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08/26/2021
Enabling SQL-based Training Data Debugging for Federated Learning
How can we debug a logistical regression model in a federated learning s...
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04/02/2021
DataPrep.EDA: Task-Centric Exploratory Data Analysis for Statistical Modeling in Python
Exploratory Data Analysis (EDA) is a crucial step in any data science pr...
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02/10/2021
Explaining Inference Queries with Bayesian Optimization
Obtaining an explanation for an SQL query result can enrich the analysis...
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12/12/2020
Are We Ready For Learned Cardinality Estimation?
Cardinality estimation is a fundamental but long unresolved problem in q...
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04/12/2020
Complaint-driven Training Data Debugging for Query 2.0
As the need for machine learning (ML) increases rapidly across all indus...
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10/27/2019
Towards Extracting Highlights From Recorded Live Videos: An Implicit Crowdsourcing Approach
Live streaming platforms need to store a lot of recorded live videos on ...
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02/26/2019
Detecting Data Errors with Statistical Constraints
A powerful approach to detecting erroneous data is to check which potent...
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06/13/2018
Crowd-Powered Data Mining
Many data mining tasks cannot be completely addressed by automated proce...
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06/13/2017