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03/15/2023
F-IVM: Analytics over Relational Databases under Updates
This article describes F-IVM, a unified approach for maintaining analyti...
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06/17/2022
Conjunctive Queries with Output Access Patterns under Updates
We study the dynamic evaluation of conjunctive queries with output acces...
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07/29/2021
Machine Learning over Static and Dynamic Relational Data
This tutorial overviews principles behind recent works on training and m...
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04/22/2021
Building Bilingual and Code-Switched Voice Conversion with Limited Training Data Using Embedding Consistency Loss
Building cross-lingual voice conversion (VC) systems for multiple speake...
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06/24/2020
Unified Principal Component Analysis for Sparse and Dense Functional Data under Spatial Dependency
We consider spatially dependent functional data collected under a geosta...
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06/01/2020
F-IVM: Learning over Fast-Evolving Relational Data
F-IVM is a system for real-time analytics such as machine learning appli...
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04/07/2020
Maintaining Triangle Queries under Updates
We consider the problem of incrementally maintaining the triangle querie...
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07/03/2019
Trade-offs in Static and Dynamic Evaluation of Hierarchical Queries
We investigate trade-offs in static and dynamic evaluation of hierarchic...
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04/23/2019
Regression-Enhanced Random Forests
Random forest (RF) methodology is one of the most popular machine learni...
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04/23/2019
Identifying Precipitation Regimes in China Using Model-Based Clustering of Spatial Functional Data
The identification of precipitation regimes is important for many purpos...
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04/09/2018