Semantic MEDLINE proceeds in four steps: PubMed searching, extraction of semantic predications with SemRep, automatic summarization
, and visualization (Figure 1).
(AS) task helps users condense all this information and present it in a brief way, in order to make it easier to process the vast amount of documents related to the same topic that exist these days.
The first step in any LSA-based summarization
model is building a document representation, the input matrix.
About linguistic data summarization
, Kacprzyk and Zadrozny  said "data summarization
is one of the basic capabilities that is now needed by any "intelligent" system that is mean to operate in real life".
In general, the theories of summarization
suggested that students should carry out the process of material deletion, word composition, and topic sentence invention (McNeil & Donant, 1982).
In 2004 Karakaya and Guvenir conducted a study to integrate text classification and text summarization
to compile and extract information from large bodies of texts.
In light of this situation, The Shinano Mainichi Shimbun worked with Fujitsu to conduct a field trial of an automated article summarization
system using AI in order to improve work efficiency for its cable TV news report service.
The global natural language processing in healthcare market segmentation is based on technology (automatic summarization
, information extraction, machine translation, text and voice processing), type of solutions (rule-based NLP, statistical NLP, and hybrid NLP), type of services (professional services, support and maintenance services) and deployment model (on-premises and on-demand).
Generally speaking, automatic slide generation is much more difficult than summarization
. A slide has a title and contains some bulleted points which are important in that section.
Semantic MEDLINE's Summarization
phase identifies SemRep semantic predications that are relevant to a user's indicated information need.
"Each of the achievers was ranked according to their scores acquired in the primary and secondary theoretical exams, simulation exam, laboratory contest, presentation of what he/she learned and summarization
of his/her research into the form of a scientific article."
By all accounts, global warming is a complex scientific idea, one that should not be easily dissected into a quick summarization