A Comparative Evaluation of Geospatial Semantic Web Frameworks for Cultural Heritage
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From the Semantic Web to Social Machines
ARTICLE IN PRESS ARTINT:2455 JID:ARTINT AID:2455 /REV [m3G; v 1.23; Prn:25/11/2009; 12:36] P.1 (1-6) Artificial Intelligence ••• (••••) •••–••• Contents lists available at ScienceDirect Artificial Intelligence www.elsevier.com/locate/artint From the Semantic Web to social machines: A research challenge for AI on the World Wide Web ∗ Jim Hendler a, , Tim Berners-Lee b a Tetherless World Constellation, RPI, United States b Computer Science and AI Laboratory, MIT, United States article info abstract Article history: The advent of social computing on the Web has led to a new generation of Web Received 24 September 2009 applications that are powerful and world-changing. However, we argue that we are just Received in revised form 1 October 2009 at the beginning of this age of “social machines” and that their continued evolution and Accepted 1 October 2009 growth requires the cooperation of Web and AI researchers. In this paper, we show how Available online xxxx the growing Semantic Web provides necessary support for these technologies, outline the challenges we see in bringing the technology to the next level, and propose some starting places for the research. © 2009 Elsevier B.V. All rights reserved. Much has been written about the profound impact that the World Wide Web has had on society. Yet it is primarily in the past few years, as more interactive “read/write” technologies (e.g. Wikis, blogs and photo/video sharing) and social network- ing sites have proliferated, that the truly profound nature of this change is being felt. From the very beginning, however, the Web was designed to create a network of humans changing society empowered using this shared infrastructure. -
V a Lida T in G R D F Da
Series ISSN: 2160-4711 LABRA GAYO • ET AL GAYO LABRA Series Editors: Ying Ding, Indiana University Paul Groth, Elsevier Labs Validating RDF Data Jose Emilio Labra Gayo, University of Oviedo Eric Prud’hommeaux, W3C/MIT and Micelio Iovka Boneva, University of Lille Dimitris Kontokostas, University of Leipzig VALIDATING RDF DATA This book describes two technologies for RDF validation: Shape Expressions (ShEx) and Shapes Constraint Language (SHACL), the rationales for their designs, a comparison of the two, and some example applications. RDF and Linked Data have broad applicability across many fields, from aircraft manufacturing to zoology. Requirements for detecting bad data differ across communities, fields, and tasks, but nearly all involve some form of data validation. This book introduces data validation and describes its practical use in day-to-day data exchange. The Semantic Web offers a bold, new take on how to organize, distribute, index, and share data. Using Web addresses (URIs) as identifiers for data elements enables the construction of distributed databases on a global scale. Like the Web, the Semantic Web is heralded as an information revolution, and also like the Web, it is encumbered by data quality issues. The quality of Semantic Web data is compromised by the lack of resources for data curation, for maintenance, and for developing globally applicable data models. At the enterprise scale, these problems have conventional solutions. Master data management provides an enterprise-wide vocabulary, while constraint languages capture and enforce data structures. Filling a need long recognized by Semantic Web users, shapes languages provide models and vocabularies for expressing such structural constraints. -
Design and Analysis of a Query Processor for Brick
Design and Analysis of a Query Processor for Brick Gabe Fierro David E. Culler UC Berkeley UC Berkeley [email protected] [email protected] ABSTRACT to increase energy efficiency and comfort, as well as provide mon- Brick is a recently proposed metadata schema and ontology for de- itoring and fault diagnosis. While many such applications exist, scribing building components and the relationships between them. the lack of a common description scheme, i.e. metadata, limits the It represents buildings as directed labeled graphs using the RDF portability of these applications across the heterogeneous building data model. Using the SPARQL query language, building-agnostic stock. applications query a Brick graph to discover the set of resources While several efforts address the heterogeneity of building meta- and relationships they require to