6533b830fe1ef96bd12979ba

RESEARCH PRODUCT

Semantic retrieval: an approach to representing, searching and summarising text documents

Vladimir A. OleshchukVitaly Klyuev

subject

Information retrievalConcept searchbusiness.industryComputer scienceSearch engine indexingSemantic searchFunctional approachWord searchSemanticscomputer.software_genreBag-of-words modelVisual WordArtificial intelligencebusinesscomputerNatural language processing

description

Nowadays, the internet is the major source of information for millions of people. There are many search tools available on the net but finding appropriate text information is still difficult. The retrieval efficiency of the presently used systems cannot be significantly improved: ‘bag of words’ interpretation causes losing semantics of texts. We applied the functional approach to represent English text documents. It allows taking into account semantic relations between words when indexing documents and use ordinary English sentences as queries to a search engine. The proposed retrieval mechanisms return only highly relevant documents. They make it possible to generate content-aware summaries on-the-fly. The presented examples illustrate the advantage of the discussed approach compared to the traditional key word search.

https://doi.org/10.1504/ijitcc.2011.039287