Reasoning Techniques For The Web Of Data

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Reasoning Techniques for the Web of Data

Author : A. Hogan
Publisher : IOS Press
ISBN 13 : 1614993831
Total Pages : 344 pages
Book Rating : 4.6/5 (149 download)

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Book Synopsis Reasoning Techniques for the Web of Data by : A. Hogan

Download or read book Reasoning Techniques for the Web of Data written by A. Hogan and published by IOS Press. This book was released on 2014-04-09 with total page 344 pages. Available in PDF, EPUB and Kindle. Book excerpt: Linked Data publishing has brought about a novel “Web of Data”: a wealth of diverse, interlinked, structured data published on the Web. These Linked Datasets are described using the Semantic Web standards and are openly available to all, produced by governments, businesses, communities and academia alike. However, the heterogeneity of such data – in terms of how resources are described and identified – poses major challenges to potential consumers. Herein, we examine use cases for pragmatic, lightweight reasoning techniques that leverage Web vocabularies (described in RDFS and OWL) to better integrate large scale, diverse, Linked Data corpora. We take a test corpus of 1.1 billion RDF statements collected from 4 million RDF Web documents and analyse the use of RDFS and OWL therein. We then detail and evaluate scalable and distributed techniques for applying rule-based materialisation to translate data between different vocabularies, and to resolve coreferent resources that talk about the same thing. We show how such techniques can be made robust in the face of noisy and often impudent Web data. We also examine a use case for incorporating a PagerRank-style algorithm to rank the trustworthiness of facts produced by reasoning, subsequently using those ranks to fix formal contradictions in the data. All of our methods are validated against our real world, large scale, open domain, Linked Data evaluation corpus.

Reasoning Techniques for the Web of Data

Author : Aidan Hogan
Publisher :
ISBN 13 : 9781306902977
Total Pages : 344 pages
Book Rating : 4.9/5 (29 download)

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Book Synopsis Reasoning Techniques for the Web of Data by : Aidan Hogan

Download or read book Reasoning Techniques for the Web of Data written by Aidan Hogan and published by . This book was released on 2014-01-01 with total page 344 pages. Available in PDF, EPUB and Kindle. Book excerpt: Linked Data publishing has brought about a novel Web of Data: a wealth of diverse, interlinked, structured data published on the Web. These Linked Datasets are described using the Semantic Web standards and are openly available to all, produced by governments, businesses, communities and academia alike. However, the heterogeneity of such data in terms of how resources are described and identified poses major challenges to potential consumers. Herein, we examine use cases for pragmatic, lightweight reasoning techniques that leverage Web vocabularies (described in RDFS and OWL) to better integrate large scale, diverse, Linked Data corpora. We take a test corpus of 1.1 billion RDF statements collected from 4 million RDF Web documents and analyse the use of RDFS and OWL therein. We then detail and evaluate scalable and distributed techniques for applying rule-based materialisation to translate data between different vocabularies, and to resolve coreferent resources that talk about the same thing. We show how such techniques can be made robust in the face of noisy and often impudent Web data. We also examine a use case for incorporating a PagerRank-style algorithm to rank the trustworthiness of facts produced by reasoning, subsequently using those ranks to fix formal contradictions in the data. All of our methods are validated against our real world, large scale, open domain, Linked Data evaluation corpus."

Reasoning Web. Semantic Technologies for the Web of Data

Author : Axel Polleres
Publisher : Springer Science & Business Media
ISBN 13 : 3642230318
Total Pages : 544 pages
Book Rating : 4.6/5 (422 download)

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Book Synopsis Reasoning Web. Semantic Technologies for the Web of Data by : Axel Polleres

Download or read book Reasoning Web. Semantic Technologies for the Web of Data written by Axel Polleres and published by Springer Science & Business Media. This book was released on 2011-08-09 with total page 544 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Semantic Web aims at enriching the existing Web with meta-data and processing methods so as to provide web-based systems with advanced capabilities, in particular with context awareness and decision support. The objective of this book is to provide a coherent introduction to semantic web methods and research issues with a particular emphasis on reasoning. The 7th reasoning web Summer School, held in August 2011, focused on the central topic of applications of reasoning for the emerging “Web of Data”. The 12 chapters in the present book provide excellent educational material as well as a number of references for further reading. The book not only addresses students working in the area, but also those seeking an entry point to various topics related to reasoning over Web data.

