Readings: Difference between revisions

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* [https://rdflib.readthedocs.io/ rdflib 5.0.0] materials:
* [https://rdflib.readthedocs.io/ rdflib 5.0.0] materials:
** Querying with SPARQL
** Querying with SPARQL
* [[:File:S03-SPARQL.pdf | Slides from the lecture]]
* [[:File:S03-SPARQL.pdf | Slides from the lecture (old slides from 2021)]]


Useful materials:
Useful materials:
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** Getting started
** Getting started
** SPARQL Extensions - Full Text Search, GeoSpatial Search, Refication Done Right
** SPARQL Extensions - Full Text Search, GeoSpatial Search, Refication Done Right
* [[:File:S04-Architecture-6.pdf | Slides from the lecture]]
* [[:File:S04-Architecture-6.pdf | Slides from the lecture (old slides from 2021)]]
* [https://www.wikidata.org/wiki/Wikidata:Introduction Wikidata]
* [https://www.wikidata.org/wiki/Wikidata:Introduction Wikidata]
* [https://www.JSON.org/json-en.html JSON Syntax] (mandatory)
* [https://www.JSON.org/json-en.html JSON Syntax] (mandatory)
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Mandatory readings:
Mandatory readings:
* [[:File:S11-EnterpriseKnowledgeGraphs.pdf | Slides from the lecture]]  
* [[:File:S11-EnterpriseKnowledgeGraphs.pdf | Slides from the lecture (old slides from 2021)]]  
* [[:File:S11-NewsHunter-InfraAndArch.pdf | Slides about the News Hunter infrastructure and architecture]]
* [[:File:S11-NewsHunter-InfraAndArch.pdf | Slides about the News Hunter infrastructure and architecture (old slides from 2021)]]


Supplementary readings:
Supplementary readings:
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* Chapters 6-7 in Allemang & Hendler (mandatory)
* Chapters 6-7 in Allemang & Hendler (mandatory)
* [http://www.w3.org/TR/rdf-schema/ W3C's RDF Schema 1.1], focus on sections 1-3 and 6 (mandatory)
* [http://www.w3.org/TR/rdf-schema/ W3C's RDF Schema 1.1], focus on sections 1-3 and 6 (mandatory)
* [[:File:S05-RDFS.pdf | Slides from the lecture]]  
* [[:File:S05-RDFS.pdf | Slides from the lecture (old slides from 2021)]]  


Useful materials:
Useful materials:
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* Chapters 9-10 and 13 in Allemang & Hendler (mandatory)
* Chapters 9-10 and 13 in Allemang & Hendler (mandatory)
* [http://lov.okfn.org/dataset/lov/ Linked Open Vocabularies (LOV)]
* [http://lov.okfn.org/dataset/lov/ Linked Open Vocabularies (LOV)]
* [[:File:S07-S08-VocabulariesAndOntologies.pdf | Slides from the lectures]]
* [[:File:S07-S08-VocabulariesAndOntologies.pdf | Slides from the lectures (old slides from 2021)]]
* [[:File:S08-NewsAngler-ontologies.pdf | Additional slides about the News Angler/News Hunter ontologies]]
* [[:File:S08-NewsAngler-ontologies.pdf | Additional slides about the News Angler/News Hunter ontologies (old slides from 2021)]]


Useful materials:
Useful materials:
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* [http://www.w3.org/TR/owl-primer OWL2 Primer], sections 2-6
* [http://www.w3.org/TR/owl-primer OWL2 Primer], sections 2-6
* [http://vowl.visualdataweb.org/ VOWL: Visual Notation for OWL Ontologies]
* [http://vowl.visualdataweb.org/ VOWL: Visual Notation for OWL Ontologies]
* [[:File:S06-OWL-1.pdf | Slides from the lecture.]]
* [[:File:S06-OWL-1.pdf | Slides from the lecture (old slides from 2021)]]


Useful materials (cursory):
Useful materials (cursory):
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Mandatory readings:
Mandatory readings:
* [[:File:S13-OWL-DL.pdf | Slides from the lecture]]
* [[:File:S13-OWL-DL.pdf | Slides from the lecture (old slides from 2021)]


Useful materials:
Useful materials:
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* Chapters 11-12 in Allemang & Hendler (mandatory)
* Chapters 11-12 in Allemang & Hendler (mandatory)
* [http://www.w3.org/TR/owl-primer OWL2 Primer]
* [http://www.w3.org/TR/owl-primer OWL2 Primer]
* [[:File:S12-OWL-2.pdf | Slides from the lecture]]
* [[:File:S12-OWL-2.pdf | Slides from the lecture (old slides from 2021)]]


Useful materials:
Useful materials:
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Themes:
Themes:
* Knowledge engineering
* The Ontology Development 101 method
Mandatory readings:
* Chapters 14-16 in Allemang & Hendler (mandatory)
* Chapters 14-16 in Allemang & Hendler (mandatory)
* Ontology Development 101 method
* [http://liris.cnrs.fr/alain.mille/enseignements/Ecole_Centrale/What%20is%20an%20ontology%20and%20why%20we%20need%20it.htm Noy & McGuinness (2001): Ontology Development 101: A Guide to Creating Your First Ontology.] ''Paper.''
* [[:File:S15-OntologyDevelopment-5.pdf | Slides from the lecture (old slides from 2021)]]


