Roth HPI, Potsdam, Germany Nov. 10, 2010 Armin Roth (HPI, Potsdam, Germany) Peer Data Management Systems Nov. 10, 2010 1 / 28 Agenda 1 Large-scale
Grid Data Integration based on Schema-mapping
Grid Data Integration based on Schema-mapping Carmela Comito and Domenico Talia DEIS, University of Calabria, Via P. Bucci 41 c, 87036 Rende, Italy {ccomito, talia}@deis.unical.it http://www.deis.unical.it/
Translating WFS Query to SQL/XML Query
Translating WFS Query to SQL/XML Query Vânia Vidal, Fernando Lemos, Fábio Feitosa Departamento de Computação Universidade Federal do Ceará (UFC) Fortaleza CE Brazil {vvidal, fernandocl, fabiofbf}@lia.ufc.br
The Role of Ontologies in Data Integration
The Role of Ontologies in Data Integration Isabel F. Cruz Huiyong Xiao ADVIS Lab Department of Computer Science University of Illinois at Chicago, USA {ifc hxiao}@cs.uic.edu Abstract In this paper, we
Integrating XML Data Sources using RDF/S Schemas: The ICS-FORTH Semantic Web Integration Middleware (SWIM)
Integrating XML Data Sources using RDF/S Schemas: The ICS-FORTH Semantic Web Integration Middleware (SWIM) Extended Abstract Ioanna Koffina 1, Giorgos Serfiotis 1, Vassilis Christophides 1, Val Tannen
Integrating Heterogeneous Data Sources Using XML
Integrating Heterogeneous Data Sources Using XML 1 Yogesh R.Rochlani, 2 Prof. A.R. Itkikar 1 Department of Computer Science & Engineering Sipna COET, SGBAU, Amravati (MH), India 2 Department of Computer
Query Answering in Peer-to-Peer Data Exchange Systems
Query Answering in Peer-to-Peer Data Exchange Systems Leopoldo Bertossi and Loreto Bravo Carleton University, School of Computer Science, Ottawa, Canada {bertossi,lbravo}@scs.carleton.ca Abstract. The
Web-Based Genomic Information Integration with Gene Ontology
Web-Based Genomic Information Integration with Gene Ontology Kai Xu 1 IMAGEN group, National ICT Australia, Sydney, Australia, [email protected] Abstract. Despite the dramatic growth of online genomic
GRIDB: A SCALABLE DISTRIBUTED DATABASE SHARING SYSTEM FOR GRID ENVIRONMENTS *
GRIDB: A SCALABLE DISTRIBUTED DATABASE SHARING SYSTEM FOR GRID ENVIRONMENTS * Maha Abdallah Lynda Temal LIP6, Paris 6 University 8, rue du Capitaine Scott 75015 Paris, France [abdallah, temal]@poleia.lip6.fr
Query Processing in Data Integration Systems
Query Processing in Data Integration Systems Diego Calvanese Free University of Bozen-Bolzano BIT PhD Summer School Bressanone July 3 7, 2006 D. Calvanese Data Integration BIT PhD Summer School 1 / 152
Logical and categorical methods in data transformation (TransLoCaTe)
Logical and categorical methods in data transformation (TransLoCaTe) 1 Introduction to the abbreviated project description This is an abbreviated project description of the TransLoCaTe project, with an
OWL based XML Data Integration
OWL based XML Data Integration Manjula Shenoy K Manipal University CSE MIT Manipal, India K.C.Shet, PhD. N.I.T.K. CSE, Suratkal Karnataka, India U. Dinesh Acharya, PhD. ManipalUniversity CSE MIT, Manipal,
Constraint-based Query Distribution Framework for an Integrated Global Schema
Constraint-based Query Distribution Framework for an Integrated Global Schema Ahmad Kamran Malik 1, Muhammad Abdul Qadir 1, Nadeem Iftikhar 2, and Muhammad Usman 3 1 Muhammad Ali Jinnah University, Islamabad,
A MEDIATION LAYER FOR HETEROGENEOUS XML SCHEMAS
A MEDIATION LAYER FOR HETEROGENEOUS XML SCHEMAS Abdelsalam Almarimi 1, Jaroslav Pokorny 2 Abstract This paper describes an approach for mediation of heterogeneous XML schemas. Such an approach is proposed
Data Integration. Maurizio Lenzerini. Universitá di Roma La Sapienza
Data Integration Maurizio Lenzerini Universitá di Roma La Sapienza DASI 06: Phd School on Data and Service Integration Bertinoro, December 11 15, 2006 M. Lenzerini Data Integration DASI 06 1 / 213 Structure
A Tutorial on Data Integration
A Tutorial on Data Integration Maurizio Lenzerini Dipartimento di Informatica e Sistemistica Antonio Ruberti, Sapienza Università di Roma DEIS 10 - Data Exchange, Integration, and Streaming November 7-12,
Peer Data Exchange. ACM Transactions on Database Systems, Vol. V, No. N, Month 20YY, Pages 1 0??.
