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Semantic Web Techniques for Personalization of eGovernment Services SemWAT 2006 1st International ER Workshop on Semantic Web Applications: Theory and Practice Tucson, AZ, November 2006 Fabio Grandi Maria Rita Scalas Università degli Studi di Bologna Federica Mandreoli Riccardo Martoglia Enrico Ronchetti Paolo Tiberio Università degli Studi di Modena e Reggio Emilia
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Overview Our research activities concern the implementation of Web information systems for eGovernment applications Due to development of eGovernment initiatives, more and more on-line resources and services are being made available by Public Administrations (PAs) We make use of temporal database and semantic Web techniques to provide personalized access to such resources and services In particular, we consider multi-version norm texts (stored in XML format) available in Web repositories
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time Original normative text 1 2 new version 3 Importance of versioning Temporal concerns are ubiquitous in the law domain Each normative text changes in time due to different modifications, but keeps its identity The ability to model temporal dimensions is essential for the management of evolving norms it is crucial to reconstruct the consolidated version of a norm also past versions are still important
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Importance of versioning Applicability (semantic) versioning also plays an important role some norms or some of their parts have or acquire a limited applicability personalized version of the norm A version only containing provisions which are applicable to a citizen’s personal case Self-employed Art. 1 (unemployed) xxy yyx yxyx yyyxx xyyx xxy yyx yxyx yyyxx xyyx Art. 2 (self-employed) aab bbab abab abba ab aab bbab abab abba ab Art. 3 (retired) qwqq ww wqqw wq ww qwqq ww wqqw wq ww
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Motivation Large XML collections of norms are made available by the PA on the Web but personalization is: Absent, e.g. http://www.normeinrete.it (temporal versioning partially supported) http://www.normeinrete.it Predefined in the Website structure and contents, e.g. http://www.italia.gov.it (hardwired by human experts following the life-events approach) http://www.italia.gov.it Lack of an effective, flexible, on-demand (“intelligent”, efficient) personalization facility
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Objectives Development of an effective and efficient Web information system where: norms are represented as XML documents dynamics of norms in time is captured limited applicability of norms (and their parts) is captured selective access and reconstruction of versions is supported by a query engine Aimed at: enabling citizens to access personalized versions of multiversion resources improving and optimizing the involvement of citizens in the eGovernance process
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The Technological Infrastructure WEB SERVICES OF PUBLIC ADMINISTRATION WEB SERVICES WITH ONTOLOGY O C XML REPOSITORY OF ANNOTATED NORMS SIMPLEELABORATIONUNIT 1 – identification phase: reconstruction on-the-fly of the digital identity of the authenticated user 1 class C x 2 – classification phase: use of the collected digital identity to classify the citizen with respect to the civic ontology O c 2 Public Administration DB creation /update 3 – querying phase: access and reconstruction of all and only norms which are applicable to the class C x 3 Querying phase
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The Civic Ontology Embodies a classification of citizens based on the distinctions introduced by successive norms that imply some limitations in their applicability (founding acts) At this stage of the project, we manage “tree-like” ontologies (i.e. class taxonomies induced by the IS-A relationship)
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Extension of a previous temporal XML model (D&KE 2005) including: a temporal multi-version XML schema is based on the hierarchical organization of normative texts: contents-section-article-paragraph is based on the hierarchical organization of normative texts: contents-section-article-paragraph at each level of the hierarchy, the history of changes is represented by the (time-stamped) versions produced at each level of the hierarchy, the history of changes is represented by the (time-stamped) versions produced it supports ancestor-descendant inheritance it supports ancestor-descendant inheritance temporal manipulation operations Addition of applicability annotations in order to support semantic versioning The modeling approach
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The temporal XML schema 4 Temporal Dimensions: Publication time time of publication on the Official Journal Validity time time the norm is in force Efficacy time time the norm can be applied Transaction time time the norm is stored in the system Law TitleContents Publication – R Vt_Start – R Vt_End – O Tt_Start – R Tt_End – O Et_Start – R Et_End – O An_ref – O Ver Section Ver Article Ver Heading Paragraph Ver Heading Num – R An_ref – O Num – R An_ref – O Num – R An_ref – O Num – R Type – R Vt_Start – R Vt_End – O Tt_Start – R Tt_End – O Et_Start – R Et_End – O TA Vt_Start – R Vt_End – O Tt_Start – R Tt_End – O Et_Start – R Et_End – O TA Vt_Start – R Vt_End – O Tt_Start – R Tt_End – O Et_Start – R Et_End – O TA Vt_Start – R Vt_End – O Tt_Start – R Tt_End – O Et_Start – R Et_End – O TA
