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Data-intensive applications often require exploratory analysis of large datasets. If analysis is performed on distributed resources, data locality can be crucial to high throughput and performance. We propose a "data diffusion" approach…

分布式、并行与集群计算 · 计算机科学 2016-11-17 Ioan Raicu , Yong Zhao , Ian Foster , Alex Szalay

Recent end-to-end task oriented dialog systems use memory architectures to incorporate external knowledge in their dialogs. Current work makes simplifying assumptions about the structure of the knowledge base, such as the use of triples to…

计算与语言 · 计算机科学 2020-09-30 Revanth Reddy , Danish Contractor , Dinesh Raghu , Sachindra Joshi

Tabular data is prevalent in real-world machine learning applications, and new models for supervised learning of tabular data are frequently proposed. Comparative studies assessing the performance of models typically consist of…

机器学习 · 计算机科学 2024-12-19 Andrej Tschalzev , Sascha Marton , Stefan Lüdtke , Christian Bartelt , Heiner Stuckenschmidt

Traditional database systems are built around the query-at-a-time model. This approach tries to optimize performance in a best-effort way. Unfortunately, best effort is not good enough for many modern applications. These applications…

数据库 · 计算机科学 2012-03-02 Georgios Giannikis , Gustavo Alonso , Donald Kossmann

Multidimensional databases are a great asset for decision making. Their users express complex OLAP (On-Line Analytical Processing) queries, often returning huge volumes of facts, sometimes providing little or no information. Furthermore,…

数据库 · 计算机科学 2012-08-02 Saida Aissi , Mohamed Salah Gouider

In industrial recommendation systems on websites and apps, it is essential to recall and predict top-n results relevant to user interests from a content pool of billions within milliseconds. To cope with continuous data growth and improve…

信息检索 · 计算机科学 2024-11-06 Qiang Zhang , Zhipeng Teng , Disheng Wu , Jiayin Wang

In data warehousing, Extract-Transform-Load (ETL) extracts the data from data sources into a central data warehouse regularly for the support of business decision-makings. The data from transaction processing systems are featured with the…

数据库 · 计算机科学 2014-09-16 Xiufeng Liu

Data is a precious resource in today's society, and is generated at an unprecedented and constantly growing pace. The need to store, analyze, and make data promptly available to a multitude of users introduces formidable challenges in…

分布式、并行与集群计算 · 计算机科学 2023-06-08 Alessandro Margara , Gianpaolo Cugola , Nicolò Felicioni , Stefano Cilloni

Data intensive applications often involve the analysis of large datasets that require large amounts of compute and storage resources. While dedicated compute and/or storage farms offer good task/data throughput, they suffer low resource…

分布式、并行与集群计算 · 计算机科学 2008-08-27 Ioan Raicu , Yong Zhao , Ian Foster , Alex Szalay

As the complexity of enterprise systems increases, the need for monitoring and analyzing such systems also grows. A number of companies have built sophisticated monitoring tools that go far beyond simple resource utilization reports. For…

Optimal use of computing resources requires extensive coding, tuning and benchmarking. To boost developer productivity in these time consuming tasks, we introduce the Experimental Linear Algebra Performance Studies framework (ELAPS), a…

性能 · 计算机科学 2015-05-01 Elmar Peise , Paolo Bientinesi

Nowadays, precision agriculture combined with modern information and communications technologies, is becoming more common in agricultural activities such as automated irrigation systems, precision planting, variable rate applications of…

计算机与社会 · 计算机科学 2018-07-03 Vuong M. Ngo , Nhien-An Le-Khac , M-Tahar Kechadi

Current architectures for main-memory online transaction processing (OLTP) database management systems (DBMS) typically use random scheduling to assign transactions to threads. This approach achieves uniform load across threads but it…

数据库 · 计算机科学 2024-09-04 Tieying Zhang , Anthony Tomasic , Andrew Pavlo

An ERP is a kind of package which consist front end and backend as DBMS like a collection of DBMSs. You can create DBMS to manage one aspect of your business. For example, a publishing house has a database of books that keeps information…

数据库 · 计算机科学 2014-08-01 Suryakant B. Patil , Vijay S. Suryawanshi , Dipali V. Suryawanshi , Preeti Patil

Growing main memory sizes have facilitated database management systems that keep the entire database in main memory. The drastic performance improvements that came along with these in-memory systems have made it possible to reunite the two…

数据库 · 计算机科学 2012-08-02 Florian Funke , Alfons Kemper , Thomas Neumann

Modern Hybrid Transactional/Analytical Processing (HTAP) systems use an integrated data processing engine that performs analytics on fresh data, which are ingested from a transactional engine. HTAP systems typically consider data freshness…

数据库 · 计算机科学 2020-04-15 Aunn Raza , Periklis Chrysogelos , Angelos Christos Anadiotis , Anastasia Ailamaki

Data repositories have accumulated a large number of tabular datasets from various domains. Machine Learning researchers are actively using these datasets to evaluate novel approaches. Consequently, data repositories have an important…

High-performance object stores are an emerging technology which offers an alternative solution in the field of HPC storage, with potential to address long-standing scalability issues in traditional distributed POSIX file systems due to…

分布式、并行与集群计算 · 计算机科学 2022-11-18 Nicolau Manubens , Simon D. Smart , Tiago Quintino , Adrian Jackson

In the current era of data-intensive applications, the demand for high-performance, cost-effective storage solutions is paramount. This paper introduces a Space-Performance Cost Model for key-value store, designed to guide cost-effective…

Demand for enterprise data warehouse solutions to support real-time Online Transaction Processing (OLTP) queries as well as long-running Online Analytical Processing (OLAP) workloads is growing. Greenplum database is traditionally known as…