Document classification using associative memories

W. Lin, C.-K. Tsao
{"title":"Document classification using associative memories","authors":"W. Lin, C.-K. Tsao","doi":"10.1109/IJCNN.1989.118322","DOIUrl":null,"url":null,"abstract":"Summary form only given. An automated document classification system is presented which deals with documents containing horizontal lines and text. The system consists of two major components: the preprocessing module and the classification module. The preprocessing module digitizes input documents, scales them to a suitable level of resolution, and locates horizontal lines. The classification module is a heteroassociative memory that makes the decision on the type of input documents in the form of multiple line patterns. The experimental results using unidirectional linear associative memory show that the classification error rate is near zero. Discussions about employing the bidirectional associative memory in the classification module is also given.<<ETX>>","PeriodicalId":199877,"journal":{"name":"International 1989 Joint Conference on Neural Networks","volume":"38 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"1989-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International 1989 Joint Conference on Neural Networks","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IJCNN.1989.118322","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2

Abstract

Summary form only given. An automated document classification system is presented which deals with documents containing horizontal lines and text. The system consists of two major components: the preprocessing module and the classification module. The preprocessing module digitizes input documents, scales them to a suitable level of resolution, and locates horizontal lines. The classification module is a heteroassociative memory that makes the decision on the type of input documents in the form of multiple line patterns. The experimental results using unidirectional linear associative memory show that the classification error rate is near zero. Discussions about employing the bidirectional associative memory in the classification module is also given.<>
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
使用联想记忆的文档分类
只提供摘要形式。提出了一种处理包含水平线和文本的文档的自动文档分类系统。该系统主要由预处理模块和分类模块两大部分组成。预处理模块将输入文档数字化,将其缩放到合适的分辨率水平,并定位水平线。分类模块是一种异关联存储器,它以多行模式的形式对输入文档的类型做出决定。使用单向线性联想记忆的实验结果表明,分类错误率接近于零。讨论了在分类模块中使用双向联想记忆的方法。
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 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Hybrid distributed/local connectionist architectures A new back-propagation algorithm with coupled neuron A novel objective function for improved phoneme recognition using time delay neural networks Optimization of a digital neuron design Multitarget tracking with an optical neural net using a quadratic energy function
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1