Title :
Domain Independent Natural Language Processing -- A Case Study for Hospital Readmission with COPD
Author :
Agarwal, Ankur ; Mulpura, Sirish ; Behara, Ravi S. ; Tyagi, Vivek
Author_Institution :
Florida Atlantic Univ., Boca Raton, FL, USA
Abstract :
Natural language processing is a field of computer science, which focuses on interactions between computers and human (natural) languages. The human languages are ambiguous unlike Computer languages, which make its analysis and processing difficult. Most of the data present these days is in unstructured form (such as: Accident reports, Patient discharge summary, Criminal records etc), which makes it hard for computers to understand for further use and analysis. This unstructured text needs to be converted into structured form by clearly defining the sentence boundaries, word boundaries and context dependent character boundaries for further analysis. This paper proposes a component-based domain-independent text analysis system for processing of the natural language known as Domain-independent Natural Language Processing System (DINLP). Further the paper discusses the system capability and its application in the area of bioinformatics through the case study.
Keywords :
brain-computer interfaces; diseases; lung; natural language processing; patient care; pneumodynamics; text analysis; COPD; chronic obstructive pulmonary disease; component-based text analysis system; computer languages; computer science; computer-human interaction; context dependent character boundaries; defined sentence boundaries; defined word boundaries; domain independent natural language processing; domain-independent text analysis system; hospital readmission; human languages; structured form; unstructured text; Computers; Data mining; Dictionaries; Discharges (electric); Medical diagnostic imaging; Natural language processing; Chronic Obstructive Pulmonary Disease; Natural Language Processing; Term Extraction;
Conference_Titel :
Bioinformatics and Bioengineering (BIBE), 2014 IEEE International Conference on
Conference_Location :
Boca Raton, FL
DOI :
10.1109/BIBE.2014.57