Summary

Summary Knowledge Organization

54 views 2 purchases

Course
Knowledge Organization (X_405065)

Institution
Vrije Universiteit Amsterdam (VU)

Summary based on lectures. I got an 8.5 for the exam. This course covers the general principles and methods that form the foundation of information organization and knowledge-intensive processes, as well as the contexts in which they can be applied and the interaction with users. The lecture to...

[Show more]

Preview 4 out of 56 pages

View example

Uploaded on March 20, 2024
Number of pages 56
Written in 2023/2024
Type Summary

knowledge organization
ontology
semantic web
linked data
knowledge maintenance

Institution
Vrije Universiteit Amsterdam (VU)
Education
Artificial Intelligence
Course
Knowledge Organization (X_405065)

CA$12.22

Added

Add to cart

Add to wishlist

100% satisfaction guarantee
Immediately available after payment
Both online and in PDF
No strings attached

Knowledge Organization
Blok 1 | 2023-2024

,Inhoud
_________________________________________________________________________

Inhoud 2
HC1: Introduction 4
HC2: Knowledge Organization Overview 5
Organizing knowledge: Why? 6
Organizing knowledge: What? 7
Organizing knowledge: Who? 7
Organizing knowledge: How? 8
HC3: Resource Descriptions 9
Describing resources 9
Four categories of properties 10
Controlled Vocabularies 10
Categorization 11
Classification for describing resources 12
Logic and ontologies 12
HC4: Ontologies 13
Epistemology 14
Concepts 14
Ontologies 16
Categorisation 17
HC5: Logic 20
Logical fallacies 20
Logic formalisms 20
Logic notations 21
Syllogisms 21
Reasoning 21
From Syllogisms to First-Order Logic 21
First order logic 22
Description Logics 25
Higher-Order Logic 25
Tasks for Logic 26
Assignment 26
HC6: Controlled Natural Language (CNL) 27
Controlled Natural Language (CNL) 27
PENS Classification Scheme 28
Semantics of Business Vocabulary and Business Rules (SBVR) 29
Attempto Controlled English (ACE) 29
AceWiki 30
HC7: Knowledge Representation on the Web 32
Properties of the Web 32

, Challenges of knowledge representation on the Web 32
Semantic Web Languages 33
HC8: The Ubiquity of Knowledge Organization 36
History 37
Elements of Knowledge Organization 37
Kinds of KO Systems 38
The discipline and science of KO 38
Concept theory 38
Multi-dimensional KO 38
Lotka’s law of author productivity 38
Instantiation 39
Domain analysis 39
Integrative levels 40
Ethics 40
HC9: Knowledge Modeling 41
Modelling 42
Types of creating categories in general 42
Functional Requirements for Bibliographic Records (FRBR) 43
HC10: Explainable AI 45
XAI taxonomies 45
Surrogate models 46
Local Interpretable Model-agnostic Explanations (LIME) 46
Counterfactuals 47
Literature 48
HC11: Semantic Fire Fighting 50
Literature 50
HC12: Smart, Connected and Open Audio-Visual Content 51
Literature 51

, HC1: Introduction
_________________________________________________________________________

Exam
● 75% of grade (minimum of 6.0)
● Assessment
● A4 sheet with notes allowed
● 10 free text (open) questions

The benefits of buying summaries with Stuvia:

Guaranteed quality through customer reviews

Stuvia customers have reviewed more than 700,000 summaries. This how you know that you are buying the best documents.

Quick and easy check-out

You can quickly pay through credit card or Stuvia-credit for the summaries. There is no membership needed.

Focus on what matters

Your fellow students write the study notes themselves, which is why the documents are always reliable and up-to-date. This ensures you quickly get to the core!

Frequently asked questions

What do I get when I buy this document?

You get a PDF, available immediately after your purchase. The purchased document is accessible anytime, anywhere and indefinitely through your profile.

Satisfaction guarantee: how does it work?

Our satisfaction guarantee ensures that you always find a study document that suits you well. You fill out a form, and our customer service team takes care of the rest.

Who am I buying these notes from?

Stuvia is a marketplace, so you are not buying this document from us, but from seller vjblom. Stuvia facilitates payment to the seller.

Will I be stuck with a subscription?

No, you only buy these notes for CA$12.22. You're not tied to anything after your purchase.

Can Stuvia be trusted?

4.6 stars on Google & Trustpilot (+1000 reviews)

77254 documents were sold in the last 30 days

Founded in 2010, the go-to place to buy study notes for 14 years now

Start selling