operate. Latency-sensitive ap- data, these generally fail to capture the relationships and entities plications, such as user interfaces, demand response and model- that are required by real-world applications [8]. This set of re- predictive control, require fast queries — conventionally less than quirements drove the development of Brick [6], a recently proposed 100ms. metadata standard for describing the set of entities and relationships We benchmark a set of popular open-source and commercial within a building. Brick succeeds along three metrics: completeness SPARQL databases against three real Brick models using seven (captures 98% of building management system data points across six application queries and find that none of them meet this perfor- real buildings), expressiveness (can capture all important relation- mance target. This lack of performance can be attributed to design ships) and usability (represents this information in an easy-to-use decisions that optimize for queries over large graphs consisting manner). -
Deciding SHACL Shape Containment Through Description Logics Reasoning
Deciding SHACL Shape Containment through Description Logics Reasoning Martin Leinberger1, Philipp Seifer2, Tjitze Rienstra1, Ralf Lämmel2, and Steffen Staab3;4 1 Inst. for Web Science and Technologies, University of Koblenz-Landau, Germany 2 The Software Languages Team, University of Koblenz-Landau, Germany 3 Institute for Parallel and Distributed Systems, University of Stuttgart, Germany 4 Web and Internet Science Research Group, University of Southampton, England Abstract. The Shapes Constraint Language (SHACL) allows for for- malizing constraints over RDF data graphs. A shape groups a set of constraints that may be fulfilled by nodes in the RDF graph. We investi- gate the problem of containment between SHACL shapes. One shape is contained in a second shape if every graph node meeting the constraints of the first shape also meets the constraints of the second. Todecide shape containment, we map SHACL shape graphs into description logic axioms such that shape containment can be answered by description logic reasoning. We identify several, increasingly tight syntactic restrictions of SHACL for which this approach becomes sound and complete. 1 Introduction RDF has been designed as a flexible, semi-structured data format. To ensure data quality and to allow for restricting its large flexibility in specific domains, the W3C has standardized the Shapes Constraint Language (SHACL)5. A set of SHACL shapes are represented in a shape graph. A shape graph represents constraints that only a subset of all possible RDF data graphs conform to. A SHACL processor may validate whether a given RDF data graph conforms to a given SHACL shape graph. A shape graph and a data graph that act as a running example are pre- sented in Fig. -
Knowledge Graphs on the Web – an Overview Arxiv:2003.00719V3 [Cs
January 2020 Knowledge Graphs on the Web – an Overview Nicolas HEIST, Sven HERTLING, Daniel RINGLER, and Heiko PAULHEIM Data and Web Science Group, University of Mannheim, Germany Abstract. Knowledge Graphs are an emerging form of knowledge representation. While Google coined the term Knowledge Graph first and promoted it as a means to improve their search results, they are used in many applications today. In a knowl- edge graph, entities in the real world and/or a business domain (e.g., people, places, or events) are represented as nodes, which are connected by edges representing the relations between those entities. While companies such as Google, Microsoft, and Facebook have their own, non-public knowledge graphs, there is also a larger body of publicly available knowledge graphs, such as DBpedia or Wikidata. In this chap- ter, we provide an overview and comparison of those publicly available knowledge graphs, and give insights into their contents, size, coverage, and overlap. Keywords. Knowledge Graph, Linked Data, Semantic Web, Profiling 1. Introduction Knowledge Graphs are increasingly used as means to represent knowledge. Due to their versatile means of representation, they can be used to integrate different heterogeneous data sources, both within as well as across organizations. [8,9] Besides such domain-specific knowledge graphs which are typically developed for specific domains and/or use cases, there are also public, cross-domain knowledge graphs encoding common knowledge, such as DBpedia, Wikidata, or YAGO. [33] Such knowl- edge graphs may be used, e.g., for automatically enriching data with background knowl- arXiv:2003.00719v3 [cs.AI] 12 Mar 2020 edge to be used in knowledge-intensive downstream applications. -