Mandatory readings:
Useful materials:
* The rest of Blumauer & Nagy (suggested)
* The rest of Blumauer & Nagy (suggested)
* [http://liris.cnrs.fr/alain.mille/enseignements/Ecole_Centrale/What%20is%20an%20ontology%20and%20why%20we%20need%20it.htm Noy & McGuinness (2001): Ontology Development 101: A Guide to Creating Your First Ontology.] ''Paper.''
* [[:File:S15-OntologyDevelopment-5.pdf | Slides from the lecture]]


==Lecture 14: Wrapping up==
==Lecture 14: Wrapping up==

Revision as of 14:34, 22 January 2022

Textbooks

Main course book:

  • Dean Allemang, James Hendler & Fabien Gandon (2020). Semantic Web for the Working Ontologist, Effective Modeling for Linked Data, RDFS and OWL (Third Edition). ISBN: 9781450376143, PDF ISBN: 9781450376150, Hardcover ISBN: 9781450376174, DOI: 10.1145/3382097. The whole book is mandatory reading.

Supplementary text book (not mandatory):

  • Andreas Blumauer and Helmut Nagy (2020). The Knowledge Graph Cookbook - Recipes that Work. mono/monochrom. ISBN-10: ‎3902796707, ISBN-13: 978-3902796707.

Other materials

In addition, the materials listed below for each lecture are either mandatory or suggested reading. More materials will be added to each lecture in the coming weeks.

The lectures and lectures notes are also part of the curriculum.

Make sure you download the electronic resources to your own computer in good time before the exam. This is your own responsibility. That way you are safe if a site becomes unavailable or somehow damaged the last few days before the exam.

Note: to download some of the papers, you may need to be inside UiB's network. Either use a computer directly on the UiB network or connect to your UiB account through VPN.


Lectures

Below are the mandatory and suggested readings for each lecture. All the textbook chapters in Allemang, Hendler & Gandon are mandatory, whereas the chapters in Blumauer & Nagy are suggested.

To be updated - the readings below are not final for Spring 2022.



Lecture 1: Introduction to knowledge Graphs

Themes:

  • Introduction to Knowledge Graphs
  • Organisation of INFO216

Mandatory readings:

Useful materials:

Lecture 2: Representing KGs (RDF)

Themes:

  • RDF
  • Programming RDF in Python

Mandatory readings:

Useful materials:


Lecture 3: Querying and updating KGs (SPARQL)

Themes:

  • SPARQL queries
  • SPARQL Update
  • Programming SPARQL and SPARQL Update in Python

Mandatory readings:

Useful materials:

Lecture 4: Storing and sharing KGs

Themes:

  • Chapter 4 in Allemang & Hendler (mandatory)
  • Application architecture
  • Triple stores and Blazegraph
  • Endpoints and Wikidata Query Service (WDQS)
  • Web APIs and JSON-LD
  • Serialisation formats

Mandatory readings:

Useful materials:

Lecture 5: Open Knowledge Graphs

Themes:

  • The LOD cloud
  • Important open KGs (LOD datasets)
    • Wikidata
    • DBpedia
    • the GDELT project
    • EventKG
    • GeoNames
    • WordNet
    • BabelNet
    • and others

Mandatory readings:

Useful materials:

Lecture 6: Enterprise Knowledge Graphs

Themes:

  • Google’s Knowledge Graph
  • Amazon’s Product Graphs
  • Others (← F1)
  • News Hunter’s infrastructure and architecture

Mandatory readings:

Supplementary readings:

Lecture 7: Rules (RDFS)

Themes:

  • RDFS
  • Axioms, rules and entailment
  • Programming RDFS in Python

Mandatory readings:

Useful materials:

Lecture 8: Vocabularies

Themes:

  • LOD vocabularies and ontologies

Mandatory readings:

Useful materials:

This is what we expect you to know about each vocabulary: Its purpose and where and how it can be used. You should know its most central 3-6 classes and properties be able to explain its basic structure. It is less important to get all the names and prefixes 100% right: we do not expect you to learn every little detail by heart.

Lecture 9: Ontologies (OWL)

Themes:

  • Basic OWL concepts
  • Axioms, rules and entailments
  • Programming basic OWL in Python

Mandatory readings:

Useful materials (cursory):

  • Pages 106-109 in Blumauer & Nagy (suggested)

Lecture 10: Reasoning about KGs (DL)

Themes:

  • Description logic
  • Decision problems
  • OWL-DL

Mandatory readings:

  • [[:File:S13-OWL-DL.pdf | Slides from the lecture (old slides from 2021)]

Useful materials:

Lecture 11: Formal ontologies (OWL-DL)

Themes:

  • Advanced OWL

Mandatory readings:

Useful materials:

Lecture 12: KG embeddings

Lecture 13: Knowledge Engineering

Themes:

  • Knowledge engineering
  • The Ontology Development 101 method

Mandatory readings:

Useful materials:

  • The rest of Blumauer & Nagy (suggested)

Lecture 14: Wrapping up

 

INFO216, UiB, 2017-2022, Andreas L. Opdahl (c)