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Semantic versioning A pre-order and post-order numbering scheme is introduced in the tree-like ontology Classes are identified by means of their pre-order code Encoding is exploited in query processing for quick ancestor-descendant checking Applicability annotations (AA) are added to semantic versions of document parts as references to the ontology classes
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Semantic versioning Applicability is inherited by descendant nodes unless locally redefined By means of redefinitions we can also introduce, for each part of a document, complex applicability properties Restrictions with respect to ancestors Extensions with respect to ancestors
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John Smith is a self-employed citizen. He is interested in the text of all the norms... ... which contain paragraphs dealing with health care,... ... which were valid and in effect between 2002 and 2004,... ... and which are applicable to his case (civic class 7). Example of full search Structural constraint Textual constraint Temporal constraint Semantic constraint 4 orthogonal constraints
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FOR $a IN norms WHERE textConstr ($a//paragraph//text(), ’health AND care’) AND tempConstr (’vTime OVERLAPS PERIOD(’2002-01-01’,’2004-12-31’)’) AND tempConstr (’eTime OVERLAPS PERIOD(’2002-01-01’,’2004-12-31’)’) AND applConstr (’class 7’) RETURN $a Example of full search Structural constraint Textual constraint Temporal constraint Semantic constraint 4 orthogonal constraints
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Norm Article 1 Par 1 Ver 1 AA=3 Ver 1 Par 2 Article 2 Health care… …text X Ver 2 Public health… …text Y Example of full search TA AA TA AA=4 TA Ver 1 AA=3,8 TA Health care… …text Z Civic ontology Normative DB …norm//paragraph//text()… ‘class 7’ …
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Our prototype system (“native” approach) The query engine is able to access and retrieve only the strictly necessary data selection relies on ad-hoc data structures supporting multi-versioning storage granularity is finer than the entire documents used by standard XML engines (including our previous prototype – “stratum” approach) Only the parts which satisfy the temporal and applicability constraints are used for the reconstruction of the retrieved documents There is no need to retrieve whole XML documents and build space- consuming structures such as DOM trees Enhanced query processing efficiency Reduced memory requirements
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Evaluation benchmark Three XML document sets 5000 documents (120MB) 10000 documents (240MB) 20000 documents (480MB) Variable document size min = 2KB avg = 24KB max = 125KB Five different query types Queries on keywords (structural + textual constraints) Q1 – keywords in contents Q2 – keywords in type and contents Temporal queries (structural + temporal constraints) Q3 – conditions on publication, validity and transaction time Mixed queries (structural + textual + temporal constraints) Q4, Q5 – with keywords and temporal conditions Five variants with semantic constraints Qx-A – with additional applicability constraints PERSONALIZATION OF THE QUERIES
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Performance evaluation The new system outperforms its predecessor (“stratum” approach) as far as temporal queries are concerned The new system showed a very high efficiency in personalization query processing selection of qualifying versions is improved by a technique involving simple comparisons involving pre-post encodings 0.5-1% more time than for the original versions 3-4% storage space overhead The new system showed good scalability figures in every type of query context the computing time grows sublinearly with the number of documents (it depends mainly on the size of the results)
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Conclusions We presented our research work concerning the design and implementation of efficient Web-based information systems for eGovernment applications We introduced support for a personalized access to resources on the basis of the digital identity of citizens (relying on semantic versioning and ontology mapping) We developed an efficient platform (“native” approach) for which a specialized Multi-version XML Query Processor has been designed and implemented We showed our approach to be very efficient in a large set of experimental situations with good scale-up figures under growing load configurations
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Future Work Extensions of the current framework more advanced application requirements may include a more sophisticated ontology definition (graph-like), possibly versioned, and more advanced reasoning services Completion of the technological infrastructure usable in a large Web-based eGovernment scenario, including identification and classification services Assessment of our prototype systems in a concrete working environment with real users and with a large repository of real norms Extension to a more general application domain (Web personalization via ontology-based user profiling)
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