Visualization: An Aid to Design and Understand Neural Networks in a Parallel Environment

S.N. Gupta, M. Zubair, C. Grosch
{"title":"Visualization: An Aid to Design and Understand Neural Networks in a Parallel Environment","authors":"S.N. Gupta, M. Zubair, C. Grosch","doi":"10.1109/DMCC.1990.556338","DOIUrl":null,"url":null,"abstract":"In this paper, we describe two visualization tools developed on the DAP-510, a SIMD machine having 1024 processors. The two tools are (i) the interactive visualization tool, and (ii) the display tool. The interactive visualization tool allows the user to steer the course of computation by interactively modifying its parameters based on the visual feedback. The display tool transforms the numeric data into a visual form. It also gives the user capability to manipulate the visual representation. In the implementation of these tools we exploit the parallel features of DAP-510. These tools are utilized for designing and understanding the neural networks. However, it is worth mentioning that these tools are general in nature and can easily interact with other parallel computa, tion processes.","PeriodicalId":204431,"journal":{"name":"Proceedings of the Fifth Distributed Memory Computing Conference, 1990.","volume":"62 25","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"1990-04-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the Fifth Distributed Memory Computing Conference, 1990.","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/DMCC.1990.556338","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

Abstract

In this paper, we describe two visualization tools developed on the DAP-510, a SIMD machine having 1024 processors. The two tools are (i) the interactive visualization tool, and (ii) the display tool. The interactive visualization tool allows the user to steer the course of computation by interactively modifying its parameters based on the visual feedback. The display tool transforms the numeric data into a visual form. It also gives the user capability to manipulate the visual representation. In the implementation of these tools we exploit the parallel features of DAP-510. These tools are utilized for designing and understanding the neural networks. However, it is worth mentioning that these tools are general in nature and can easily interact with other parallel computa, tion processes.
可视化:在并行环境中设计和理解神经网络的辅助工具
在本文中,我们描述了在具有1024个处理器的SIMD机器DAP-510上开发的两个可视化工具。这两个工具是(i)交互式可视化工具和(ii)显示工具。交互式可视化工具允许用户通过基于视觉反馈交互式修改其参数来引导计算过程。显示工具将数字数据转换为可视形式。它还为用户提供了操作可视化表示的能力。在这些工具的实现中,我们利用了DAP-510的并行特性。这些工具被用来设计和理解神经网络。然而,值得一提的是,这些工具本质上是通用的,并且可以很容易地与其他并行计算进程交互。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信