Concepedia

A data-driven system to identify REM sleep behavior disorder and to predict its progression from the prodromal stage in Parkinson's disease

Matteo Cesari, Julie Anja Engelhard Christensen, Maria‐Lucia Muntean, Brit Mollenhauer, Friederike Sixel‐Döring, Helge B. D. Sørensen, Claudia Trenkwalder, Poul Jennum

Sleep Medicine · 2020 · 53 citations · 53 references

Concepts

MedicineNeurologyNeuroscienceComputational NeuroscienceData MiningMachine LearningNeurodegenerative DiseasesParkinson DiseaseParkinsonian DisordersSleep BehaviorSleep-related Movement DisordersSleep-wake DisordersClinical Diagnosis Of ParkinsonismData-driven AssessmentData-driven DiagnosticsData-driven DiscoverySleep Disturbance PredictionSleep-wake Disorder DiagnosisSleep-wake State Estimation

References

53

Random Forests

Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text

A Coefficient of Agreement for Nominal Scales

Jacob Cohen · Educational and Psychological Measurement · 1960 · 41.3K citations

Education, Educational Assessment, Educational Measurement +8

The Elements of Statistical Learning: Data Mining, Inference, and Prediction

Zigang Lu · Journal of the Royal Statistical Society Series A (Statistics in Society) · 2010 · 12.8K citations

Computing, Computer Science, Data Science +12

The American Academy of Sleep Medicine (AASM) Manual for the Scoring of Sleep and Associated Events: Rules, Terminology and Technical Specifications

Conrad Iber, Sonia Ancoli‐Israel, Andrew L. Chesson et al. · 2007 · 6.6K citations

Medicine, Internal Medicine, Sleep Medicine +15

Ensemble based systems in decision making

Robi Polikar · IEEE Circuits and Systems Magazine · 2006 · 2.9K citations

Computing, Computer Science, Decision Sciences +17