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quantum machine learning
Quantum Machine Learning: Foundation, New Techniques, and Opportunities for Database Research
See tutorial’s website for more details. I will update the paper and more information when they are available.
Winker, Tobias
,
Groppe, Sven
,
Uotila, Valter
,
Zhengtong, Yan
,
Lu, Jiaheng
,
Franz, Maja
,
Mauerer, Wolfgang
Cite
Code
Tutorial website
SIGMOD 2023 Tutorials
SQL Query Classification with A Quantum Natural Language Processing Approach
Abstract from BrainTalk’s website: This work proposes a quantum natural language processing-inspired approach for classifying SQL queries based on their execution times and cardinalities. Using parameterized quantum circuits and an iterative method for their optimization, we estimate query metrics by executing optimized circuits on a quantum computer or simulating them.
Apr 5, 2023 5:00 PM — 6:00 PM
Oslo and online
Valter Uotila
Video
Quantum Circuit Learning Method for SQL Cardinality, Cost and Time Estimation
Structured Query Language (SQL) is the most used relational database query language in the world. In modern applications, data volume, variety, and connectivity have increased. Querying data should not become a bottleneck in data-intensive applications.
Nov 14, 2022 8:00 AM — Nov 15, 2022 4:00 PM
Oslo
Valter Uotila
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