Automatic Indexing of Documents from Journal Descriptors: A Preliminary Investigation

S. Humphrey
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引用次数: 38

Abstract

A new, fully automated approach for indexing documents is presented based on associating textwords in a training set of bibliographic citations with the indexing of journals. This journal-level indexing is in the form of a consistent, timely set of journal descriptors (JDs) indexing the individual journals themselves. This indexing is maintained in journal records in a serials authority database. The advantage of this novel approach is that the training set does not depend on previous manual indexing of hundreds of thousands of documents (i.e., any such indexing already in the training set is not used), but rather the relatively small intellectual effort of indexing at the journal level, usually a matter of a few thousand unique journals for which retrospective indexing to maintain consistency and currency may be feasible. If successful, JD indexing would provide topical categorization of documents outside the training set, i.e., journal articles, monographs, WEB documents, reports from the grey literature, etc., and therefore be applied in searching. Because JDs are quite general, corresponding to subject domains, their most probable use would be for improving or refining search results.
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期刊描述文献的自动标引:初步研究
提出了一种新的、全自动的文献索引方法,该方法基于书目引文训练集中的文本词与期刊索引的关联。这种期刊级别的索引以一组一致的、及时的期刊描述符(JDs)的形式对单个期刊本身进行索引。该索引在串行权威数据库的日志记录中进行维护。这种新方法的优点是,训练集不依赖于以前对成千上万个文档的人工索引(即,训练集中没有使用任何这样的索引),而是相对较小的在期刊级别上的索引智力工作,通常是几千个独特的期刊,对这些期刊进行回顾性索引以保持一致性和通用性可能是可行的。如果成功,JD索引将提供训练集以外的文档的主题分类,即期刊文章,专著,WEB文档,灰色文献的报告等,因此可以应用于搜索。因为JDs非常通用,对应于主题域,所以它们最有可能的用途是改进或精炼搜索结果。
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