Readings: Difference between revisions

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* Introduction to Knowledge Graphs
* Introduction to Knowledge Graphs
* Organisation of the course
* Organisation of the course
Textbook:
Hogan, A. et al. (2021). Knowledge Graphs. Springer.
https://kgbook.org/ .
Supplementary:
Allemang, Hendler & Gandon (2020):
Semantic Web for the Working Ontologist, 3rd edition.
chapters 1-2
Materials in the wiki <http://wiki.uib.no/info216>:
Tim Berners-Lee talks about the semantic web
links to a few important open KGs


Mandatory readings:
Mandatory readings:
* Chapter 1 Introduction, seciton 2.1 Models, and Appendix A Background in Hogan et al.
* Chapter 1 Introduction, section 2.1 Models, and Appendix A Background in Hogan et al.
* [http://www.youtube.com/watch?v=HeUrEh-nqtU Tim Berners-Lee talks about the semantic web]
* [http://www.youtube.com/watch?v=HeUrEh-nqtU Tim Berners-Lee talks about the semantic web]
* The slides from the lecture (available under [https://mitt.uib.no/courses/51914/files/folder/Slides | Files/Slides in http://mitt.uib.no]).
* [http://rdflib.readthedocs.io/ RDFlib 7.0.0 documentation], the following pages:
** The main page
** Getting started with RDFLib
** Loading and saving RDF
** Creating RDF triples
** Navigating Graphs
** Utilities and convenience functions
** RDF terms in rdflib
** Namespaces and Bindings
* The slides from the lecture (available under [https://mitt.uib.no/courses/51914/files/folder/Slides Files/Slides in http://mitt.uib.no]).


Useful materials:
Useful materials:
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==Lecture 2: Representing KGs (RDF)==
<!-- ==Lecture 2: Representing KGs (RDF)==


Themes:  
Themes:  
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<!-- * An overview page of some other [https://www.w3.org/2018/09/rdf-data-viz/ RDF Data Visualization tools] -->
<!-- * An overview page of some other [https://www.w3.org/2018/09/rdf-data-viz/ RDF Data Visualization tools] -->
* Pages 25-28, 92-100, 125-128, and 164-167 in Blumauer & Nagy (suggested)
* Pages 25-28, 92-100, 125-128, and 164-167 in Blumauer & Nagy (suggested)
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==Lecture 3: Querying and updating KGs (SPARQL)==
==Lecture 2: Querying and updating KGs (SPARQL)==


Themes:
Themes:
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Mandatory readings (tentative):
Mandatory readings (tentative):
* Chapter 6 in Allemang, Hendler & Gandon (3rd edition)
* Section 2.2 Queries in Hogan et al.
* [https://graphdb.ontotext.com/documentation/10.8/sparql.html The SPARQL query language — GraphDB 10.8 documentation]
* [http://www.w3.org/TR/sparql11-update/ SPARQL 1.1 Update Language] (Sections 1-3)
* [http://www.w3.org/TR/sparql11-update/ SPARQL 1.1 Update Language] (Sections 1-3)
* [https://rdflib.readthedocs.io/ rdflib 7.0.0] materials:
* [https://rdflib.readthedocs.io/ rdflib 7.0.0] materials:
** [https://rdflib.readthedocs.io/en/stable/intro_to_sparql.html Querying with SPARQL]
** [https://rdflib.readthedocs.io/en/stable/intro_to_sparql.html Querying with SPARQL]
* [[:File:S03-SPARQL.pdf | Slides from the lecture]]
* The slides from the lecture (available under [https://mitt.uib.no/courses/51914/files/folder/Slides Files/Slides in http://mitt.uib.no]).


