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Nowadays, many decision support applications need to exploit data that are not only numerical or symbolic, but also multimedia, multistructure, multisource, multimodal, and/or multiversion. We term such data complex data. Managing and…

数据库 · 计算机科学 2007-07-12 Jérôme Darmont , Omar Boussaid , Jean-Christian Ralaivao , Kamel Aouiche

The rapid adoption of AI-powered applications demands high-performance, scalable, and efficient cloud database solutions, as traditional architectures often struggle with AI-driven workloads requiring real-time data access, vector search,…

数据库 · 计算机科学 2025-05-06 Santosh Bhupathi

All Control Systems that grow to any size have a variety of data that are stored in different formats on different nodes in the network. Examples include sensor value and status, archived sensor data, device oriented support data and…

加速器物理 · 物理学 2007-05-23 Matthias Clausen , Ron MacKenzie , Robert Sass , Kenneth Underwood , Greg White

Synthetic data generation has recently gained widespread attention as a more reliable alternative to traditional data anonymization. The involved methods are originally developed for image synthesis. Hence, their application to the…

Recommender-system datasets are used for recommender-system evaluations, training machine-learning algorithms, and exploring user behavior. While there are many datasets for recommender systems in the domains of movies, books, and music,…

信息检索 · 计算机科学 2017-06-21 Joeran Beel , Zeljko Carevic , Johann Schaible , Gabor Neusch

Traditional DBMSs execute user- or application-provided SQL queries over relational data with strong semantic guarantees and advanced query optimization, but writing complex SQL is hard and focuses only on structured tables. Contemporary…

数据库 · 计算机科学 2025-12-15 Guorui Xiao , Enhao Zhang , Nicole Sullivan , Will Hansen , Magdalena Balazinska

Data is stored in both structured and unstructured form. Querying both, to power natural language conversations, is a challenge. This paper introduces dIR, Discrete Information Retrieval, providing a unified interface to query both free…

计算与语言 · 计算机科学 2023-12-21 Pablo M. Rodriguez Bertorello , Jean Rodmond Junior Laguerre

Many research questions can be answered quickly and efficiently using data already collected for previous research. This practice is called secondary data analysis (SDA), and has gained popularity due to lower costs and improved research…

数字图书馆 · 计算机科学 2020-04-07 Yasith Jayawardana , Sampath Jayarathna

There are significant benefits to serve deep learning models from relational databases. First, features extracted from databases do not need to be transferred to any decoupled deep learning systems for inferences, and thus the system…

数据库 · 计算机科学 2022-10-24 Lixi Zhou , Jiaqing Chen , Amitabh Das , Hong Min , Lei Yu , Ming Zhao , Jia Zou

Large language models (LLMs) excel in many natural language processing (NLP) tasks. However, since LLMs can only incorporate new knowledge through training or supervised fine-tuning processes, they are unsuitable for applications that…

数据库 · 计算机科学 2024-07-23 Zongyue Qin , Chen Luo , Zhengyang Wang , Haoming Jiang , Yizhou Sun

Advances in technology and computing hardware are enabling scientists from all areas of science to produce massive amounts of data using large-scale simulations or observational facilities. In this era of data deluge, effective coordination…

数据库 · 计算机科学 2015-03-31 Spyros Blanas , Surendra Byna

In this demonstration, we present AnDB, an AI-native database that supports traditional OLTP workloads and innovative AI-driven tasks, enabling unified semantic analysis across structured and unstructured data. While structured data…

数据库 · 计算机科学 2025-03-25 Tianqing Wang , Xun Xue , Guoliang Li , Yong Wang

Today's cloud storage services must offer storage reliability and fast data retrieval for large amount of data without sacrificing storage cost. We present SEARS, a cloud-based storage system which integrates erasure coding and data…

分布式、并行与集群计算 · 计算机科学 2016-11-18 Ying Li , Katherine Guo , Xin Wang , Emina Soljanin , Thomas Woo

The ability to collect and analyze large amounts of data is a growing problem within the scientific community. The growing gap between data and users calls for innovative tools that address the challenges faced by big data volume, velocity…

数据库 · 计算机科学 2016-08-01 Vijay Gadepally , Jeremy Kepner

Cloud storage is a widely utilized service for both personal and enterprise demands. However, despite its advantages, many potential users with enormous amounts of sensitive data (big data) refrain from fully utilizing the cloud storage…

密码学与安全 · 计算机科学 2018-09-24 Jason Woodworth , Mohsen Amini Salehi

RFID technology is gaining adoption on an increasing scale for tracking and monitoring purposes. Wide deployments of RFID devices will soon generate an unprecedented volume of data. Emerging applications require the RFID data to be filtered…

数据库 · 计算机科学 2007-05-23 Daniel Gyllstrom , Eugene Wu , Hee-Jin Chae , Yanlei Diao , Patrick Stahlberg , Gordon Anderson

More and more cultural institutions use Linked Data principles to share and connect their collection metadata. In the archival field, initiatives emerge to exploit data contained in archival descriptions and adapt encoding standards to the…

数据库 · 计算机科学 2019-02-07 Ettore Rizza , Anne Chardonnens , Seth van Hooland

This study argues that metadata of library catalogs can stand autonomously, providing valuable information detached from the resources they point to and, therefore, could be used as data in the context of the Semantic Web. We present an…

数字图书馆 · 计算机科学 2020-01-16 Manolis Peponakis

Databases are increasingly embracing AI to provide autonomous system optimization and intelligent in-database analytics, aiming to relieve end-user burdens across various industry sectors. Nonetheless, most existing approaches fail to…

The widespread adoption of NoSQL databases has made digital forensics increasingly difficult as storage formats are diverse and often opaque, and audit logs cannot be assumed trustworthy when privileged insiders, such as DevOps or…

密码学与安全 · 计算机科学 2026-02-16 Mahfuzul I. Nissan , James Wagner