The Application of Semantic Web Technologies to Content Analysis in Sociology
THEAPPLICATIONOFSEMANTICWEBTECHNOLOGIESTO CONTENTANALYSISINSOCIOLOGY MASTER THESIS tabea tietz Matrikelnummer: 749153 Faculty of Economics and Social Science University of Potsdam Erstgutachter: Alexander Knoth, M.A. Zweitgutachter: Prof. Dr. rer. nat. Harald Sack Potsdam, August 2018 Tabea Tietz: The Application of Semantic Web Technologies to Content Analysis in Soci- ology, , © August 2018 ABSTRACT In sociology, texts are understood as social phenomena and provide means to an- alyze social reality. Throughout the years, a broad range of techniques evolved to perform such analysis, qualitative and quantitative approaches as well as com- pletely manual analyses and computer-assisted methods. The development of the World Wide Web and social media as well as technical developments like optical character recognition and automated speech recognition contributed to the enor- mous increase of text available for analysis. This also led sociologists to rely more on computer-assisted approaches for their text analysis and included statistical Natural Language Processing (NLP) techniques. A variety of techniques, tools and use cases developed, which lack an overall uniform way of standardizing these approaches. Furthermore, this problem is coupled with a lack of standards for reporting studies with regards to text analysis in sociology. Semantic Web and Linked Data provide a variety of standards to represent information and knowl- edge. Numerous applications make use of these standards, including possibilities to publish data and to perform Named Entity Linking, a specific branch of NLP. This thesis attempts to discuss the question to which extend the standards and tools provided by the Semantic Web and Linked Data community may support computer-assisted text analysis in sociology. First, these said tools and standards will be briefly introduced and then applied to the use case of constitutional texts of the Netherlands from 1884 to 2016. -
Diplomová Práce Prostředky Sémantického Webu V Uživatelském
Západočeská univerzita v Plzni Fakulta aplikovaných věd Katedra informatiky a výpočetní techniky Diplomová práce Prostředky sémantického webu v uživatelském rozhraní pro správu elektrofyziologických experimentů Plzeň 2020 Jan Palcút Místo této strany bude zadání práce. Prohlášení Prohlašuji, že jsem diplomovou práci vypracoval samostatně a výhradně s po- užitím citovaných pramenů. V Plzni dne 9. srpna 2020 Jan Palcút Poděkování Tímto bych chtěl poděkovat vedoucímu diplomové práce panu Ing. Romanovi Moučkovi, Ph.D. za cenné rady, připomínky a odborné vedení této práce. Abstract The work aims to verify the applicability of technologies and languages of the semantic web in creating an application for the management of electro- physiological experiments. The application will allow us to manage multiple experiments of the same characteristic type at once, display their metadata, and search in them. The theoretical part of the work describes the semantic web, selected data standards for electrophysiology, and the neuroinformat- ics laboratory of the University of West Bohemia in Pilsen. The analysis and design of the application describe requirements’ specifications and se- lect the data standard and technologies to implement the solution. Part of the proposal is also a description of the solution of writing metadata of experiments into the newly designed structure. Based on the design, the ap- plication for the selected data standard is implemented. The functionality of the application was verified on experiments of various types. Abstrakt Cílem této práce je ověření použitelnosti technologií a jazyků sémantického webu při tvorbě aplikace pro správu elektrofyziologických experimentů. Apli- kace umožní spravovat více experimentů stejného charakteristického typu najednou, zobrazovat jejich metadata a vyhledávat v nich. -
The Web of Data for E-Commerce: Schema.Org and Goodrelations for Researchers and Practitioners
