Tagged with: database

PROPOSAL

Learning-to-rank methods for query optimization

Query optimization is crucial for any data management system to achieve good performance. Recent advancements in AI have led academia and industry to investigate learning-based techniques in query optimization. In particular, many works propose replacing the cost model used during plan enumeration with a machine learning model (typically a regression model) that estimates the runtime of a query …
Supervisors: Zoi Kaoudi
Semester: Fall 2025
Tags: machine learning, database, query optimization, ranking

PROPOSAL

Big data processing with Apache Wayang

Are you interested in working with a big data open source project? You are welcome to conduct your thesis/project in Apache Wayang. Apache Wayang is the first cross-platform framework that allows users to specify their task/query in a system-agnostic manner and Wayang will determine which is the best system(s) to execute this task with the goal of optimizing performance. For a general overview …
Supervisors: Zoi Kaoudi
Semester: Fall 2025
Tags: big data, database, cross-platform data processing, open source, Apache

PROPOSAL

Reduce energy consumption with Apache Wayang

Are you interested in working with a big data open source project and help the environment? You are welcome to conduct your thesis/project in Apache Wayang. Apache Wayang is the first cross-platform framework that allows users to specify their task/query in a system-agnostic manner and Wayang will determine which is the best system(s) to execute this task with the goal of optimizing performance. …
Supervisors: Zoi Kaoudi
Semester: Fall 2025
Tags: big data, database, cross-platform data processing, open source, Apache

PROPOSAL

Apache Wayang (Big Data)

Do you like open-source systems? Would you like to experience working with an open-source system? Do you want to learn about big data research in practice? Then, this project is for you! We have a number of thesis/project topics under the umbrella of Apache Wayang. Wayang is the first cross-platform framework that allows users to specify their task/query in a system-agnostic manner and Wayang will …
Supervisors: Jorge Quiané
Semester: Fall 2022
Tags: big data, database, cross-platform data processing, open source, Apache