Useful materials:
Useful materials:
* Chapter 6 in Allemang, Hendler & Gandon (3rd edition)
<!-- * [https://medium.com/wallscope/constructing-sparql-queries-ca63b8b9ac02 Constructing SPARQL Queries] -->
<!-- * [https://medium.com/wallscope/constructing-sparql-queries-ca63b8b9ac02 Constructing SPARQL Queries] -->
* [http://www.w3.org/TR/sparql11-query/ SPARQL 1.1 Query Language]
* [http://www.w3.org/TR/sparql11-query/ SPARQL 1.1 Query Language]
* [http://www.w3.org/TR/sparql11-update/ SPARQL 1.1 Update Language] (the rest of it)
* [http://www.w3.org/TR/sparql11-update/ SPARQL 1.1 Update Language]
* [[:File:sparql-1_1-cheat-sheet.pdf | SPARQL 1.1 Cheat Sheet]]
* [[:File:sparql-1_1-cheat-sheet.pdf | SPARQL 1.1 Cheat Sheet]]
* [https://en.wikibooks.org/wiki/SPARQL/Expressions_and_Functions SPARQL Expressions and Functions]
* [https://en.wikibooks.org/wiki/SPARQL/Expressions_and_Functions SPARQL Expressions and Functions]
* For example pages 54-55, 133 in Blumauer & Nagy (suggested)
<!-- * The [[:File:kg4news-dump-20230130.txt | Knowledge Graphs for the News]] example used in the lecture. (Remember to save with the correct ''.ttl'' extension.) -->
* The [[:File:kg4news-dump-20230130.txt | Knowledge Graphs for the News]] example used in the lecture. (Remember to save with the correct ''.ttl'' extension.)


<!--
==Lecture 4: Linked Open Data (LOD)==
==Lecture 4: Linked Open Data (LOD)==


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* Pan, S., Luo, L., Wang, Y., Chen, C., Wang, J., & Wu, X. (2024). [[:file:PanEtAl2023-LLMs_KGs_Opportunities_Challenges.pdf | ''Unifying large language models and knowledge graphs: A roadmap.'']]  IEEE Transactions on Knowledge and Data Engineering.
* Pan, S., Luo, L., Wang, Y., Chen, C., Wang, J., & Wu, X. (2024). [[:file:PanEtAl2023-LLMs_KGs_Opportunities_Challenges.pdf | ''Unifying large language models and knowledge graphs: A roadmap.'']]  IEEE Transactions on Knowledge and Data Engineering.
* Vaswani, A., Shazeer, N., Parmar, N., Uszkoreit, J., Jones, L., Gomez, A. N., ... &  Polosukhin, I. (2017). [[:file:NIPS-2017-attention-is-all-you-need-Paper.pdf | ''Attention is all you need.'']]  Advances in neural information processing systems, 30.<br />
* Vaswani, A., Shazeer, N., Parmar, N., Uszkoreit, J., Jones, L., Gomez, A. N., ... &  Polosukhin, I. (2017). [[:file:NIPS-2017-attention-is-all-you-need-Paper.pdf | ''Attention is all you need.'']]  Advances in neural information processing systems, 30.<br />
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&nbsp;
&nbsp;
<div class="credits" style="text-align: right; direction: ltr; margin-left: 1em;">''INFO216, UiB, 2017-2024, Andreas L. Opdahl (c)''</div>
<div class="credits" style="text-align: right; direction: ltr; margin-left: 1em;">''INFO216, UiB, 2017-2024, Andreas L. Opdahl (c)''</div>

Revision as of 21:28, 9 February 2025

Textbooks

Main course book (the whole book is mandatory reading):

  • Hogan, A. et al. (2021). Knowledge Graphs. Springer. Synthesis Lectures on Data, Semantics, and Knowledge 22, 1–237, DOI: 10.2200/S01125ED1V01Y202109DSK022, Springer. https://kgbook.org/

Supplementary books (not mandatory):

  • 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.
  • 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 labs, 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 (in progress)

Below are the mandatory and suggested readings for each lecture. All the textbook chapters in Hogan et al. ("Knowledge Graphs") are mandatory, whereas the chapters in Allemang, Hendler & Gandon ("Semantic Web") are suggested.

Lecture 1: Introduction to KGs

Themes:

  • Introduction to Knowledge Graphs
  • Organisation of the course

Mandatory readings:

Useful materials:

  • Chapters 1-2 in Allemang, Hendler & Gandon (3rd edition)
  • Important knowledge graphs (which we will look more at later):
  • Pages 25-28, 92-100, 125-128, and 164-167 in Blumauer & Nagy (suggested)

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Lecture 2: Querying and updating KGs (SPARQL)

Themes:

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

Mandatory readings (tentative):

Useful materials:


 

INFO216, UiB, 2017-2024, Andreas L. Opdahl (c)
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