Master in Applied Artificial Intelligence (Plan: 475 - Estudio: 378)
EPI
Coordinating teacher: SANCHEZ FERNANDEZ, LUIS
Department assigned to the subject: Telematic Engineering Department
Type: Electives
ECTS Credits: 3.0 ECTS
Course: 1º
Semester:
Requirements (Subjects that are assumed to be known)
To follow this subject it is necessary to know how to program in Java.
Objectives
At the end of this subject students must know what are the Semantic Web and Linked Data, and which are the key technologies, concepts, algorithms and standards in which the Semantic Web, Linked Data, and Web search engines are based.
1. Introduction to the Semantic Web and Linked Data.
1.1. Review of Web architecture.
1.2. Semantic Web fundamentals.
1.3. Evolution of the Semantic Web.
1.4. Linked Data.
2. Representation languages.
2.1. Introduction to representation languages.
2.2. RDF/RDF Schema.
2.3. OWL.
2.4. Other languages.
3. Knowledge modeling.
3.1. Ontologies. Ontology engineering.
3.2. Knowledge graphs.
4. Knowledge exploitation.
4.1. SPARQL query language.
4.2. Logical reasoning with RDF and OWL.
4.3. Tools.
5. Semantic annotation
5.1. Types of annotations.
5.2. Techniques and tools.
6. Web Search Engines.
6.1. Fundamentals and history.
6.2. Vector model for Information Retrieval.
6.3. Natural Language Processing techniques for Information Retrieval.
6.4. Inverted indexes.
6.5. Link Mining.
6.6. Semantic technology for search engines.
7. Implementation of Information Retrieval Systems.
7.1. Customary data bases.
7.2. NoSQL solutions.
7.3. Graph databases.
7.4. Vector databases.
Learning activities and methodology
Learning activities
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Lectures (AF1)
Theoretical and practical sessions (AF3)
Labs (AF4)
Tutoring (AF5)
Group work (AF6)
Student's individual work (AF7)
Final and partial exams (AF8)
Methodology
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Case studies (MD3)
Lectures (MD4)
Assignments (MD5)
Assessment System
% end-of-term-examination 20
% of continuous assessment (assigments, laboratory, practicals...) 80
Asunción Gómez-Pérez, Mariano Fernández-López, Óscar Corcho. Ontological Engineering-with examples from the areas of Knowledge Management, e-Commerce and the Semantic Web. Springer. 2004
Bing Liu. Web Data Mining: Exploring Hyperlinks, Contents, and Usage Data. Springer. 2011
Christian Bizer, Tom Heath, and Tim Berners-Lee. "Linked data: The story so far." in: (Amit Sheth, ed.) Semantic services, interoperability and web applications: emerging concepts. IGI Global. 2011
Ricardo Baeza-Yates, Berthier Ribeiro-Neto. Modern Information Retrieval. Pearson Education. 2011
Tim Berners-Lee, James Hendler, Ora Lassila. The semantic web. Scientific American, vol. 285, n. 5. . Springer Nature. 2001
The course syllabus may change due academic events or other reasons.
