Professor Jeff Heflin
MW 9:50-11:05am, Building C, Room 115
Regularly check here for updates about the class.
In this course you will learn about the Semantic Web, Linked Data, and Knowledge Graphs, both in terms of the theory and practical applications. You will be introduced to many useful Semantic Web languages and tools. Finally, you will gain a broad understanding of the most challenging problems and what progress has been made towards solving these problems.
For details about course content, textbook, grading, assignments, and office hours, see the course syllabus.
Antoniou, Grigoris, Paul Groth, Frank van Harmelen, and Rinke Hoekstra. A Semantic Web Primer, Third Edition. MIT Press, Cambridge, MA, 2012. ISBN 978-0-262-01828-9.
Each assignment will be made available here after it is handed out in class. The online versions of the assignments are in PDF format.
Your readings will be listed below as they are assigned. Readings marked SWP are from our textbook, "A Semantic Web Primer." We will also read research papers and technical specifications, and I provide links to online versions of these documents. Usually this is in HTML or PDF format, although a few papers may be in PostScript or Compressed PostScript format. Also, each online reading assignment is followed by a reference (in brackets) that links to the complete citation for the paper. The citations for the entire reading list can be found here.
Papers marked with (Act) have an associated Course Site activity that must be completed prior to the class where we will discuss the paper.
|Read SWP Ch. 1 (pp. 1-21)|
Read Industry-Scale Knowledge Graphs: Lessons and Challenges (if that doesn't work for you, try this version)
|Read SWP Sect. 2.1-2.6 (pp. 23-55)||1/27|
|Read SWP Sect. 2.8-2.9 (pp. 62-65)|
Read An Introduction to RDF and the Jena RDF API
|Read Sect. 3.1-3.10. (pp. 69-88)||2/3|
|Read Jena ARQ - Application API||2/5|
|Read SWP Sect. 4.1 - 4.4.4 (pp. 91-111)||2/10|
|Read SWP Sect. 4.4.5 - 4.6 (pp. 111-128)
|Read SWP Ch. 7 (pp. 193-213)||2/17|
|Read OWL Pizzas: Practical Experience of Teaching OWL-DL: Common Errors & Common Patterns [RDH04]
Read A Survey of the Web Ontology Landscape [WPH06]
|Read Protégé: Getting Started|
(Act) Read A Survey of Schema-Based Matching Approaches [SE05]
|(Act) Read Leveraging Data and Structure in Ontology Integration [UGM07]|
(Act) Read Linking and Building Ontologies of Linked Data [PKA10]
|(Act) Read Automatically Generating Data Linkages Using a Domain-Independent Candidate Selection Approach [SH11] Read Basic Description Logics [BN02], Sect. 2.1 - 2.2 (pp. 47-78)||3/2|
|Read Reducing OWL Entailment to Description Logic Satisfiability [HPS03]
Read Basic Description Logics [BN02], Sect. 2.3 (pp. 78-95)
|Read SWP Sect. 5.1-5.6 (pp. 131-155)
(Act) Read Description Logic Programs: Combining Logic Programs with Description Logic [GHV03]
|(Act) Read Knowledge Graph Embedding: A Survey of Approaches and Applications [WMW17] (PDF also on CourseSite)
(Act) Read Rdf2vec: RDF Graph Embeddings for Data Mining [RP16]
|(Act) Read Bootstrapping Entity Alignment with Knowledge Graph Embedding [SHZ18]
Read SWP Ch. 6 (pp. 185-221)
Read one, skim one:
(Act) Semantic Traffic Diagnosis with STAR-CITY: Architecture and Lessons Learned from Deployment in Dublin, Bologna, Miami and Rio [LTT14]
(Act) Use of OWL and Semantic Web Technologies at Pintrest [GHL19]
|(Act) Read Benchmarking Database Representations of RDF/S Stores [TCK05] (Act) Read A Comparison of Reasoning Techniques for Querying Large Description Logic ABoxes [MS06]||4/6|