基于深度学习的中文专利自动分类方法研究   总被引：2，自引：0，他引：2  

吕璐成  韩涛  周健  赵亚娟 《图书情报工作》2020,64(10):75-85

[目的/意义] 面向当前国内专利审查和专利情报分析工作中对于海量专利分类的客观需求，设计了7种基于深度学习的专利自动分类方法，对比各种方法的分类效果，从而助力专利分类效率和效果的提升。[方法/过程] 针对传统机器学习方法存在的缺陷，基于Word2Vec、CNN、RNN、Attention机制等深度学习技术，考虑专利文本语序特征、上下文特征以及分类关键特征，设计Word2Vec+TextCNN、Word2Vec+GRU、Word2Vec+BiGRU、Word2Vec+BiGRU+TextCNN等7种深度学习模型，以中国专利为例，选取IPC主分类号的"部"作为分类依据，对比这7种模型与3种传统分类模型在中文专利分类任务中的效果。[结果/结论] 实证研究效果显示，采用考虑语序特征、上下文特征及强化关键特征的深度学习方法进行中文专利分类具有更优的分类效果。  相似文献   

Cross-company customer churn prediction in telecommunication: A comparison of data transformation methods     

《International Journal of Information Management》2019

Cross-Company Churn Prediction (CCCP) is a domain of research where one company (target) is lacking enough data and can use data from another company (source) to predict customer churn successfully. To support CCCP, the cross-company data is usually transformed to a set of similar normal distribution of target company data prior to building a CCCP model. However, it is still unclear which data transformation method is most effective in CCCP. Also, the impact of data transformation methods on CCCP model performance using different classifiers have not been comprehensively explored in the telecommunication sector. In this study, we devised a model for CCCP using data transformation methods (i.e., log, z-score, rank and box-cox) and presented not only an extensive comparison to validate the impact of these transformation methods in CCCP, but also evaluated the performance of underlying baseline classifiers (i.e., Naive Bayes (NB), K-Nearest Neighbour (KNN), Gradient Boosted Tree (GBT), Single Rule Induction (SRI) and Deep learner Neural net (DP)) for customer churn prediction in telecommunication sector using the above mentioned data transformation methods. We performed experiments on publicly available datasets related to the telecommunication sector. The results demonstrated that most of the data transformation methods (e.g., log, rank, and box-cox) improve the performance of CCCP significantly. However, the Z-Score data transformation method could not achieve better results as compared to the rest of the data transformation methods in this study. Moreover, it is also investigated that the CCCP model based on NB outperform on transformed data and DP, KNN and GBT performed on the average, while SRI classifier did not show significant results in term of the commonly used evaluation measures (i.e., probability of detection, probability of false alarm, area under the curve and g-mean).  相似文献   

校园网管理信息系统中ASP技术应用     

朱强 《浙江传媒学院学报》2003,10(4):70-72

校园网络系统在学校的教学和管理工作中发挥着越来越重要的作用,本文从当前Internet/Intranet及MIS系统的发展出发,在比较当前流行的数据存取及信息处理技术基础上,阐述TASP的作用与优点及其在校园网信息处理中的应用。  相似文献   

Measuring Search Engine Quality   总被引：12，自引：3，他引：9  

David Hawking  Nick Craswell  Peter Bailey  Kathleen Griffihs 《Information Retrieval》2001,4(1):33-59

The effectiveness of twenty public search engines is evaluated using TREC-inspired methods and a set of 54 queries taken from real Web search logs. The World Wide Web is taken as the test collection and a combination of crawler and text retrieval system is evaluated. The engines are compared on a range of measures derivable from binary relevance judgments of the first seven live results returned. Statistical testing reveals a significant difference between engines and high intercorrelations between measures. Surprisingly, given the dynamic nature of the Web and the time elapsed, there is also a high correlation between results of this study and a previous study by Gordon and Pathak. For nearly all engines, there is a gradual decline in precision at increasing cutoff after some initial fluctuation. Performance of the engines as a group is found to be inferior to the group of participants in the TREC-8 Large Web task, although the best engines approach the median of those systems. Shortcomings of current Web search evaluation methodology are identified and recommendations are made for future improvements. In particular, the present study and its predecessors deal with queries which are assumed to derive from a need to find a selection of documents relevant to a topic. By contrast, real Web search reflects a range of other information need types which require different judging and different measures.  相似文献   

利用三大检索查询收录/引用的方法与技巧   总被引：5，自引：2，他引：3  

韩丽风  刘蜀仁 《现代图书情报技术》2001,17(6):40-42

三大检索工具的各种版本在收录范围、检索性能上各不相同, 著者字段使用方法比较复杂。本文研究了各种版本的差异, 以及具体检索个人文章被收录、引用情况的方法与技巧, 最后介绍其它几种常用于科学评价的检索工具。  相似文献   

利用模板编辑教学网页的简单方法     

孙学让  刘建宏 《天津电大学报》2002,6(2):22-24

网上教学是远程开放教育的主要形式。电大教师应积极投身于网上教学资源的开发和设计。教学网页与其它媒体的课件相比具有科学性强,信息量大,便于操作,及时更新和趣味性、交互性等特点。通过模板编辑简单的教学网页是非专业设计人员实现网上教学的捷径。  相似文献   

GM(1,1)模型灰色预测法Visual Foxpro计算程序     

刘建通  朱红兵  王港 《首都体育学院学报》2004,16(1):117-119

本文详细介绍了在Visual Foxpro6．O中编制的MGl1．PRG计算程序及其运行方法。  相似文献   

中国科学计量指标数据库的设计与实现   总被引：5，自引：1，他引：4  

吴振新 《现代图书情报技术》2001,17(1):68-70

简单介绍了中国科学计量指标数据库, 详细阐述了如何进行数据分析和系统设计, 以及指标数据库的功能实现。  相似文献   

档案信息网络化的应用及影响     

马柱 《安阳师范学院学报》2001,(6):60-62

计算机的应用及发展，促进了档案信息网络化的进程，并促使其发生了深刻的社会变革，有着深远的影响。  相似文献   

网络信息环境下馆藏评价标准的变革   总被引：6，自引：0，他引：6  

郭海明 《图书馆杂志》2003,22(5):22-24

文章以现代图书馆馆藏建设的变革为切入口，评析了传统馆藏评价标准。这些基础上重点探讨了网络信息环境下馆藏评价标准的变革。  相似文献