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Concept

Structure mining

Related lectures (32)

Association Rules: Mining and Algorithms Log in to Mediaspace to watch this video

Explores Association Rule Mining, Apriori algorithm, and rule generation using support and confidence.

Association Rules Mining Log in to Mediaspace to watch this video

Covers association rules mining, focusing on Apriori and FP-growth algorithms to find frequent itemsets and extract rules efficiently.

FP-Growth: Itemset Mining Log in to Mediaspace to watch this video

Introduces the FP-Growth algorithm for mining frequent itemsets in transaction datasets.

Privacy-preserving data publishing: Challenges and Solutions Log in to Mediaspace to watch this video

Explores challenges in privacy-preserving data publishing, including failed de-identification examples and privacy threats, and presents a case study on Airbnb's efforts to address racist practices while protecting user privacy.

Data Science and Education at EPFL Log in to Mediaspace to watch this video

Explores the development of data science, education initiatives, and challenges in bridging the gap between data scientists and domain experts at EPFL.

Digital History Projects: Design and Analysis Log in to Mediaspace to watch this video

Covers digital history projects, social relationships in research, data preprocessing challenges, and network analysis tools.

Association Rule Mining Log in to Mediaspace to watch this video

Introduces association rule mining, covering support, confidence, Apriori algorithm, and FP-growth for frequent itemset discovery.

Association Rules: Mining and Analysis Log in to Mediaspace to watch this video

Explores association rules in data mining, covering measures, techniques, and algorithms for efficient rule extraction.

Distributed Information Systems: Overview and Course Information Log in to Mediaspace to watch this video

Covers key concepts of Distributed Information Systems and course logistics.

Data Warehouses and Data Lakes Log in to Mediaspace to watch this video

Covers data warehouses, data lakes, OLTP vs. OLAP, data quality, and the Data Lakehouse concept.

Data Warehouses: Introduction and Challenges Log in to Mediaspace to watch this video

Covers the introduction and challenges of data warehouses, including integrating data, managing metadata, and optimizing query performance.

Data Perturbation: Protecting Privacy in Database Systems Log in to Mediaspace to watch this video

Explores data perturbation for privacy protection in database systems, including aggregate reconstruction and its application in data mining.