Mining On-line Sources for Definition Knowledge
نویسندگان
چکیده
Finding definitions in huge text collections is a challenging problem, not only because of the many ways in which definitions can be conveyed in natural language texts but also because the definiendum (i.e., the thing to be defined) has not, on its own, enough discriminative power to allow selection of definition-bearing passages from the collection. We have developed a method that uses already available external sources to gather knowledge about the “definiendum” before trying to define it using the given text collection. This knowledge consists of lists of relevant secondary terms that frequently co-occur with the definiendum in definition-bearing passages or “definiens”. External sources used to gather secondary terms are an on-line enyclopedia, a lexical database and the Web. These secondary terms together with the definiendum are used to select passages from the text collection performing information retrieval. Further linguistic analysis is carried out on each passage to extract definition strings from the passages using a number of criteria including the presence of main and secondary terms or definition patterns.
منابع مشابه
ارائه مدلی برای استخراج اطلاعات از مستندات متنی، مبتنی بر متنکاوی در حوزه یادگیری الکترونیکی
As computer networks become the backbones of science and economy, enormous quantities documents become available. So, for extracting useful information from textual data, text mining techniques have been used. Text Mining has become an important research area that discoveries unknown information, facts or new hypotheses by automatically extracting information from different written documents. T...
متن کاملEmploying data mining to explore association rules in drug addicts
Drug addiction is a major social, economic, and hygienic challenge that impacts on all the community and needs serious threat. Available treatments are successful only in short-term unless underlying reasons making individuals prone to the phenomenon are not investigated. Nowadays, there are some treatment centers which have comprehensive information about addicted people. Therefore, given the ...
متن کاملMarvin: Semantic annotation using multiple knowledge sources
People are producing more written material then anytime in the history. The increase is so high that professionals from the various fields are no more able to cope with this amount of publications. Text mining tools can offer tools to help them and one of the tools that can aid information retrieval and information extraction is semantic text annotation. In this report we present Marvin, a text...
متن کاملSources - Relational - Legacy Warehouse Meta Data - Select - Transform - Clean - Integrate - Refresh - Others - Network Data OLAP Server
Information is one of the most valuable assets of an organisation and when used properly can assist in intelligent decision making that can signiicantly improve the functioning of an organisation. Data Warehousing is a recent technology that allows information to be easily and eeciently accessed for decision making activities by collecting data from many operational, legacy and possibly heterog...
متن کاملUsing automated planning for improving data mining processes
This paper presents a distributed architecture for automating data mining processes using standard languages. Data mining is a difficult task that relies on an exploratory and analytic process of processing large quantities of data in order to discover meaningful patterns. The increasing heterogeneity and complexity of available data requires some expert knowledge on how to combine the multiple...
متن کامل