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The exploration of multimodal language models integrates multiple data types, such as images, text, language, audio, and other heterogeneity. While the latest large language models excel in text-based tasks, they often struggle to…

人工智能 · 计算机科学 2023-11-23 Jiayang Wu , Wensheng Gan , Zefeng Chen , Shicheng Wan , Philip S. Yu

CERN's (European Organization for Nuclear Research) WISDOM project uses XML for the replication of data between different data repositories in a heterogeneous operating system environment. For exchanging data from Web-resident databases,…

数据库 · 计算机科学 2009-09-29 Uzair Ahmad , Mohammad Waseem Hassan , Arshad Ali , Richard McClatchey , Ian Willers

As storage systems become increasingly heterogeneous and complex, it adds burdens on DBAs, causing suboptimal performance even after a lot of human efforts have been made. In addition, existing monitoring-based storage management by access…

数据库 · 计算机科学 2012-07-03 Tian Luo , Rubao Lee , Michael Mesnier , Feng Chen , Xiaodong Zhang

Computing is bottlenecked by data. Large amounts of application data overwhelm storage capability, communication capability, and computation capability of the modern machines we design today. We argue that an intelligent architecture should…

硬件体系结构 · 计算机科学 2020-12-24 Onur Mutlu

Recently, data exchange platforms have emerged in the digital economy to enable better resource allocation in a data-driven society, which requires cross-organizational data collaborations. Understanding the characteristics of the data on…

社会与信息网络 · 计算机科学 2020-03-12 Teruaki Hayashi , Yukio Ohsawa

Analyzing textual data is a very challenging task because of the huge volume of data generated daily. Fundamental issues in text analysis include the lack of structure in document datasets, the need for various preprocessing steps %(e.g.,…

数据库 · 计算机科学 2016-12-20 Ciprian-Octavian Truică , Jérôme Darmont , Julien Velcin

The problem of complex data analysis is a central topic of modern statistical science and learning systems and is becoming of broader interest with the increasing prevalence of high-dimensional data. The challenge is to develop statistical…

机器学习 · 统计学 2018-03-05 Faicel Chamroukhi , Hien D. Nguyen

Individuals and organizations cope with an always-growing amount of data, which is heterogeneous in its contents and formats. An adequate data management process yielding data quality and control over its lifecycle is a prerequisite to…

Multidimensional in data warehouse is a compulsion and become the most important for information delivery, without multidimensional Multidimensional in data warehouse is a compulsion and become the most important for information delivery,…

数据库 · 计算机科学 2010-06-10 Spits Warnars

Complex systems' modeling and simulation are powerful ways to investigate a multitude of natural phenomena providing extended knowledge on their structure and behavior. However, enhanced modeling and simulation require integration of…

This article dwells on the basic characteristic features of the Big Data technologies. It is analyzed the existing definition of the "big data" term. The article proposes and describes the elements of the generalized formal model of big…

数据库 · 计算机科学 2019-05-09 Shakhovska Nataliya , Veres Oleh , Hirnyak Mariia

The amount of data in the world is expanding rapidly. Every day, huge amounts of data are created by scientific experiments, companies, and end users' activities. These large data sets have been labeled as "Big Data", and their storage,…

数据库 · 计算机科学 2020-04-29 Mahdi Bohlouli , Frank Schulz , Lefteris Angelis , David Pahor , Ivona Brandic , David Atlan , Rosemary Tate

This paper addresses the problem of efficiently storing and accessing massive data blocks in a large-scale distributed environment, while providing efficient fine-grain access to data subsets. This issue is crucial in the context of…

分布式、并行与集群计算 · 计算机科学 2008-10-14 Bogdan Nicolae , Gabriel Antoniu , Luc Bougé

The complexity of multi-layered, data-intensive systems demands frameworks that ensure flexibility, scalability, and efficiency. DATCloud is a model-driven framework designed to facilitate the modeling, validation, and refinement of…

软件工程 · 计算机科学 2025-06-04 Moamin Abughazala , Henry Muccini

XML is a standard and universal language for representing information. XML processing is supported by two key frameworks: DOM and SAX. SAX is efficient, but leaves the developer to encode much of the processing. This paper introduces a…

形式语言与自动机理论 · 计算机科学 2015-06-11 Tony Clark

This paper describes the technology of data warehouse in healthcare decision-making and tools for support of these technologies, which is used to cancer diseases. The healthcare executive managers and doctors needs information about and…

数据库 · 计算机科学 2013-07-16 Dr. Osama E. Sheta , Ahmed Nour Eldeen

Dynamo is a full-stack software solution for scientific data management. Dynamo's architecture is modular, extensible, and customizable, making the software suitable for managing data in a wide range of installation scales, from a few…

分布式、并行与集群计算 · 计算机科学 2021-05-18 Yutaro Iiyama , Benedikt Maier , Daniel Abercrombie , Maxim Goncharov , Christoph Paus

This paper deals with the mediator-wrapper architecture. It is an important architectural pattern that enables a more flexible and modular architecture in opposition to monolithic architectures for data source integration systems. This…

软件工程 · 计算机科学 2023-02-23 Juraj Dončević , Krešimir Fertalj , Mario Brčić , Agneza Krajna

Context: The efficient processing of Big Data is a challenging task for SQL and NoSQL Databases, where competent software architecture plays a vital role. The SQL Databases are designed for structuring data and supporting vertical…

数据库 · 计算机科学 2022-09-16 Wisal Khan , Teerath Kumar , Zhang Cheng , Kislay Raj , Arunabha M Roy , Bin Luo

In some complex domains, certain problem-specific decompositions can provide advantages over monolithic designs by enabling comprehension and specification of the design. In this paper we present an intuitive and tractable approach to…

人工智能 · 计算机科学 2026-04-24 Richard Arthur , Virginia DiDomizio , Louis Hoebel