Reasoning Web. Semantic Technologies for the Web of Data

Author : Axel Polleres
Publisher : Springer
ISBN 13 : 3642230326
Total Pages : 544 pages
Book Rating : 4.6/5 (422 download)

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Book Synopsis Reasoning Web. Semantic Technologies for the Web of Data by : Axel Polleres

Download or read book Reasoning Web. Semantic Technologies for the Web of Data written by Axel Polleres and published by Springer. This book was released on 2011-08-09 with total page 544 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Semantic Web aims at enriching the existing Web with meta-data and processing methods so as to provide web-based systems with advanced capabilities, in particular with context awareness and decision support. The objective of this book is to provide a coherent introduction to semantic web methods and research issues with a particular emphasis on reasoning. The 7th reasoning web Summer School, held in August 2011, focused on the central topic of applications of reasoning for the emerging “Web of Data”. The 12 chapters in the present book provide excellent educational material as well as a number of references for further reading. The book not only addresses students working in the area, but also those seeking an entry point to various topics related to reasoning over Web data.

Reasoning Web. Reasoning and the Web in the Big Data Era

Author : Manolis Koubarakis
Publisher : Springer
ISBN 13 : 3319105876
Total Pages : 397 pages
Book Rating : 4.3/5 (191 download)

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Book Synopsis Reasoning Web. Reasoning and the Web in the Big Data Era by : Manolis Koubarakis

Download or read book Reasoning Web. Reasoning and the Web in the Big Data Era written by Manolis Koubarakis and published by Springer. This book was released on 2014-09-03 with total page 397 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume contains the lecture notes of the 10th Reasoning Web Summer School 2014, held in Athens, Greece, in September 2014. In 2014, the lecture program of the Reasoning Web introduces students to recent advances in big data aspects of semantic web and linked data, and the fundamentals of reasoning techniques that can be used to tackle big data applications.

Reasoning Web. Semantic Technologies for Intelligent Data Access

Author : Sebastian Rudolph
Publisher : Springer
ISBN 13 : 9783642397837
Total Pages : 285 pages
Book Rating : 4.3/5 (978 download)

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Book Synopsis Reasoning Web. Semantic Technologies for Intelligent Data Access by : Sebastian Rudolph

Download or read book Reasoning Web. Semantic Technologies for Intelligent Data Access written by Sebastian Rudolph and published by Springer. This book was released on 2013-07-09 with total page 285 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume contains the lecture notes of the 9th Reasoning Web Summer School 2013, held in Mannheim, Germany, in July/August 2013. The 2013 summer school program covered diverse aspects of Web reasoning, ranging from scalable lightweight formalisms such as RDF to more expressive ontology languages based on description logics. It also featured foundational reasoning techniques used in answer set programming and ontology-based data access as well as emerging topics like geo-spatial information handling and reasoning-driven information extraction and integration.

Reasoning with Data

Author : Jeffrey M. Stanton
Publisher : Guilford Publications
ISBN 13 : 1462530265
Total Pages : 336 pages
Book Rating : 4.4/5 (625 download)

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Book Synopsis Reasoning with Data by : Jeffrey M. Stanton

