University of Tasmania
Browse

File(s) under permanent embargo

UDeKAM: A methodology for acquiring declarative structured knowledge from unstructured knowledge resources

conference contribution
posted on 2023-05-23, 12:14 authored by Ali, M, Lee, S, Byeong KangByeong Kang
An effective knowledge representation has always proved its importance for mankind intelligence. Among various kinds of knowledge, declarative knowledge has a vital role in medical domain and is critical for health-care safety and quality. A large volume of declarative knowledge is hidden in multiple knowledge resources such as clinical notes, standard guidelines etc. that can play an important role in decision support systems as well as in health and wellness applications after structured transformation. In this paper, an Unstructured Declarative Knowledge Acquisition Methodology, called UDeKAM, is proposed that acquires and constructs the declarative structured knowledge from unstructured knowledge resources using Documents Clustering, Topic Modeling, and Controlled Natural Language processing techniques. The proposed methodology is designed for different domains to serve a variety of applications. It is an ongoing work and for the realization of UDeKAM, a diabetes scenario is explained through example.

History

Publication title

Proceedings of the International Conference on Machine Learning and Cybernetics 2016

Pagination

177-182

ISBN

9781509003891

Department/School

School of Information and Communication Technology

Publisher

Institute of Electrical and Electronics Engineers Inc.

Place of publication

United States

Event title

International Conference on Machine Learning and Cybernetics, ICMLC 2016

Event Venue

Maison Glad Jeju, Jejuleju Island, South Korea

Date of Event (Start Date)

2016-07-10

Date of Event (End Date)

2016-07-13

Rights statement

Copyright 2016 IEEE.

Repository Status

  • Restricted

Socio-economic Objectives

Expanding knowledge in the environmental sciences

Usage metrics

    University Of Tasmania

    Exports

    RefWorks
    BibTeX
    Ref. manager
    Endnote
    DataCite
    NLM
    DC