Item history (bjohas, Fri Jan 19 2024 11:48:14 GMT+0000 (GMT))

TY - JOUR
TI - A Systematic Review on Literature-based Discovery: General Overview, Methodology, & Statistical Analysis
AU - Thilakaratne, Menasha
AU - Falkner, Katrina
AU - Atapattu, Thushari
T2 - ACM Computing Surveys
AB - The vast nature of scientific publications brings out the importance of Literature-Based Discovery (LBD) research that is highly beneficial to accelerate knowledge acquisition and the research development process. LBD is a knowledge discovery workflow that automatically detects significant, implicit knowledge associations hidden in fragmented knowledge areas by analysing existing scientific literature. Therefore, the LBD output not only assists in formulating scientifically sensible, novel research hypotheses but also encourages the development of cross-disciplinary research. In this systematic review, we provide an in-depth analysis of the computational techniques used in the LBD process using a novel, up-to-date, and detailed classification. Moreover, we also summarise the key milestones of the discipline through a timeline of topics. To provide a general overview of the discipline, the review outlines LBD validation checks, major LBD tools, application areas, domains, and generalisability of LBD methodologies. We also outline the insights gathered through our statistical analysis that capture the trends in LBD literature. To conclude, we discuss the prevailing research deficiencies in the discipline by highlighting the challenges and opportunities of future LBD research.
DA - 2019/12/10/
PY - 2019
DO - 10.1145/3365756
DP - ACM Digital Library
VL - 52
IS - 6
SP - 129:1
EP - 129:34
J2 - ACM Comput. Surv.
SN - 0360-0300
ST - A Systematic Review on Literature-based Discovery
UR - https://dl.acm.org/doi/10.1145/3365756
Y2 - 2024/01/18/22:37:45
L1 - https://dl.acm.org/doi/pdf/10.1145/3365756
KW - hypotheses generation
KW - knowledge discovery
KW - LBD
KW - literature mining
KW - Literature-based discovery
KW - systematic review
KW - text mining
ER -

TY - JOUR
TI - A systematic review on literature-based discovery: general overview, methodology, & statistical analysis
AU - Thilakaratne, M.
AU - K, Falkner
AU - Atapattu, T.
T2 - ACM Computing Surveys
DA - 2019///
PY - 2019
DO - 10.1145/3365756
VL - 52
IS - 6
SP - 1
EP - 34
LA - en
ER -

group: 2486141

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itemKeyOld: 7P3SZUP3

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A systematic review on literature-based discovery: General overview, methodology, & statistical analysis

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A systematic review on literature-based discovery: General overview, methodology, & statistical analysis

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