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Coursebooks
Distributed information systems
CS-423
Lecturer(s) :
Aberer KarlLanguage:
English
Summary
This course introduces the key concepts and algorithms from the areas of information retrieval, data mining and knowledge bases, which constitute the foundations of today's Web-based distributed information systems.Content
Information Retrieval
- Information Retrieval - Introduction
- Text-Based Information Retrieval
- Vector Space Retrieval
- Inverted Files
- Distributed Retrieval
- Probabilistic Information Retrieval
- Query Expansion
- Latent Semantic Indexing
- Word Embeddings
- Link-Based Ranking
Data Mining
- Data Mining ¿ Introduction
- Association Rule Mining
- Clustering
- Classification
- Classification Methodology
- Document Classification
- Recommender Systems
- Mining Social Graphs
Knowledge Bases
- Semi-structured data
- Semantic Web
- RDF Resource Description Framework
- Semantic Web Resources
- Keyphrase extraction
- Named entity recognition
- Information extraction
- Taxonomy Induction
- Entity Disambiguation
- Label Propagation
- Link Prediction
- Data Integration
Learning Prerequisites
Recommended courses
Introduction to Database Systems
Learning Outcomes
By the end of the course, the student must be able to:- Characterize the main tasks performed by information systems, namely data, information and knowledge management
- Apply collaborative information management models, like crowd-sourcing, recommender systems, social networks
- Apply knowledge models, their representation through Web standards and algorithms for storing and processing semi-structured data
- Apply fundamental models and techniques of text retrieval and their use in Web search engines
- Apply main categories of data mining techniques, local rules, predictive and descriptive models, and master representative algorithms for each of the categories
Teaching methods
Ex cathedra + programming exercises (Python)
Assessment methods
25% Continuous evaluations with bonus system during the semester
75% Final written exam (180 min) during exam session
Supervision
Office hours | Yes |
Assistants | Yes |
Forum | Yes |
Resources
Websites
Moodle Link
In the programs
- Computer Science, 2019-2020, Master semester 2
- SemesterSpring
- Exam formWritten
- Credits
4 - Subject examined
Distributed information systems - Lecture
2 Hour(s) per week x 14 weeks - Exercises
1 Hour(s) per week x 14 weeks
- Semester
- Computer Science, 2019-2020, Master semester 4
- SemesterSpring
- Exam formWritten
- Credits
4 - Subject examined
Distributed information systems - Lecture
2 Hour(s) per week x 14 weeks - Exercises
1 Hour(s) per week x 14 weeks
- Semester
- Communication Systems - master program, 2019-2020, Master semester 2
- SemesterSpring
- Exam formWritten
- Credits
4 - Subject examined
Distributed information systems - Lecture
2 Hour(s) per week x 14 weeks - Exercises
1 Hour(s) per week x 14 weeks
- Semester
- Communication Systems - master program, 2019-2020, Master semester 4
- SemesterSpring
- Exam formWritten
- Credits
4 - Subject examined
Distributed information systems - Lecture
2 Hour(s) per week x 14 weeks - Exercises
1 Hour(s) per week x 14 weeks
- Semester
- Computer Science - Cybersecurity, 2019-2020, Master semester 2
- SemesterSpring
- Exam formWritten
- Credits
4 - Subject examined
Distributed information systems - Lecture
2 Hour(s) per week x 14 weeks - Exercises
1 Hour(s) per week x 14 weeks
- Semester
- Computer Science - Cybersecurity, 2019-2020, Master semester 4
- SemesterSpring
- Exam formWritten
- Credits
4 - Subject examined
Distributed information systems - Lecture
2 Hour(s) per week x 14 weeks - Exercises
1 Hour(s) per week x 14 weeks
- Semester
- Data Science, 2019-2020, Master semester 2
- SemesterSpring
- Exam formWritten
- Credits
4 - Subject examined
Distributed information systems - Lecture
2 Hour(s) per week x 14 weeks - Exercises
1 Hour(s) per week x 14 weeks
- Semester
- Data Science, 2019-2020, Master semester 4
- SemesterSpring
- Exam formWritten
- Credits
4 - Subject examined
Distributed information systems - Lecture
2 Hour(s) per week x 14 weeks - Exercises
1 Hour(s) per week x 14 weeks
- Semester
- Digital Humanities, 2019-2020, Master semester 2
- SemesterSpring
- Exam formWritten
- Credits
4 - Subject examined
Distributed information systems - Lecture
2 Hour(s) per week x 14 weeks - Exercises
1 Hour(s) per week x 14 weeks
- Semester
- Digital Humanities, 2019-2020, Master semester 4
- SemesterSpring
- Exam formWritten
- Credits
4 - Subject examined
Distributed information systems - Lecture
2 Hour(s) per week x 14 weeks - Exercises
1 Hour(s) per week x 14 weeks
- Semester
- Electrical and Electronics Engineering, 2019-2020, Master semester 2
- SemesterSpring
- Exam formWritten
- Credits
4 - Subject examined
Distributed information systems - Lecture
2 Hour(s) per week x 14 weeks - Exercises
1 Hour(s) per week x 14 weeks
- Semester
- Electrical and Electronics Engineering, 2019-2020, Master semester 4
- SemesterSpring
- Exam formWritten
- Credits
4 - Subject examined
Distributed information systems - Lecture
2 Hour(s) per week x 14 weeks - Exercises
1 Hour(s) per week x 14 weeks
- Semester
- Energy Management and Sustainability, 2019-2020, Master semester 2
- SemesterSpring
- Exam formWritten
- Credits
4 - Subject examined
Distributed information systems - Lecture
2 Hour(s) per week x 14 weeks - Exercises
1 Hour(s) per week x 14 weeks
- Semester
- Energy Management and Sustainability, 2019-2020, Master semester 4
- SemesterSpring
- Exam formWritten
- Credits
4 - Subject examined
Distributed information systems - Lecture
2 Hour(s) per week x 14 weeks - Exercises
1 Hour(s) per week x 14 weeks
- Semester
- Environmental Sciences and Engineering, 2019-2020, Master semester 2
- SemesterSpring
- Exam formWritten
- Credits
4 - Subject examined
Distributed information systems - Lecture
2 Hour(s) per week x 14 weeks - Exercises
1 Hour(s) per week x 14 weeks
- Semester
- Environmental Sciences and Engineering, 2019-2020, Master semester 4
- SemesterSpring
- Exam formWritten
- Credits
4 - Subject examined
Distributed information systems - Lecture
2 Hour(s) per week x 14 weeks - Exercises
1 Hour(s) per week x 14 weeks
- Semester
- Biocomputing minor, 2019-2020, Spring semester
- SemesterSpring
- Exam formWritten
- Credits
4 - Subject examined
Distributed information systems - Lecture
2 Hour(s) per week x 14 weeks - Exercises
1 Hour(s) per week x 14 weeks
- Semester
- Communication systems minor, 2019-2020, Spring semester
- SemesterSpring
- Exam formWritten
- Credits
4 - Subject examined
Distributed information systems - Lecture
2 Hour(s) per week x 14 weeks - Exercises
1 Hour(s) per week x 14 weeks
- Semester
- Computer science minor, 2019-2020, Spring semester
- SemesterSpring
- Exam formWritten
- Credits
4 - Subject examined
Distributed information systems - Lecture
2 Hour(s) per week x 14 weeks - Exercises
1 Hour(s) per week x 14 weeks
- Semester
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Under construction
Lecture
Exercise, TP
Project, other
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- Autumn semester
- Winter sessions
- Spring semester
- Summer sessions
- Lecture in French
- Lecture in English
- Lecture in German