Concepedia

Abnormal Heart Sound Detection using Time-Frequency Analysis and Machine Learning Techniques

Parastoo Sadeghi Nia, Hamed Danandeh Hesar

Biomedical Signal Processing and Control · 2024 · 18 citations · 18 references

Concepts

EngineeringCardiologyComputer ScienceAcousticsBiomedical Signal ProcessingMachine LearningAnomaly Detection In Time SeriesCardiac Signal ProcessingDigital Signal ProcessingSignal ProcessingTime Series Feature ExtractionTime-frequency AnalysisAcoustic Event DetectionEcg Anomaly DetectionHeart Sound AnalysisHeart Sound AuscultationMachine Learning ClassificationTime-frequency Analysis Of ElectrocardiogramsVital Sign Abnormality Detection

References

18

SMOTE: Synthetic Minority Over-sampling Technique

Nitesh V. Chawla, Kevin W. Bowyer, Lawrence Hall et al. · Journal of Artificial Intelligence Research · 2002 · 31.2K citations · Full text

Computing, Computer Science, Data Science +12

An open access database for the evaluation of heart sound algorithms

Chengyu Liu, David Springer, Qiao Li et al. · Physiological Measurement · 2016 · 803 citations · Full text

Engineering, Cardiology, Health Informatics +12

Particle Swarm Optimization

Gerhard Venter, Jaroslaw Sobieszczanski‐Sobieski · AIAA Journal · 2003 · 792 citations

Architecture, Bioinformatics, Directed Evolution +7

Logistic Regression-HSMM-based Heart Sound Segmentation

David Springer, Lionel Tarassenko, Gari D. Clifford · IEEE Transactions on Biomedical Engineering · 2015 · 511 citations

Engineering, Biomedical Engineering, Cardiology +16

Classification of Heart Sound Signal Using Multiple Features

Yaseen Yaseen, Guiyoung Son, Soonil Kwon · Applied Sciences · 2018 · 407 citations · Full text

Engineering, Biomedical Engineering, Cardiology +15