Application of semi-supervised deep learning to lung sound analysis

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS

Volumn 2016-October, Issue , 2016, Pages 804-807

  Chamberlain, Daniel ^a   Kodgule, Rahul ^b   Ganelin, Daniela ^c   Miglani, Vivek ^c   Fletcher, Richard Ribón ^a  

^a MASSACHUSETTS INSTITUTE OF TECHNOLOGY   (United States)

^b Chest Research Foundation   (India)

^c NONE

Author keywords

[No Author keywords available]

Indexed keywords

ABNORMAL RESPIRATORY SOUND; ALGORITHM; ARTIFICIAL NEURAL NETWORK; AUSCULTATION; FACTUAL DATABASE; HUMAN; LUNG; LUNG DISEASES; MACHINE LEARNING; THEORETICAL MODEL;

ALGORITHMS; AUSCULTATION; DATABASES, FACTUAL; HUMANS; LUNG; LUNG DISEASES; MACHINE LEARNING; MODELS, THEORETICAL; NEURAL NETWORKS (COMPUTER); RESPIRATORY SOUNDS;

EID: 85009070519     PISSN: 1557170X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/EMBC.2016.7590823     Document Type: Conference Paper

References (17)

1. E. R. Pacht, J. W. Turner, M. Gailiun, L. A. d. Violi, D. Ralston, H. S. Mekhjian, and R. C. S. John, "Effectiveness of Telemedicine in the Outpatient Pulmonary Clinic, " Telemed. J., vol. 4, no. 4, pp. 287-292, Jan. 1998.
2. S. Mangione and L. Z. Nieman, "Pulmonary Auscultatory Skills During Training in Internal Medicine and Family Practice, " Am. J. Respir. Crit. Care Med., vol. 159, no. 4, pp. 1119-1124, Apr. 1999.
3. J. Kaur, K. Chugh, A. Sachdeva, and L. Satyanarayana, "Under diagnosis of asthma in school children and its related factors, " Indian Pediatr., vol. 44, no. 6, pp. 425-428, Jun. 2007.
4. A. Mandke and K. Mandke, "Under diagnosis of COPD in primary care setting in Surat, India, " Eur. Respir. J., vol. 46, no. suppl 59, p. PA1809, Sep. 2015.
5. P. Forgacs, "The functional basis of pulmonary sounds, " Chest, vol. 73, no. 3, pp. 399-405, Mar. 1978.
6. P. Piirila and A. R. Sovijarvi, "Crackles: recording, analysis and clinical significance, " Eur. Respir. J., vol. 8, no. 12, pp. 2139-2148, Dec. 1995.
7. S. Aydore, I. Sen, Y. P. Kahya, and M. K. Mihcak, "Classification of respiratory signals by linear analysis, " in Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2009. EMBC 2009, 2009, pp. 2617-2620.
8. S. A. Taplidou and L. J. Hadjileontiadis, "Wheeze detection based on time-frequency analysis of breath sounds, " Comput. Biol. Med., vol. 37, no. 8, pp. 1073-1083, Aug. 2007.
9. S. Abbasi, R. Derakhshanfar, A. Abbasi, and Y. Sarbaz, "Classification of normal and abnormal lung sounds using neural network and support vector machines, " in 2013 21st Iranian Conference on Electrical Engineering (ICEE), 2013, pp. 1-4.
10. G. E. Hinton and R. R. Salakhutdinov, "Reducing the Dimensionality of Data with Neural Networks, " Science, vol. 313, no. 5786, pp. 504-507, Jul. 2006.
11. P. Vincent, H. Larochelle, I. Lajoie, Y. Bengio, and P.-A. Manzagol, "Stacked denoising autoencoders: Learning useful representations in a deep network with a local denoising criterion, " J. Mach. Learn. Res., vol. 11, pp. 3371-3408, 2010.
12. A. S. B. M A Tocchetto, "An Embedded Classifier of Lung Sounds based on the Wavelet Packet Transform and ANN, " 2014.
13. A. Güler, H. Polat, and U. Ergün, "Combining Neural Network and Genetic Algorithm for Prediction of Lung Sounds, " J. Med. Syst., vol. 29, no. 3, pp. 217-231, Jun. 2005.
14. D. Chamberlain, R. Kodgule, J. Mofor, and R. Fletcher, "Mobile Stethoscope and Signal Processing Algorithms for Pulmonary Screening and Diagnostics, " in 2015 IEEE Global Humanitarian Technology Conference (GHTC), 2015.
15. J. Bergstra, O. Breuleux, F. Bastien, P. Lamblin, R. Pascanu, G. Desjardins, J. Turian, D. Warde-Farley, and Y. Bengio, "Theano: A CPU and GPU Math Compiler in Python, " presented at the Proceedings of the 9th Python in Science Conference, 2010, pp. 3-10.
16. F. Bastien, P. Lamblin, R. Pascanu, J. Bergstra, I. Goodfellow, A. Bergeron, N. Bouchard, D. Warde-Farley, and Y. Bengio, "Theano: new features and speed improvements, " ArXiv12115590 Cs, Nov. 2012.
17. "Lung Sound Recorder-Android Apps on Google Play. " [Online]. Available: https: //play. google. com/store/apps/details?id=com. mobiletechnologyl ab. lungsoundrecorder&hl=en. [Accessed: 14-Mar-2016].