The Web of Data for E-Commerce: Schema.org and GoodRelations for Researchers and Practitioners Martin Hepp() E-Business & Web Science Research Group, Universität der Bundeswehr München, Werner-Heisenberg-Weg 39, 85577, Neubiberg, Germany [email protected] Abstract. Schema.org is one of the main drivers for the adoption of Semantic Web principles by a broad number of organizations and individuals for real business needs. GoodRelations is a well-established conceptual model for representing e-commerce information, one of the few widely used OWL DL on- tologies, and since 2012 the official e-commerce model of schema.org. In this tutorial, we will (1) give a comprehensive overview and hands-on training on the advanced conceptual structures of schema.org for e-commerce, including patterns for ownership and demand, (2) present the full tool chain for producing and consuming respective data, (3) explain the long-term vision of Linked Open Commerce, and (4) discuss advanced topics, like access control, identity and authentication (e.g. with WebID); micropayment services, and data management issues from the publisher and consumer perspective. We will also cover research opportunities resulting from the growing adoption and the re- spective amount of data in RDFa, Microdata, and JSON-LD syntaxes. Keywords: Schema.org · GoodRelations · Semantic Web · Ontologies · Micro- data · OWL · RDFa · JSON-LD · Linked Open Data · E-Commerce · E-Business 1 Introduction Schema.org [1] is one of the main drivers for the adoption of Semantic Web principles by a broad number of people for their real business needs. The resulting amount of real-world RDF1 data exceeds a critical mass so that it becomes interesting as reference data for any kind of foundational Semantic Web research. -
A Celebration of 10 Years of the Science of the Web WEB SCIENCE TRUST BOARD Board Members
2006-2016 A celebration of 10 Years of the Science of the Web WEB SCIENCE TRUST BOARD Board Members Professor Dame Wendy Hall JP Rangaswami Professor Sir Nigel Shadbolt Professor George Metakides Professor James Hendler John Taysom Professor Noshir Contractor Daniel J Weitzner Fellows and Advisors Professor Bebo White Web Science Champion Sir John Taylor Professor Sir Tim Berners-Lee Senior Fellow Senior Fellow Anni Rowland-Campbell Baroness Rennie Fritchie Advisor Patron We also wish to acknowledge the contribution of colleagues who acted as supporters and research fellows for the fore- runner to the Web Science Trust, the Web Science Research Initiative (WSRI). CELEBRATING 10 YEARS OF WEB SCIENCE 2016 marks the tenth anniversary of the academic discipline of Web Science. It was in 2006 that the paper ‘Creating a Science of the Web’ appeared in the journal Science. The paper’s authors: Tim Berners-Lee, Wendy Hall, James Hendler, Nigel Shadbolt, and Daniel Weitzner, set out their concerns about the future direction of the Web, and emphasized the need to establish a clear research agenda ‘aimed at understanding the current, evolving, and potential Web’: “If we want to model the Web; if we want to understand the architectural principles that have provided for its growth; and if we want to be sure that it supports the basic social values of trustworthiness, privacy, and respect for social boundaries, then we must chart out a research agenda that targets the Web as a primary focus of attention.” The authors called for the new discipline of Web Science role in shaping appropriate policy directives, as well as to be inherently interdisciplinary, to tackle research enabling a better understanding of the central importance challenges around ownership and access to data, and to of the Web in all our lives. -
SWAD-Europe Deliverable 3.11: Developer Workshop Report 4 - Workshop on Semantic Web Storage and Retrieval
Sat Jun 05 2004 22:31:44 Europe/London SWAD-Europe Deliverable 3.11: Developer Workshop Report 4 - Workshop on Semantic Web Storage and Retrieval Project name: Semantic Web Advanced Development for Europe (SWAD-Europe) Project Number: IST-2001-34732 Workpackage name: 3 Dissemination and Implementation Workpackage description: ☞http://www.w3.org/2001/sw/Europe/plan/workpackages/live/esw-wp-3 Deliverable title: 3.11 Developer Workshop Report 4 URI: ☞http://www.w3.org/2001/sw/Europe/reports/dev_workshop_report_4/ Author: Dave Beckett Abstract: This report summarises the fourth SWAD-Europe developer ☞Workshop on Semantic Web Storage and Retrieval which was held 13-14 November 2003 at Vrije Universiteit, Amsterdam, Netherlands and attended by 26 semantic web developers from Europe and the USA discussing practical aspects of developing and deploying semantic web storage and retrieval systems. STATUS: Completed 2004-01-12, updated 2004-01-13 with workshop evaluation details. Contents 1. ☞Introduction 2. ☞Summary 3. ☞Evaluation 4. ☞Outcomes 5. ☞Minutes 6. ☞Attendees 1. Introduction The workshop aimed to