Approximate Query Processing using Deep Generative Models

Approximate Query Processing using Deep Generative Models

24 March 2019

Saravanan Thirumuruganathan

Papers citing "Approximate Query Processing using Deep Generative Models"

11 / 11 papers shown

Title
Short-length SSVEP data extension by a novel generative adversarial networks based framework Yudong Pan Ning Li Yangsong Zhang Peng Xu Dezhong Yao 22 6 0 13 Jan 2023
GAN-based Tabular Data Generator for Constructing Synopsis in Approximate Query Processing: Challenges and Solutions M. Fallahian Mohsen Dorodchi Kyle Kreth 23 7 0 18 Dec 2022
Detect, Distill and Update: Learned DB Systems Facing Out of Distribution Data M. Kurmanji Peter Triantafillou OOD AAML 36 18 0 11 Oct 2022
Electra: Conditional Generative Model based Predicate-Aware Query Approximation Nikhil Sheoran Subrata Mitra Vibhor Porwal Siddharth Ghetia Jatin Varshney Tung Mai Anup B. Rao Vikas Maddukuri 40 11 0 28 Jan 2022
MaGNET: Uniform Sampling from Deep Generative Network Manifolds Without Retraining Ahmed Imtiaz Humayun Randall Balestriero Richard Baraniuk OOD 43 29 0 15 Oct 2021
Approximate Query Processing for Group-By Queries based on Conditional Generative Models Meifan Zhang Hongzhi Wang 11 5 0 08 Jan 2021
Are We Ready For Learned Cardinality Estimation? Xiaoying Wang Changbo Qu Weiyuan Wu Jiannan Wang Qingqing Zhou 37 113 0 12 Dec 2020
FLAT: Fast, Lightweight and Accurate Method for Cardinality Estimation Rong Zhu Ziniu Wu Yuxing Han Kai Zeng A. Pfadler Zhengping Qian Jingren Zhou Bin Cui 21 83 0 18 Nov 2020
Approximating Aggregated SQL Queries With LSTM Networks Nir Regev Lior Rokach A. Shabtai 13 2 0 25 Oct 2020
Mosaic: A Sample-Based Database System for Open World Query Processing Laurel J. Orr Samuel K. Ainsworth Walter Cai Kevin G. Jamieson Magdalena Balazinska Dan Suciu 14 5 0 17 Dec 2019
Data Synthesis based on Generative Adversarial Networks Noseong Park Mahmoud Mohammadi Kshitij Gorde S. Jajodia Hongkyu Park Youngmin Kim 119 470 0 09 Jun 2018