Download or read book Reasoning with Data written by Jeffrey M. Stanton and published by Guilford Publications. This book was released on 2017-05-22 with total page 336 pages. Available in PDF, EPUB and Kindle. Book excerpt: Engaging and accessible, this book teaches readers how to use inferential statistical thinking to check their assumptions, assess evidence about their beliefs, and avoid overinterpreting results that may look more promising than they really are. It provides step-by-step guidance for using both classical (frequentist) and Bayesian approaches to inference. Statistical techniques covered side by side from both frequentist and Bayesian approaches include hypothesis testing, replication, analysis of variance, calculation of effect sizes, regression, time series analysis, and more. Students also get a complete introduction to the open-source R programming language and its key packages. Throughout the text, simple commands in R demonstrate essential data analysis skills using real-data examples. The companion website provides annotated R code for the book's examples, in-class exercises, supplemental reading lists, and links to online videos, interactive materials, and other resources. ÿ Pedagogical Features *Playful, conversational style and gradual approach; suitable for students without strong math backgrounds. *End-of-chapter exercises based on real data supplied in the free R package. *Technical explanation and equation/output boxes. *Appendices on how to install R and work with the sample datasets.ÿ

Reasoning Web. Semantic Interoperability on the Web

Author : Giovambattista Ianni
Publisher : Springer
ISBN 13 : 3319610333
Total Pages : 357 pages
Book Rating : 4.3/5 (196 download)

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Book Synopsis Reasoning Web. Semantic Interoperability on the Web by : Giovambattista Ianni

Download or read book Reasoning Web. Semantic Interoperability on the Web written by Giovambattista Ianni and published by Springer. This book was released on 2017-06-27 with total page 357 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume contains the lecture notes of the 13th Reasoning Web Summer School, RW 2017, held in London, UK, in July 2017. In 2017, the theme of the school was "Semantic Interoperability on the Web", which encompasses subjects such as data integration, open data management, reasoning over linked data, database to ontology mapping, query answering over ontologies, hybrid reasoning with rules and ontologies, and ontology-based dynamic systems. The papers of this volume focus on these topics and also address foundational reasoning techniques used in answer set programming and ontologies.

Applications and Practices in Ontology Design, Extraction, and Reasoning/edited by Giuseppe Cota (Dipartimento Di Scienze Matematiche, Fisiche E Informatiche - Università Degli Studi Di Parma, Parco Area Delle Scienze, 53/A, 43124 Parma, Italy), Marilena Daquino (Dipartimento Di Filologia Classica E Italianistica - Università Di Bologna, Via Zamboni 32, 40126 Bologna, Italy) and Gian Luca Pozzato (Dipartimento Di Informatica - Università Degli Studie Di Torino, Via Pessinetto 12, 10149 Torino, Italy).

Download Applications and Practices in Ontology Design, Extraction, and Reasoning/edited by Giuseppe Cota (Dipartimento Di Scienze Matematiche, Fisiche E Informatiche - Università Degli Studi Di Parma, Parco Area Delle Scienze, 53/A, 43124 Parma, Italy), Marilena Daquino (Dipartimento Di Filologia Classica E Italianistica - Università Di Bologna, Via Zamboni 32, 40126 Bologna, Italy) and Gian Luca Pozzato (Dipartimento Di Informatica - Università Degli Studie Di Torino, Via Pessinetto 12, 10149 Torino, Italy). PDF Online Free

Author : Giuseppe Cota
Publisher :
ISBN 13 : 9783898387583
Total Pages : pages
Book Rating : 4.3/5 (875 download)

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Book Synopsis Applications and Practices in Ontology Design, Extraction, and Reasoning/edited by Giuseppe Cota (Dipartimento Di Scienze Matematiche, Fisiche E Informatiche - Università Degli Studi Di Parma, Parco Area Delle Scienze, 53/A, 43124 Parma, Italy), Marilena Daquino (Dipartimento Di Filologia Classica E Italianistica - Università Di Bologna, Via Zamboni 32, 40126 Bologna, Italy) and Gian Luca Pozzato (Dipartimento Di Informatica - Università Degli Studie Di Torino, Via Pessinetto 12, 10149 Torino, Italy). by : Giuseppe Cota

