{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,13]],"date-time":"2026-02-13T23:10:19Z","timestamp":1771024219006,"version":"3.50.1"},"reference-count":111,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2019,10,10]],"date-time":"2019-10-10T00:00:00Z","timestamp":1570665600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2019,10,10]],"date-time":"2019-10-10T00:00:00Z","timestamp":1570665600000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Int J Speech Technol"],"published-print":{"date-parts":[[2019,12]]},"DOI":"10.1007\/s10772-019-09645-2","type":"journal-article","created":{"date-parts":[[2019,10,10]],"date-time":"2019-10-10T23:13:00Z","timestamp":1570749180000},"page":"1051-1075","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":17,"title":["A review of supervised learning algorithms for single channel speech enhancement"],"prefix":"10.1007","volume":"22","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-0010-0629","authenticated-orcid":false,"given":"Nasir","family":"Saleem","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Muhammad Irfan","family":"Khattak","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2019,10,10]]},"reference":[{"key":"9645_CR111","unstructured":"Ali, S. M., & Gupta, B. Speech enhancement using neural network."},{"issue":"4","key":"9645_CR1","doi-asserted-by":"crossref","first-page":"567","DOI":"10.1109\/89.326615","volume":"2","author":"JB Allen","year":"1994","unstructured":"Allen, J. B. (1994). How do humans process and recognize speech? IEEE Transactions on Speech and Audio Processing,2(4), 567\u2013577.","journal-title":"IEEE Transactions on Speech and Audio Processing"},{"issue":"4","key":"9645_CR2","doi-asserted-by":"crossref","first-page":"575","DOI":"10.1016\/S0167-6393(02)00183-8","volume":"40","author":"KH Arehart","year":"2003","unstructured":"Arehart, K. H., Hansen, J. H., Gallant, S., & Kalstein, L. (2003). Evaluation of an auditory masked threshold noise suppression algorithm in normal-hearing and hearing-impaired listeners. Speech Communication,40(4), 575\u2013592.","journal-title":"Speech Communication"},{"key":"9645_CR3","first-page":"49","volume":"30","author":"T Baer","year":"1993","unstructured":"Baer, T., Moore, B. C., & Gatehouse, S. (1993). Spectral contrast enhancement of speech in noise for listeners with sensorineural hearing impairment: Effects on intelligibility, quality, and response times. Journal of Rehabilitation Research and Development,30, 49.","journal-title":"Journal of Rehabilitation Research and Development"},{"issue":"1","key":"9645_CR4","doi-asserted-by":"crossref","first-page":"10","DOI":"10.1109\/97.889636","volume":"8","author":"M Bahoura","year":"2001","unstructured":"Bahoura, M., & Rouat, J. (2001). Wavelet speech enhancement based on the teager energy operator. IEEE Signal Processing Letters,8(1), 10\u201312.","journal-title":"IEEE Signal Processing Letters"},{"issue":"8","key":"9645_CR5","doi-asserted-by":"crossref","first-page":"447","DOI":"10.1080\/14992020802033091","volume":"47","author":"R Bentler","year":"2008","unstructured":"Bentler, R., Wu, Y. H., Kettel, J., & Hurtig, R. (2008). Digital noise reduction: Outcomes from laboratory and field studies. International Journal of Audiology,47(8), 447\u2013460.","journal-title":"International Journal of Audiology"},{"issue":"3","key":"9645_CR6","first-page":"27","volume":"2","author":"CC Chang","year":"2011","unstructured":"Chang, C. C., & Lin, C. J. (2011). LIBSVM: A library for support vector machines. ACM Transactions on Intelligent Systems and Technology (TIST),2(3), 27.","journal-title":"ACM Transactions on Intelligent Systems and Technology (TIST)"},{"issue":"12","key":"9645_CR7","doi-asserted-by":"crossref","first-page":"2516","DOI":"10.1109\/TASLP.2016.2618007","volume":"24","author":"SE Chazan","year":"2016","unstructured":"Chazan, S. E., Goldberger, J., & Gannot, S. (2016). A hybrid approach for speech enhancement using MoG model and neural network phoneme