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Feature selection (FS) is a key research area in the machine learning and data mining fields, removing irrelevant and redundant features usually helps to reduce the effort required to process a dataset while maintaining or even improving…

机器学习 · 计算机科学 2018-11-02 Raul-Jose Palma-Mendoza , Daniel Rodriguez , Luis de-Marcos

To accommodate the needs of large-scale distributed P2P systems, scalable data management strategies are required, allowing applications to efficiently cope with continuously growing, highly dis tributed data. This paper addresses the…

分布式、并行与集群计算 · 计算机科学 2009-09-30 Bogdan Nicolae , Gabriel Antoniu , Luc Bougé

Large-scale, parallel clusters composed of commodity processors are increasingly available, enabling the use of vast processing capabilities and distributed RAM to solve hard search problems. We investigate Hash-Distributed A* (HDA*), a…

人工智能 · 计算机科学 2015-03-20 Akihiro Kishimoto , Alex Fukunaga , Adi Botea

In an age where the distribution of information is crucial, current file sharing solutions suffer significant deficiencies. Popular systems such as Google Drive, torrenting and IPFS suffer issues with compatibility, accessibility and…

分布式、并行与集群计算 · 计算机科学 2024-02-22 Julian Boesch

We present ROSfs, a novel user-level file system for the Robot Operating System (ROS). ROSfs interprets a robot file as a group of sub-files, with each having a distinct label. ROSfs applies a time index structure to enhance the flexible…

机器人学 · 计算机科学 2024-06-18 Zijun Xu , Xuanjun Wen , Yanjie Song , Shu Yin

DotGrid platform is a Grid infrastructure integrated with a set of open and standard protocols recently implemented on the top of Microsoft .NET in Windows and MONO .NET in UNIX/Linux. DotGrid infrastructure along with its proposed…

分布式、并行与集群计算 · 计算机科学 2017-03-21 Alireza Poshtkohi , M. B. Ghaznavi-Ghoushchi

Distributed storage systems typically maintain strong consistency between data nodes and metadata nodes by adopting ordered writes: 1) first installing data; 2) then updating metadata to make data visible.We propose SwitchDelta to…

分布式、并行与集群计算 · 计算机科学 2025-11-26 Junru Li , Qing Wang , Zhe Yang , Shuo Liu , Jiwu Shu , Youyou Lu

This extended report presents DDS, a novel disaggregated storage architecture enabled by emerging networking hardware, namely DPUs (Data Processing Units). DPUs can optimize the latency and CPU consumption of disaggregated storage servers.…

分布式、并行与集群计算 · 计算机科学 2024-08-29 Qizhen Zhang , Philip Bernstein , Badrish Chandramouli , Jiasheng Hu , Yiming Zheng

Decentralized data storage systems like the Interplanetary Filesystem (IPFS) are becoming increasingly popular, e. g., as a data layer in blockchain applications and for sharing content in a censorship-resistant manner. In IPFS, data is…

网络与互联网体系结构 · 计算机科学 2022-05-24 Leonhard Balduf , Sebastian Henningsen , Martin Florian , Sebastian Rust , Björn Scheuermann

Distributed storage systems (DSSs) provide a scalable solution for reliably storing massive amounts of data coming from various sources. Heterogeneity of these data sources often means different data classes (types) exist in a DSS, each…

信息论 · 计算机科学 2017-01-24 Koosha Pourtahmasi Roshandeh , Moslem Noori , Masoud Ardakani , Chintha Tellambura

Emerging high performance non-volatile memories recall the importance of efficient file system design. To avoid the virtual file system (VFS) and syscall overhead as in these kernel-based file systems, recent works deploy file systems…

操作系统 · 计算机科学 2019-08-29 Youmin Chen , Youyou Lu , Bohong Zhu , Jiwu Shu

Clustering procedures suitable for the analysis of very high-dimensional data are needed for many modern data sets. In model-based clustering, a method called high-dimensional data clustering (HDDC) uses a family of Gaussian mixture models…

统计方法学 · 统计学 2017-06-28 Angelina Pesevski , Brian C. Franczak , Paul D. McNicholas

In this research paper so as to handle Information warehousing as well as online synthetic dispensation OLAP are necessary aspects of conclusion support which takes more and more turn into a focal point of the data source business.This…

分布式、并行与集群计算 · 计算机科学 2016-12-28 Ahmed Mateen , Lareab Chaudhary

Database-search algorithms, that deduce peptides from Mass Spectrometry (MS) data, have tried to improve the computational efficiency to accomplish larger, and more complex systems biology studies. Existing serial, and high-performance…

分布式、并行与集群计算 · 计算机科学 2021-02-08 Muhammad Haseeb , Fahad Saeed

This paper presents an architecture, based on Distributed Ledger Technologies (DLTs) and Decentralized File Storage (DFS) systems, to support the use of Personal Information Management Systems (PIMS). DLT and DFS are used to manage data…

密码学与安全 · 计算机科学 2020-07-08 Mirko Zichichi , Stefano Ferretti , Gabriele D'Angelo

Nowadays most of the cloud applications process large amount of data to provide the desired results. Data volumes to be processed by cloud applications are growing much faster than computing power. This growth demands new strategies for…

分布式、并行与集群计算 · 计算机科学 2012-07-05 B. Thirumala Rao , N. V. Sridevi , V. Krishna Reddy , L. S. S. Reddy

Deep Neural Networks (DNNs) excel in learning hierarchical representations from raw data, such as images, audio, and text. To compute these DNN models with high performance and energy efficiency, these models are usually deployed onto…

The amount of remote sensing (RS) data has increased at an unexpected scale, due to the rapid progress of earth-observation and the growth of satellite RS and sensor technologies. Traditional relational databases attend their limit to meet…

分布式、并行与集群计算 · 计算机科学 2021-05-12 Yosra Hajjaji , Wadii Boulila , Imed Riadh Farah

The rapid expansion of the non-fungible token (NFT) market has catalyzed new opportunities for artists, collectors, and investors, yet it has also unveiled critical challenges related to the storage and distribution of associated metadata.…

密码学与安全 · 计算机科学 2024-08-27 Hamza Salem , Manuel Mazzara

The parallel algorithm for loading large sparse matrices from files into distributed memories of high performance computing (HPC) systems is presented. This algorithm was designed specially for matrices stored in files in the space-effcient…

分布式、并行与集群计算 · 计算机科学 2014-12-30 Daniel Langr , Ivan Šimeček , Pavel Tvrdík