Download or read book Applications and Practices in Ontology Design, Extraction, and Reasoning/edited by Giuseppe Cota (Dipartimento Di Scienze Matematiche, Fisiche E Informatiche - Università Degli Studi Di Parma, Parco Area Delle Scienze, 53/A, 43124 Parma, Italy), Marilena Daquino (Dipartimento Di Filologia Classica E Italianistica - Università Di Bologna, Via Zamboni 32, 40126 Bologna, Italy) and Gian Luca Pozzato (Dipartimento Di Informatica - Università Degli Studie Di Torino, Via Pessinetto 12, 10149 Torino, Italy). written by Giuseppe Cota and published by . This book was released on 2020 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Reasoning Web. Learning, Uncertainty, Streaming, and Scalability

Author : Claudia d’Amato
Publisher : Springer
ISBN 13 : 3030003388
Total Pages : 248 pages
Book Rating : 4.0/5 (3 download)

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Book Synopsis Reasoning Web. Learning, Uncertainty, Streaming, and Scalability by : Claudia d’Amato

Download or read book Reasoning Web. Learning, Uncertainty, Streaming, and Scalability written by Claudia d’Amato and published by Springer. This book was released on 2018-09-14 with total page 248 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume contains lecture notes of the 14th Reasoning Web Summer School (RW 2018), held in Esch-sur-Alzette, Luxembourg, in September 2018. The research areas of Semantic Web, Linked Data, and Knowledge Graphs have recently received a lot of attention in academia and industry. Since its inception in 2001, the Semantic Web has aimed at enriching the existing Web with meta-data and processing methods, so as to provide Web-based systems with intelligent capabilities such as context awareness and decision support. The Semantic Web vision has been driving many community efforts which have invested a lot of resources in developing vocabularies and ontologies for annotating their resources semantically. Besides ontologies, rules have long been a central part of the Semantic Web framework and are available as one of its fundamental representation tools, with logic serving as a unifying foundation. Linked Data is a related research area which studies how one can make RDF data available on the Web and interconnect it with other data with the aim of increasing its value for everybody. Knowledge Graphs have been shown useful not only for Web search (as demonstrated by Google, Bing, etc.) but also in many application domains.

Principles and Practice of Semantic Web Reasoning

Author : Francois Bry
Publisher : Springer
ISBN 13 : 3540245723
Total Pages : 218 pages
Book Rating : 4.5/5 (42 download)

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Book Synopsis Principles and Practice of Semantic Web Reasoning by : Francois Bry

Download or read book Principles and Practice of Semantic Web Reasoning written by Francois Bry and published by Springer. This book was released on 2003-11-20 with total page 218 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Semantic Web is a major endeavor aimed at enriching the existing Web withmetadataandprocessingmethodssoastoprovideWeb-basedsystemswith advanced(so-calledintelligent)capabilities, inparticularwithcontext-awareness and decision support. The advanced capabilities striven for in most Semantic Web application s- narios primarily call for reasoning. Reasoning capabilities are o?ered by exi- ing Semantic Web languages, such as BPEL4WS, BPML, ConsVISor, DAML-S, JTP, TRIPLE, and others. These languages, however, were developed mostly from functionality-centered (e.g., ontology reasoning or access validation) or application-centered (e.g., Web service retrieval and composition) perspectives. A perspective centered on the reasoning techniques (e.g., forward or backward chaining, tableau-like methods, constraint reasoning, etc.) complementing the above-mentioned activities appears desirable for Semantic Web systems and - plications. The workshop on "Principles and Practice of Semantic Web Reas- ing," which took place on December 8, 2003, in Mumbai, India, was the?rst of a series of scienti?c meetings devoted to such a perspective. JustasthecurrentWebisinherentlyheterogeneousindataformatsanddata semantics, the Semantic Web will be inherently heterogeneous in its reasoning forms. Indeed, anysingleformof reasoningturnsouttobeirrealin theSemantic Web. For example, ontology reasoning in general relies on monotonic negation (for the metadata often can be fully speci?ed), while databases, Web databases, and Web-based information systems call for non-monotonic reasoning (for one would not specify non-existing trains in a railway timetable); constraint reas- ing is needed when dealing with time (for time intervals have to be dealt with), while(forwardand/orbackward)chainingisthereasoningofchoicewhencoping with database-like views (for views, i.e., virtual data, can be derived from actual data using operations such as join and projections)