discuss: Implementation techniques and problems met Storage models and database schemas Aggregation and tracking provenance Using RDBMSes for semantic web storage Discussion of useful test data and queries for comparisons. Implementing RDF datatypes, entailment (from ☞RDF Semantics) 2. Summary The fourth SWAD-Europe workshop was on ☞Semantic Web Storage and Retrieval and held at Vrije Universiteit, Amsterdam, Netherlands organised by ☞Dave Beckett (ILRT) and hosted by ☞Frank van Harmelen from VU. The workshop participants were mostly technical developers and researchers from a ☞variety of Page 1 Sat Jun 05 2004 22:31:45 Europe/London organisations mostly in industry and education from Greece, UK, Slovenija, The Netherlands and Italy in Europe and from the United States. -
A Manifesto for Web Science? Susan Halford, Cathy Pope, Leslie Carr University of Southampton Southampton United Kingdom
A Manifesto for Web Science? Susan Halford, Cathy Pope, Leslie Carr University of Southampton Southampton United Kingdom [email protected] Categories and Subject Descriptors The call for Web Science insists that we open up this H.3.5 [Information Storage and Retrieval]: Online space. In doing so, a flag has been planted. Hendler, Information Services Berners-Lee et al have named this territory for web science and have begun to map it from their vantage point in General Terms Computer Science. But – and as they would be the first to Management, Documentation, Economics, Security, acknowledge – this is only one vantage point. Other Human Factors, Legal Aspects. disciplines will add new perspectives and interpretations. However, it is by no means certain that we will all agree Keywords about what we see. For whilst we might all agree that Web Web science Science cannot develop without inter-disciplinarity, we 1. INTRODUCTION should be clear from the beginning that this is no simple matter. We need to be realistic about what we are getting A clarion call for a new science of the web has been ourselves into. There will be big challenges in making sounded in the pages of CACM (Hendler et al 2008) and ourselves understood to each other and developing elsewhere in path-breaking papers by Berners-Lee et al collaborative understandings will require us to leave the (2006a, 2006b). These authors point to a paradox: despite comfort of our disciplinary silos. But, the promise of new the huge effect that the web has had on computing – not to forms of knowledge and understanding that are bigger than mention the world – computer scientists rarely study the the sum of our parts are gains worth working for. -
New Generation of Social Networks Based on Semantic Web Technologies: the Importance of Social Data Portability
Workshop on Adaptation and Personalization for Web 2.0, UMAP'09, June 22-26, 2009 New Generation of Social Networks Based on Semantic Web Technologies: the Importance of Social Data Portability Liana Razmerita1, Martynas Jusevičius2, Rokas Firantas2 Copenhagen Business School, Denmark1 IT University of Copenhagen, Copenhagen, Denmark2 [email protected], [email protected], [email protected] Abstract. This article investigates several well-known social network applications such as Last.fm, Flickr and identifies social data portability as one of the main technical issues that need to be addressed in the future. We argue that this issue can be addressed by building social networks as Semantic Web applications with FOAF, SIOC, and Linked Data technologies, and prove it by implementing a prototype application using Java and core Semantic Web standards. Furthermore, the developed prototype shows how features from semantic websites such as Freebase and DBpedia can be reused in social applications and lead to more relevant content and stronger social connections. 1 Introduction Social networking sites are developing at a very fast pace, attracting more and more users. Their application domain can be music sharing, photos sharing, videos sharing, bookmarks sharing, professional networks, and others. Despite their tremendous success social networking websites have a number of limitations that are identified and discussed within this article. Most of the social networking applications are “walled websites” and the “online communities are like islands in a sea”[1]. Lack of interoperability between data in different social networks applications limits access to relevant content available on different social networking sites, and limits the integration and reuse of available data and information.