Concepedia

A Comparison Study of Algorithms to Detect Drug–Adverse Event Associations: Frequentist, Bayesian, and Machine-Learning Approaches

Minh Pham, Feng Cheng, Kandethody M. Ramachandran

Drug Safety · 2019 · 54 citations · 19 references

Concepts

PharmacyBiostatisticsPharmacologyEpidemiologic MethodsPharmacoinformaticsPharmacovigilanceAdverse Drug Event DetectionAdverse Drug Event PreventionAdverse Drug Reaction DetectionAdverse Drug Reaction MonitoringAdverse Event AnalysisPharmacoepidemiologyAdverse Event PhenotypingAutomated Adverse Event ClassificationDrug - Adverse Reaction Association MiningDrug-event Association AnalysisDrug-event Association Detection

References

19

Mining association rules between sets of items in large databases

Rakesh Agrawal, Tomasz Imieliński, Arun Swami · 1993 · 14.8K citations · Full text

Computing, Computer Science, Retail Management +13

On the Optimality of the Simple Bayesian Classifier under Zero-One Loss

Pedro Domingos, Michael J. Pazzani · Machine Learning · 1997 · 3.1K citations · Full text

Computing, Computer Science, Mathematics +14

Use of proportional reporting ratios (PRRs) for signal generation from spontaneous adverse drug reaction reports

Stephen Evans, Patrick Waller, Sarah Davis · Pharmacoepidemiology and Drug Safety · 2001 · 1.7K citations

Pharmacy, Pharmacology, Clinical Epidemiology +16

A Bayesian neural network method for adverse drug reaction signal generation

Andrew Bate, Marie Lindquist, I. Ralph Edwards et al. · European Journal of Clinical Pharmacology · 1998 · 1.4K citations

Pharmacy, Pharmacology, Toxicology +14

Idiot's Bayes—Not So Stupid After All?

David J. Hand, Keming Yu · International Statistical Review · 2001 · 872 citations

Computing, Computer Science, Data Mining +14