623.610 (23S) Information Search & Recommendation Systems
Overview
- Lecturer
- Course title german Information Search & Recommendation Systems
- Type Lecture - Course (continuous assessment course )
- Course model Attendance-based course
- Hours per Week 2.0
- ECTS credits 4.0
- Registrations 22 (30 max.)
- Organisational unit
- Language of instruction Englisch
- Course begins on 07.03.2023
- eLearning Go to Moodle course
Time and place
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Course Information
Intended learning outcomes
After the course, students are able to
- Explain the main goals of recommender systems,
- describe the main technical approaches to build such systems,
- evaluate recommender systems,
- build simple recommender systems.
Teaching methodology
Mix of lecture and practical exercises (including programming)
Course content
Recommender Systems
- Collaborative Filtering, Content-based Filtering, Knowledge-based Approaches
- Evaluation of Recommender Systems
Programming in Python
- Programming of simple recommendation strategies
Prior knowledge expected
Basic programming skills
Literature
Jannach et al.: Recommender Systems - An Introduction, Cambridge 2010
Ricci et al.: Recommender Systems Handbook, Springer 2015
Examination information
Im Fall von online durchgeführten Prüfungen sind die Standards zu beachten, die die technischen Geräte der Studierenden erfüllen müssen, um an diesen Prüfungen teilnehmen zu können.
Examination methodology
Submission of small software projects during the semester.
Presentation of recent research paper at end of course.
Examination topic(s)
Basics of recommender systems
Assessment criteria / Standards of assessment for examinations
Quality of submitted software projects
Quality of presentation
Grading scheme
Grade / Grade grading schemePosition in the curriculum
- Master's degree programme Applied Informatics
(SKZ: 911, Version: 13W.1)
-
Subject: Knowledge and Data Engineering
(Compulsory elective)
-
Information Search & Recommendation Systems (
2.0h VK / 4.0 ECTS)
- 623.610 Information Search & Recommendation Systems (2.0h VC / 4.0 ECTS)
-
Information Search & Recommendation Systems (
2.0h VK / 4.0 ECTS)
-
Subject: Knowledge and Data Engineering
(Compulsory elective)
- Master's degree programme Informatics
(SKZ: 911, Version: 19W.2)
-
Subject: Business Information Systems
(Compulsory elective)
-
Weitere LVen aus dem gewählten Spezialisierungsfach (
0.0h XX / 12.0 ECTS)
- 623.610 Information Search & Recommendation Systems (2.0h VC / 4.0 ECTS) Absolvierung im 1., 2. Semester empfohlen
-
Weitere LVen aus dem gewählten Spezialisierungsfach (
0.0h XX / 12.0 ECTS)
-
Subject: Business Information Systems
(Compulsory elective)
- Master's degree programme Informatics
(SKZ: 911, Version: 19W.2)
-
Subject: Data Science and Engineering
(Compulsory elective)
-
Weitere LVen aus dem gewählten Spezialisierungsfach oder den anderen Spezialisierungsfächern (
0.0h XX / 16.0 ECTS)
- 623.610 Information Search & Recommendation Systems (2.0h VC / 4.0 ECTS) Absolvierung im 1., 2. Semester empfohlen
-
Weitere LVen aus dem gewählten Spezialisierungsfach oder den anderen Spezialisierungsfächern (
0.0h XX / 16.0 ECTS)
-
Subject: Data Science and Engineering
(Compulsory elective)
- Master's degree programme Information Management
(SKZ: 922, Version: 19W.1)
-
Subject: Information Systems
(Compulsory subject)
-
2.2 Decision Support Systems (
0.0h VC / 4.0 ECTS)
- 623.610 Information Search & Recommendation Systems (2.0h VC / 4.0 ECTS) Absolvierung im 1., 2., 3. Semester empfohlen
-
2.2 Decision Support Systems (
0.0h VC / 4.0 ECTS)
-
Subject: Information Systems
(Compulsory subject)
- Master's degree programme Information Management
(SKZ: 922, Version: 13W.2)
-
Subject: Informationssysteme
(Compulsory subject)
-
2.3 Information Search & Recommendation Systems (
2.0h VC/KS / 4.0 ECTS)
- 623.610 Information Search & Recommendation Systems (2.0h VC / 4.0 ECTS)
-
2.3 Information Search & Recommendation Systems (
2.0h VC/KS / 4.0 ECTS)
-
Subject: Informationssysteme
(Compulsory subject)
Equivalent courses for counting the examination attempts
-
Sommersemester 2024
- 623.610 VC Information Search & Recommendation Systems (2.0h / 4.0ECTS)
-
Sommersemester 2022
- 623.610 VC Information Search & Recommendation Systems (2.0h / 4.0ECTS)
-
Wintersemester 2021/22
- 623.610 VC Information Search & Recommendation Systems (2.0h / 4.0ECTS)
-
Sommersemester 2021
- 623.610 VC Information Search & Recommendation Systems (2.0h / 4.0ECTS)
-
Sommersemester 2020
- 623.610 VC Information Search & Recommendation Systems (2.0h / 4.0ECTS)
-
Sommersemester 2019
- 623.610 VC Recommender Systems (2.0h / 4.0ECTS)
-
Sommersemester 2017
- 623.610 VC Recommender Systems (2.0h / 4.0ECTS)
-
Sommersemester 2016
- 623.610 VC Recommender Systems (2.0h / 4.0ECTS)
-
Wintersemester 2015/16
- 623.610 VC Information Search & Recommendation Systems (2.0h / 4.0ECTS)
-
Sommersemester 2015
- 623.610 VK Recommender Systems (2.0h / 4.0ECTS)
-
Wintersemester 2014/15
- 623.610 VK Information Search & Recommendation Systems (2.0h / 4.0ECTS)
-
Sommersemester 2014
- 623.610 VK Information Search & Recommendation Systems (2.0h / 4.0ECTS)