The Case for Learned Spatial Indexes

The Case for Learned Spatial Indexes

24 August 2020

Alexander van Renen

Andreas Kipf

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Papers citing "The Case for Learned Spatial Indexes"

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Title
Towards Effective Next POI Prediction: Spatial and Semantic Augmentation with Remote Sensing Data Nan Jiang Haitao Yuan Jianing Si Minxiao Chen Shangguang Wang 44 3 0 22 Mar 2024
Deep Learning for Trajectory Data Management and Mining: A Survey and Beyond Wei Chen Yuxuan Liang Yuanshao Zhu Yanchuan Chang Kang Luo ... Chao Chen Kai Zheng Yunjun Gao Xiaofang Zhou Yu Zheng 122 29 0 21 Mar 2024
A Survey of Learned Indexes for the Multi-dimensional Space Abdullah Al-Mamun Hao Wu Qiyang He Jianguo Wang Walid G. Aref 74 11 0 11 Mar 2024
LearnedSort as a learning-augmented SampleSort: Analysis and Parallelization Ivan Carvalho Ramon Lawrence 117 5 0 17 Jul 2023
The "AI+R"-tree: An Instance-optimized R-tree Abdullah Al-Mamun Ch. Md. Rakin Haider Jianguo Wang Walid G. Aref 48 12 0 01 Jul 2022
LSI: A Learned Secondary Index Structure Andreas Kipf D. Horn Pascal Pfeil Ryan Marcus Tim Kraska 38 9 0 11 May 2022
A Survey on Spatio-temporal Data Analytics Systems M. Alam Luís Torgo Albert Bifet AI4TS 55 56 0 17 Mar 2021
A Reinforcement Learning Based R-Tree for Spatial Data Indexing in Dynamic Environments Tu Gu Kaiyu Feng Gao Cong Cheng Long Ziyi Wang Sheng Wang 65 4 0 08 Mar 2021
CARMI: A Cache-Aware Learned Index with a Cost-based Construction Algorithm Jiaoyi Zhang Yihan Gao 49 26 0 01 Mar 2021
Learned Indexes for a Google-scale Disk-based Database Hussam Abu-Libdeh Deniz Altinbuken Alex Beutel Ed H. Chi Lyric Doshi Tim Kraska Xiaozhou Li Li Andy Ly Christopher Olston 69 42 0 23 Dec 2020