Reasoning Web. Declarative Artificial Intelligence

Author : Marco Manna
Publisher : Springer Nature
ISBN 13 : 303060067X
Total Pages : 255 pages
Book Rating : 4.0/5 (36 download)

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Book Synopsis Reasoning Web. Declarative Artificial Intelligence by : Marco Manna

Download or read book Reasoning Web. Declarative Artificial Intelligence written by Marco Manna and published by Springer Nature. This book was released on 2020-10-17 with total page 255 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume contains 8 lecture notes of the 16th Reasoning Web Summer School (RW 2020), held in Oslo, Norway, in June 2020. The Reasoning Web series of annual summer schools has become the prime educational event in the field of reasoning techniques on the Web, attracting both young and established researchers. The broad theme of this year's summer school was “Declarative Artificial Intelligence” and it covered various aspects of ontological reasoning and related issues that are of particular interest to Semantic Web and Linked Data applications. The following eight lectures have been presented during the school: Introduction to Probabilistic Ontologies, On the Complexity of Learning Description Logic Ontologies, Explanation via Machine Arguing, Stream Reasoning: From Theory to Practice, First-Order Rewritability of Temporal Ontology-Mediated Queries, An Introduction to Answer Set Programming and Some of Its Extensions, Declarative Data Analysis using Limit Datalog Programs, and Knowledge Graphs: Research Directions.

Reasoning Web. Semantic Technologies for Information Systems

Author : Sergio Tessaris
Publisher : Springer Science & Business Media
ISBN 13 : 3642037534
Total Pages : 364 pages
Book Rating : 4.6/5 (42 download)

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Book Synopsis Reasoning Web. Semantic Technologies for Information Systems by : Sergio Tessaris

Download or read book Reasoning Web. Semantic Technologies for Information Systems written by Sergio Tessaris and published by Springer Science & Business Media. This book was released on 2009-08-17 with total page 364 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book contains a collection of revised tutorial papers based on lectures given by researchers at the 5th International Summer School on the Reasoning Web. It introduces semantic web methods and research issues with a particular emphasis on reasoning.

Linked Data

Author : Sherif Sakr
Publisher : Springer
ISBN 13 : 3319735152
Total Pages : 236 pages
Book Rating : 4.3/5 (197 download)

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Book Synopsis Linked Data by : Sherif Sakr

Download or read book Linked Data written by Sherif Sakr and published by Springer. This book was released on 2018-03-01 with total page 236 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book describes efficient and effective techniques for harnessing the power of Linked Data by tackling the various aspects of managing its growing volume: storing, querying, reasoning, provenance management and benchmarking. To this end, Chapter 1 introduces the main concepts of the Semantic Web and Linked Data and provides a roadmap for the book. Next, Chapter 2 briefly presents the basic concepts underpinning Linked Data technologies that are discussed in the book. Chapter 3 then offers an overview of various techniques and systems for centrally querying RDF datasets, and Chapter 4 outlines various techniques and systems for efficiently querying large RDF datasets in distributed environments. Subsequently, Chapter 5 explores how streaming requirements are addressed in current, state-of-the-art RDF stream data processing. Chapter 6 covers performance and scaling issues of distributed RDF reasoning systems, while Chapter 7 details benchmarks for RDF query engines and instance matching systems. Chapter 8 addresses the provenance management for Linked Data and presents the different provenance models developed. Lastly, Chapter 9 offers a brief summary, highlighting and providing insights into some of the open challenges and research directions. Providing an updated overview of methods, technologies and systems related to Linked Data this book is mainly intended for students and researchers who are interested in the Linked Data domain. It enables students to gain an understanding of the foundations and underpinning technologies and standards for Linked Data, while researchers benefit from the in-depth coverage of the emerging and ongoing advances in Linked Data storing, querying, reasoning, and provenance management systems. Further, it serves as a starting point to tackle the next research challenges in the domain of Linked Data management.

