Semantic similarity and machine learning with ontologies

M Kulmanov, FZ Smaili, X Gao… - Briefings in …, 2021 - academic.oup.com
Ontologies have long been employed in the life sciences to formally represent and reason
over domain knowledge and they are employed in almost every major biological database …

A literature review of gene function prediction by modeling gene ontology

Y Zhao, J Wang, J Chen, X Zhang, M Guo… - Frontiers in genetics, 2020 - frontiersin.org
Annotating the functional properties of gene products, ie, RNAs and proteins, is a
fundamental task in biology. The Gene Ontology database (GO) was developed to …

High-depth African genomes inform human migration and health

A Choudhury, S Aron, LR Botigué, D Sengupta… - Nature, 2020 - nature.com
The African continent is regarded as the cradle of modern humans and African genomes
contain more genetic variation than those from any other continent, yet only a fraction of the …

Partial multi-dividing ontology learning algorithm

W Gao, JLG Guirao, B Basavanagoud, J Wu - Information Sciences, 2018 - Elsevier
As an effective data representation, storage, management, calculation and model for
analysis, ontology has attracted more and more attention by researchers and it has been …

GOGO: An improved algorithm to measure the semantic similarity between gene ontology terms

C Zhao, Z Wang - Scientific reports, 2018 - nature.com
Measuring the semantic similarity between Gene Ontology (GO) terms is an essential step in
functional bioinformatics research. We implemented a software named GOGO for calculating …

Corpus domain effects on distributional semantic modeling of medical terms

SVS Pakhomov, G Finley, R McEwan, Y Wang… - …, 2016 - academic.oup.com
Motivation: Automatically quantifying semantic similarity and relatedness between clinical
terms is an important aspect of text mining from electronic health records, which are …

[HTML][HTML] Margin based ontology sparse vector learning algorithm and applied in biology science

W Gao, AQ Baig, H Ali, W Sajjad… - Saudi Journal of Biological …, 2017 - Elsevier
In biology field, the ontology application relates to a large amount of genetic information and
chemical information of molecular structure, which makes knowledge of ontology concepts …

Gene ontology semantic similarity tools: survey on features and challenges for biological knowledge discovery

GK Mazandu, ER Chimusa… - Briefings in bioinformatics, 2017 - academic.oup.com
Gene Ontology (GO) semantic similarity tools enable retrieval of semantic similarity scores,
which incorporate biological knowledge embedded in the GO structure for comparing or …

Computing semantic similarity based on novel models of semantic representation using Wikipedia

R Qu, Y Fang, W Bai, Y Jiang - Information Processing & Management, 2018 - Elsevier
Abstract Computing Semantic Similarity (SS) between concepts is one of the most critical
issues in many domains such as Natural Language Processing and Artificial Intelligence …

Gene ontology enrichment improves performances of functional similarity of genes

W Liu, J Liu, JC Rajapakse - Scientific reports, 2018 - nature.com
There exists a plethora of measures to evaluate functional similarity (FS) between genes,
which is a widely used in many bioinformatics applications including detecting molecular …