Concepedia

A Machine Learning-Based Method to Identify Bipolar Disorder Patients

Jorge Mateo-Sotos, Alex Torres, José Luis Santos, Óscar Erades De Quevedo, C. Basar

Circuits Systems and Signal Processing · 2021 · 33 citations · 55 references

Concepts

ComputingComputer SciencePsychiatryData MiningMachine LearningStatistical LearningBipolar DisordersKernel MethodsMood AssessmentPredictive Health ModelingPsychiatric DiagnosisSupport Vector MachinesBipolar Disorder DiagnosisBipolar Spectrum DisordersMachine Learning For DiagnosisMachine Learning-based ClassificationMood Disorders Diagnosis

References

55

XGBoost

2016 · 48.6K citations · Full text

Computing, Computer Science, Data Science +15

An introduction to ROC analysis

Tom Fawcett · Pattern Recognition Letters · 2005 · 21.3K citations

Computing, Biostatistics, Computer Science +5

Physiological time-series analysis using approximate entropy and sample entropy

Joshua Richman, J. Randall Moorman · American Journal of Physiology-Heart and Circulatory Physiology · 2000 · 7.8K citations

Natural Sciences, Physiology, Biomedical Signal Processing +7

Spherical splines for scalp potential and current density mapping

Fabien Perrin, J. Pernier, Olivier Bertrand et al. · Electroencephalography and Clinical Neurophysiology · 1989 · 2.8K citations

Engineering, Anatomy, Biomedical Engineering +12

Efficient kNN Classification With Different Numbers of Nearest Neighbors

Shichao Zhang, Ming Zong, Xiaofeng Zhu et al. · IEEE Transactions on Neural Networks and Learning Systems · 2017 · 1.4K citations · Full text

Computing, Computer Science, Data Mining +15