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A New Method for Calculating Similarity between Sentences and Application on Automatic Abstracting 被引量:1
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作者 Wenqian JI zhoujun li +1 位作者 Wenhan CHAO Xiaoming CHEN 《Intelligent Information Management》 2009年第1期36-42,共7页
Sentence similarity computing plays an important role in machine question-answering systems, machine-translation systems, information retrieval and automatic abstracting systems. This article firstly sums up several m... Sentence similarity computing plays an important role in machine question-answering systems, machine-translation systems, information retrieval and automatic abstracting systems. This article firstly sums up several methods for calculating similarity between sentences, and brings out a new method which takes all factors into consideration including critical words, semantic information, sentential form and sen-tence length. And on this basis, a automatic abstracting system based on LexRank algorithm is implemented. We made several improvements in both sentence weight computing and redundancy resolution. The system described in this article could deal with single or multi-document summarization both in English and Chinese. With evaluations on two corpuses, our system could produce better summaries to a certain degree. We also show that our system is quite insensitive to the noise in the data that may result from an imperfect topical clustering of documents. And in the end, existing problem and the developing trend of automatic summariza-tion technology are discussed. 展开更多
关键词 SENTENCE SIMILARITY AUTOMATIC abstracting lexrank sentence-weight computing REDUNDANCY resolution
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Design of Collaborative Platform on Clustering Applications for Governments
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作者 Xuewang ZHANG zhoujun li Wei SHEN 《Intelligent Information Management》 2009年第1期30-35,共6页
Collaborative platform on clustering applications for governments consists of six large-scale systems, including the clustering Government Internet portal system, clustering public-mailboxes collaboration system, clus... Collaborative platform on clustering applications for governments consists of six large-scale systems, including the clustering Government Internet portal system, clustering public-mailboxes collaboration system, clustering government affairs portal system, clustering emergency information collaboration system, clustering office automation collaboration system, and clustering messages collaboration systems. The appli-cation and technology architectures of the collaborative platform are elaborated in this paper,and the major key technologies on the platform are also expounded, which includes realization of many governments ap-plications’ scale integration and collaborative application, business model driven software development plat-form based on SOA, SSO, tans-departmental and cross-level multi-engine clustering protocol. Based on the &quot;clustering application&quot;design, to maximize the utilization of hardware, software resources and administra-tive resources of the provincial government collaborative platform, rural districts and counties can build their own platforms based on the provincial platform. The platform having been running for over 2 years shows that planning of urban and rural e-governments’ construction and maintenance is achieved, thus reducing costs greatly and improving governments’ functions. 展开更多
关键词 CLUSTERING APPLICATIONS COLLABORATIVE APPLICATIONS single SIGN on COMPONENTS e-govern- ment
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Exploit latent Dirichlet allocation for collaborative filtering
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作者 zhoujun li Haijun ZHANG +3 位作者 Senzhang WANG Feiran HUANG Zhenping li Jianshe ZHOU 《Frontiers of Computer Science》 SCIE EI CSCD 2018年第3期571-581,共11页
关键词 DIRICHLET 合作 过滤 分配 反馈矩阵 内容信息 基于内容 用户级
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