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251-0376-00L Data Warehousing

News

(August 16, 2009) Exam results are now available here 

 

Exams can be reviewed on Friday, August 21 and Tuesday, August 25

between 2 and 4 pm.

Contents

This course presents the principles of decision support systems and so-called online-analytic processing (OLAP). The course will cover the following topics:

1. Motivation and Architecture
2. Modelling for OLAP: Star Schemas and Snow Flake Schemas
3. SQL Extensions for Decision Support (Cube, Aggregation sets, Pivot, etc.)
4. Demo of a Business Intelligence Tool (BTell)
5. Implementation Techniques (bitmap indexes, materialized views, star joins, ...)
6. Parallel Databases (query execution strategies)
7. Data mining (classification trees, association rule mining, outlier detection)
8. Data cleaning, identity reconciliation
9. Probabilistic databases, data lineage
10. Dataspace Management
11. Industry talks

Course Material

Exercise Sheets

Ex1: Star Schema & Summarizability. Solution fixed answer to 1.1 Q3 and alternative
Ex2: Advanced SQL. Solution
Ex3: How to implement Top K and Skyline. Slides
Ex4: Bitmap Indexes. Solution
Ex5: CSS- & CSB-Trees and Implementation Techniques applied. Papers: CSS-Tree, CSB-Tree. Skeleton. Solution. Fixed queries of Ex 5.2.
Ex6: Parallel Query Processing & Data Integration. Solution

Ex7: Probabilistic Databases. Solution

Ex8: Data Mining. Slides

Rehearsal Slides.

Schedule (2V1U)

  • May 8th: Usual drill. Lecture: Data Mining, Exercise Session: Probabilistic Databases.
  • May 15th: Industry Talk. At 9:15 in the usual lecture room (CAB G51) we have an exercise session (Topic: Data Mining). At 10:30 (location TBA) Franz Faerber from SAP will give a talk.
  • May 22th: Rehearsal. At 9:15 in the usual lecture room (CAB G51) we will summarize the lecture and discuss past exams. Please send your questions to the TA as soon as possible. No exercise session.
  • May 29th: Exam. The exam takes place in the usual lecture room (CAB G51). The duration will be 60 minutes. No exercise session.
Lecture: 

 

Exercise Groups:

* The second exercise group is cancelled!
Please contact the TA if you cannot attend the session at 11am.

Exam

The exam will be on Friday, May 29 from 9am to 11am.

References

Articles of the research literature on databases and information systems (e.g., SIGMOD and VLDB). Exact references will be given in the lecture notes.

Lecturers

Prof. Dr. Donald Kossmann

Dr. Carsten Binnig

Language

English

Requirements

ISG (Introduction to database systems, ER/UML modelling, normalization, SQL). Architecture & Implementation of Database Systems course is very helpful. 

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