Peer Data Exchange Ariel Fuxman 1 University of Toronto Phokion G. Kolaitis 2 IBM Almaden Research Center Renée J. Miller 1 University of Toronto and Wang-Chiew Tan 3 University of California, Santa Cruz
Declarative Rule-based Integration and Mediation for XML Data in Web Service- based Software Architectures
Declarative Rule-based Integration and Mediation for XML Data in Web Service- based Software Architectures Yaoling Zhu A dissertation submitted in fulfillment of the requirement for the award of Master
Using Ontologies to Enhance Data Management in Distributed Environments
Using Ontologies to Enhance Data Management in Distributed Environments Carlos Eduardo Pires 1, Damires Souza 2, Bernadette Lóscio 3, Rosalie Belian 4, Patricia Tedesco 3 and Ana Carolina Salgado 3 1 Federal
XOP: Sharing XML Data Objects through Peer-to-Peer Networks
22nd International Conference on Advanced Information Networking and Applications XOP: Sharing XML Data Objects through Peer-to-Peer Networks Itamar de Rezende, Frank Siqueira Department of Informatics
Query Reformulation: Data Integration Approach to Multi Domain Query Answering System
Niharika Pujari, Debahuti Mishra and Kaberi Das 66 Query Reformulation: Data Integration Approach to Multi Domain Query Answering System Niharika Pujari Department of Information Technology Institute of
An XML Framework for Integrating Continuous Queries, Composite Event Detection, and Database Condition Monitoring for Multiple Data Streams
An XML Framework for Integrating Continuous Queries, Composite Event Detection, and Database Condition Monitoring for Multiple Data Streams Susan D. Urban 1, Suzanne W. Dietrich 1, 2, and Yi Chen 1 Arizona
Enforcing Data Quality Rules for a Synchronized VM Log Audit Environment Using Transformation Mapping Techniques
Enforcing Data Quality Rules for a Synchronized VM Log Audit Environment Using Transformation Mapping Techniques Sean Thorpe 1, Indrajit Ray 2, and Tyrone Grandison 3 1 Faculty of Engineering and Computing,
Data Integration and Exchange. L. Libkin 1 Data Integration and Exchange
Data Integration and Exchange L. Libkin 1 Data Integration and Exchange Traditional approach to databases A single large repository of data. Database administrator in charge of access to data. Users interact
Data Integration using Agent based Mediator-Wrapper Architecture. Tutorial Report For Agent Based Software Engineering (SENG 609.
Data Integration using Agent based Mediator-Wrapper Architecture Tutorial Report For Agent Based Software Engineering (SENG 609.22) Presented by: George Shi Course Instructor: Dr. Behrouz H. Far December
Model-Mapping Approaches for Storing and Querying XML Documents in Relational Database: A Survey
Model-Mapping Approaches for Storing and Querying XML Documents in Relational Database: A Survey 1 Amjad Qtaish, 2 Kamsuriah Ahmad 1 School of Computer Science, Faculty of Information Science and Technology,
Caching XML Data on Mobile Web Clients
Caching XML Data on Mobile Web Clients Stefan Böttcher, Adelhard Türling University of Paderborn, Faculty 5 (Computer Science, Electrical Engineering & Mathematics) Fürstenallee 11, D-33102 Paderborn,
Constraint-Based XML Query Rewriting for Data Integration
Constraint-Based XML Query Rewriting for Data Integration Cong Yu Department of EECS, University of Michigan [email protected] Lucian Popa IBM Almaden Research Center [email protected] ABSTRACT
A View Integration Approach to Dynamic Composition of Web Services
A View Integration Approach to Dynamic Composition of Web Services Snehal Thakkar, Craig A. Knoblock, and José Luis Ambite University of Southern California/ Information Sciences Institute 4676 Admiralty
RESEARCH ISSUES IN PEER-TO-PEER DATA MANAGEMENT
RESEARCH ISSUES IN PEER-TO-PEER DATA MANAGEMENT Bilkent University 1 OUTLINE P2P computing systems Representative P2P systems P2P data management Incentive mechanisms Concluding remarks Bilkent University
Conceptual Workflow for Complex Data Integration using AXML
Conceptual Workflow for Complex Data Integration using AXML Rashed Salem, Omar Boussaïd and Jérôme Darmont Université de Lyon (ERIC Lyon 2) 5 av. P. Mendès-France, 69676 Bron Cedex, France Email: [email protected]
Technologies for a CERIF XML based CRIS
Technologies for a CERIF XML based CRIS Stefan Bärisch GESIS-IZ, Bonn, Germany Abstract The use of XML as a primary storage format as opposed to data exchange raises a number of questions regarding the
A Model-based Software Architecture for XML Data and Metadata Integration in Data Warehouse Systems
Proceedings of the Postgraduate Annual Research Seminar 2005 68 A Model-based Software Architecture for XML and Metadata Integration in Warehouse Systems Abstract Wan Mohd Haffiz Mohd Nasir, Shamsul Sahibuddin