Web Reasoning and Rule Systems

Author : Balder ten Cate
Publisher : Springer
ISBN 13 : 3319220020
Total Pages : 147 pages
Book Rating : 4.3/5 (192 download)

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Book Synopsis Web Reasoning and Rule Systems by : Balder ten Cate

Download or read book Web Reasoning and Rule Systems written by Balder ten Cate and published by Springer. This book was released on 2015-07-21 with total page 147 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 9th International Conference on Web Reasoning and Rule Systems, RR 2015, held in Berlin, Germany, in August 2015. The 5 full papers, 4 technical communications presented together with 4 invited talks were carefully reviewed and selected from 16 submissions. The scale and the heterogenous nature of web data poses many challenges, and turns basic tasks such as query answering and data transformations into complex reasoning problems. Rule-based systems have found many applications in this area. The RR conference welcomes original research from all areas of Web Reasoning and Rule Systems. Topics of particular interest are: answer set programming, complex events, datalog, description logics, event-condition-action rules, information extraction, and logic programming.

Applications and Practices in Ontology Design, Extraction, and Reasoning

Author : G. Cota
Publisher : IOS Press
ISBN 13 : 1643681435
Total Pages : 244 pages
Book Rating : 4.6/5 (436 download)

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Book Synopsis Applications and Practices in Ontology Design, Extraction, and Reasoning by : G. Cota

Download or read book Applications and Practices in Ontology Design, Extraction, and Reasoning written by G. Cota and published by IOS Press. This book was released on 2020-12-02 with total page 244 pages. Available in PDF, EPUB and Kindle. Book excerpt: Semantic Web technologies enable people to create data stores on the Web, build vocabularies, and write rules for handling data. They have been in use for several years now, and knowledge extraction and knowledge discovery are two key aspects investigated in a number of research fields which can potentially benefit from the application of semantic web technologies, and specifically from the development and reuse of ontologies. This book, Applications and Practices in Ontology Design, Extraction, and Reasoning, has as its main goal the provision of an overview of application fields for semantic web technologies. In particular, it investigates how state-of-the-art formal languages, models, methods, and applications of semantic web technologies reframe research questions and approaches in a number of research fields. The book also aims to showcase practical tools and background knowledge for the building and querying of ontologies. The first part of the book presents the state-of-the-art of ontology design, applications and practices in a number of communities, and in doing so it provides an overview of the latest approaches and techniques for building and reusing ontologies according to domain-dependent and independent requirements. Once the data is represented according to ontologies, it is important to be able to query and reason about them, also in the presence of uncertainty, vagueness and probabilities. The second part of the book covers some of the latest advances in the fields of ontology, semantics and reasoning, without losing sight of the book’s practical goals.

Reasoning Web. Semantic Technologies for Intelligent Data Access

Author : Sebastian Rudolph
Publisher : Springer
ISBN 13 : 3642397840
Total Pages : 293 pages
Book Rating : 4.6/5 (423 download)

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Book Synopsis Reasoning Web. Semantic Technologies for Intelligent Data Access by : Sebastian Rudolph

Download or read book Reasoning Web. Semantic Technologies for Intelligent Data Access written by Sebastian Rudolph and published by Springer. This book was released on 2013-07-22 with total page 293 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume contains the lecture notes of the 9th Reasoning Web Summer School 2013, held in Mannheim, Germany, in July/August 2013. The 2013 summer school program covered diverse aspects of Web reasoning, ranging from scalable lightweight formalisms such as RDF to more expressive ontology languages based on description logics. It also featured foundational reasoning techniques used in answer set programming and ontology-based data access as well as emerging topics like geo-spatial information handling and reasoning-driven information extraction and integration.