Database meets deep learning: Challenges and opportunities

W Wang, M Zhang, G Chen, HV Jagadish, BC Ooi… - ACM Sigmod …, 2016 - dl.acm.org
Deep learning has recently become very popular on account of its incredible success in
many complex datadriven applications, including image classification and speech …

A parametric I/O model for modern storage devices

TI Papon, M Athanassoulis - … of the 17th International Workshop on Data …, 2021 - dl.acm.org
Storage devices have evolved to offer increasingly faster read/write access, through flash-
based and other solid-state storage technologies. When compared to classical rotating hard …

ACEing the Bufferpool Management Paradigm for Modern Storage Devices

TI Papon, M Athanassoulis - 2023 IEEE 39th International …, 2023 - ieeexplore.ieee.org
Over the past few decades, solid-state drives (SSDs) have been replacing hard disk drives
(HDDs) due to their faster reads and writes, as well as their superior random access …

CloudJump: optimizing cloud databases for cloud storages

Z Chen, X Yang, F Li, X Cheng, Q Hu, Z Miao… - Proceedings of the …, 2022 - dl.acm.org
There has been an increasing interest in building cloud-native databases that decouple
computation and storage for elasticity. A cloud-native database often adopts a cloud storage …

SaS: SSD as SQL database system

JH Park, S Choi, G Oh, SW Lee - Proceedings of the VLDB Endowment, 2021 - dl.acm.org
Every database engine runs on top of an operating system in the host, strictly separated with
the storage. This more-than-half-century-old IHDE (In-Host-Database-Engine) architecture …

When Database Meets New Storage Devices: Understanding and Exposing Performance Mismatches via Configurations

H He, E Xu, S Li, Z Jia, S Zheng, Y Yu, J Ma… - Proceedings of the …, 2023 - dl.acm.org
NVMe SSD hugely boosts the I/O speed, with up to GB/s throughput and microsecond-level
latency. Unfortunately, DBMS users can often find their high-performanced storage devices …

Spatial index structures for modern storage devices: A survey

AC Carniel, CD Aguiar - IEEE Transactions on Knowledge and …, 2023 - ieeexplore.ieee.org
To optimize the processing of spatial queries, there is an increasing interest in combining
spatial index structures with modern storage devices like flash-based Solid State Drives …

Re-aligning across-page requests for flash-based solid-state drives

Z Cai, C Tang, M Li, F Trahay, J Li, Z Sha, J Wu… - Proceedings of the …, 2023 - dl.acm.org
In flash-based solid-state drives (SSDs), certain small unaligned I/O requests span two
logical pages though their size is not larger than the basic write/read unit of SSDs (ie an …

Robust Stream Indexing

N Glombiewski - 2023 - archiv.ub.uni-marburg.de
Kontinuierliche Datenströme stehen im Zentrum von vielen anspruchsvollen und komplexen
Anwendungen. Neben der Online-Verarbeitung durch ein Datenstromsystem müssen …

Impact of disc types on database performance

M Kvet - 2022 IEEE 16th International Scientific Conference on …, 2022 - ieeexplore.ieee.org
Databases are continuously migrated to the cloud environment. On the other hand, there are
still many requirements to locate the data in a local repository due to legislative and security …