Drug Disease Relation Extraction from Biomedical Literature Using NLP and Machine Learning

Table 1

Comparison of related works.

Approach	Used method	Type of relations	Used corpus
Rosario and Hearst [30]	Neural network	Cure, only dis., only treat, prevent, vague, side effect, no cure	MEDLINE 2001
Abacha and Zweigenbaum [31]	Linear SVM	Cure, prevent, side effect	MEDLINE 2001
Frunza et al. [32, 33]	NLP, BOW, biomedical concepts, and UMLS concepts	Cure, prevent, side effect	MEDLINE 2001
Suchitra and Sudah [34]	Cooccurrence analysis, NLP, BOW, biomedical and UMLS concepts, inductive logic techniques, Bloom filter	Cure, prevent, side effect	MEDLINE 2001
Muzaffar et al [35]	NLP,
Supervised learning methods: SVM and NB	Cure, prevent, side effect	MEDLINE 2001
Wang et al. [36]	Pattern, UMLS	Inducement, treatment	Abstracts from PubMed