Quality-aware Service-Oriented Data Integration: Requirements, State of the Art and Open Challenges
Quality-aware Service-Oriented Data Integration: Requirements, State of the Art and Open Challenges Schahram Dustdar Reinhard Pichler Vadim Savenkov Hong-Linh Truong Vienna University of Technology {dustdar,truong}@infosys.tuwien.ac.at
SWAP: ONTOLOGY-BASED KNOWLEDGE MANAGEMENT WITH PEER-TO-PEER TECHNOLOGY
SWAP: ONTOLOGY-BASED KNOWLEDGE MANAGEMENT WITH PEER-TO-PEER TECHNOLOGY M. EHRIG, C. TEMPICH AND S. STAAB Institute AIFB University of Karlsruhe 76128 Karlsruhe, Germany E-mail: {meh,cte,sst}@aifb.uni-karlsruhe.de
Principles of Distributed Database Systems
M. Tamer Özsu Patrick Valduriez Principles of Distributed Database Systems Third Edition
XML Data Integration in OGSA Grids
XML Data Integration in OGSA Grids Carmela Comito and Domenico Talia University of Calabria Italy [email protected] Outline Introduction Data Integration and Grids The XMAP Data Integration Framework
Towards Semantics-Enabled Distributed Infrastructure for Knowledge Acquisition
Towards Semantics-Enabled Distributed Infrastructure for Knowledge Acquisition Vasant Honavar 1 and Doina Caragea 2 1 Artificial Intelligence Research Laboratory, Department of Computer Science, Iowa State
Supporting Change-Aware Semantic Web Services
Supporting Change-Aware Semantic Web Services Annika Hinze Department of Computer Science, University of Waikato, New Zealand [email protected] Abstract. The Semantic Web is not only evolving into
Structured and Semi-Structured Data Integration
UNIVERSITÀ DEGLI STUDI DI ROMA LA SAPIENZA DOTTORATO DI RICERCA IN INGEGNERIA INFORMATICA XIX CICLO 2006 UNIVERSITÉ DE PARIS SUD DOCTORAT DE RECHERCHE EN INFORMATIQUE Structured and Semi-Structured Data
A Semantic Marketplace of Peers Hosting Negotiating Intelligent Agents
A Semantic Marketplace of Peers Hosting Negotiating Intelligent Agents Theodore Patkos and Dimitris Plexousakis Institute of Computer Science, FO.R.T.H. Vassilika Vouton, P.O. Box 1385, GR 71110 Heraklion,
Data Integration Hub for a Hybrid Paper Search
Data Integration Hub for a Hybrid Paper Search Jungkee Kim 1,2, Geoffrey Fox 2, and Seong-Joon Yoo 3 1 Department of Computer Science, Florida State University, Tallahassee FL 32306, U.S.A., [email protected],
Data Integration: The Teenage Years
Data Integration: The Teenage Years Alon Halevy Google Inc. [email protected] Anand Rajaraman Kosmix Corp. [email protected] Joann Ordille Avaya Labs [email protected] 1. INTRODUCTION Data integration is
Detection of Corrupted Schema Mappings in XML Data Integration Systems
Detection of Corrupted Schema Mappings in XML Data Integration Systems DARIO COLAZZO LRI and CARLO SARTIANI Università di Pisa In modern data integration scenarios, many remote data sources are located
Modern Databases. Database Systems Lecture 18 Natasha Alechina
Modern Databases Database Systems Lecture 18 Natasha Alechina In This Lecture Distributed DBs Web-based DBs Object Oriented DBs Semistructured Data and XML Multimedia DBs For more information Connolly
A Framework and Architecture for Quality Assessment in Data Integration
A Framework and Architecture for Quality Assessment in Data Integration Jianing Wang March 2012 A Dissertation Submitted to Birkbeck College, University of London in Partial Fulfillment of the Requirements
Query reformulation for an XML-based Data Integration System
Query reformulation for an XML-based Data Integration System Bernadette Farias Lóscio Ceará State University Av. Paranjana, 1700, Itaperi, 60740-000 - Fortaleza - CE, Brazil +55 85 3101.8600 [email protected]
Data Quality in Information Integration and Business Intelligence
Data Quality in Information Integration and Business Intelligence Leopoldo Bertossi Carleton University School of Computer Science Ottawa, Canada : Faculty Fellow of the IBM Center for Advanced Studies
A View Integration Approach to Dynamic Composition of Web Services
A View Integration Approach to Dynamic Composition of Web Services Snehal Thakkar University of Southern California/ Information Sciences Institute 4676 Admiralty Way, Marina Del Rey, California 90292
Schema Mediation in Peer Data Management Systems
Schema Mediation in Peer Data Management Systems Alon Y. Halevy Zachary G. Ives Dan Suciu Igor Tatarinov University of Washington Seattle, WA, USA 98195-2350 {alon,zives,suciu,igor}@cs.washington.edu Abstract
Cloud-dew architecture: realizing the potential of distributed database systems in unreliable networks
Int'l Conf. Par. and Dist. Proc. Tech. and Appl. PDPTA'15 85 Cloud-dew architecture: realizing the potential of distributed database systems in unreliable networks Yingwei Wang 1 and Yi Pan 2 1 Department