classifier. IEEE\/ACM Transactions on Audio, Speech, and Language Processing,24(12), 2516\u20132530.","journal-title":"IEEE\/ACM Transactions on Audio, Speech, and Language Processing"},{"issue":"12","key":"9645_CR8","doi-asserted-by":"crossref","first-page":"1993","DOI":"10.1109\/TASLP.2014.2359159","volume":"22","author":"J Chen","year":"2014","unstructured":"Chen, J., Wang, Y., & Wang, D. (2014). A feature study for classification-based speech separation at low signal-to-noise ratios. IEEE\/ACM Transactions on Audio, Speech, and Language Processing,22(12), 1993\u20132002.","journal-title":"IEEE\/ACM Transactions on Audio, Speech, and Language Processing"},{"key":"9645_CR9","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.specom.2015.12.006","volume":"78","author":"J Chen","year":"2016","unstructured":"Chen, J., Wang, Y., & Wang, D. (2016). Noise perturbation for supervised speech separation. Speech Communication,78, 1\u201310.","journal-title":"Speech Communication"},{"issue":"1","key":"9645_CR10","doi-asserted-by":"crossref","first-page":"283","DOI":"10.1007\/s10772-019-09603-y","volume":"22","author":"SR Chiluveru","year":"2019","unstructured":"Chiluveru, S. R., & Tripathy, M. (2019). Low SNR speech enhancement with DNN based phase estimation. International Journal of Speech Technology,22(1), 283\u2013292.","journal-title":"International Journal of Speech Technology"},{"key":"9645_CR11","doi-asserted-by":"crossref","unstructured":"Chung, H., Plourde, E., & Champagne, B. (2016, March). Basis compensation in non-negative matrix factorization model for speech enhancement. In\u00a02016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)\u00a0(pp. 2249\u20132253). IEEE.","DOI":"10.1109\/ICASSP.2016.7472077"},{"key":"9645_CR12","doi-asserted-by":"crossref","first-page":"18","DOI":"10.1016\/j.specom.2016.11.003","volume":"87","author":"H Chung","year":"2017","unstructured":"Chung, H., Plourde, E., & Champagne, B. (2017). Regularized non-negative matrix factorization with Gaussian mixtures and masking model for speech enhancement. Speech Communication,87, 18\u201330.","journal-title":"Speech Communication"},{"issue":"4","key":"9645_CR13","doi-asserted-by":"crossref","first-page":"113","DOI":"10.1109\/97.1001645","volume":"9","author":"Israel Cohen","year":"2002","unstructured":"Cohen, Israel. (2002). Optimal speech enhancement under signal presence uncertainty using log-spectral amplitude estimator. IEEE Signal Processing Letters,9(4), 113\u2013116.","journal-title":"IEEE Signal Processing Letters"},{"issue":"11","key":"9645_CR14","doi-asserted-by":"crossref","first-page":"2403","DOI":"10.1016\/S0165-1684(01)00128-1","volume":"81","author":"I Cohen","year":"2001","unstructured":"Cohen, I., & Berdugo, B. (2001). Speech enhancement for non-stationary noise environments. Signal Processing,81(11), 2403\u20132418.","journal-title":"Signal Processing"},{"issue":"1","key":"9645_CR15","doi-asserted-by":"crossref","first-page":"12","DOI":"10.1109\/97.988717","volume":"9","author":"I Cohen","year":"2002","unstructured":"Cohen, I., & Berdugo, B. (2002). Noise estimation by minima controlled recursive averaging for robust speech enhancement. IEEE Signal Processing Letters,9(1), 12\u201315.","journal-title":"IEEE Signal Processing Letters"},{"key":"9645_CR16","doi-asserted-by":"crossref","unstructured":"Deng, L., Hinton, G., & Kingsbury, B. (2013, May). New types of deep neural network learning for speech recognition and related applications: An overview. In\u00a02013 IEEE International Conference on Acoustics, Speech and Signal Processing\u00a0(pp. 8599\u20138603). IEEE.","DOI":"10.1109\/ICASSP.2013.6639344"},{"key":"9645_CR17","unstructured":"Eggert, J., Wersing, H., & Korner, E. (2004, July). Transformation-invariant representation and NMF. In\u00a02004 IEEE International Joint Conference on Neural Networks (IEEE Cat. No. 04CH37541)\u00a0(Vol. 4, pp. 2535\u20132539). IEEE."},{"issue":"6","key":"9645_CR18","doi-asserted-by":"crossref","first-page":"1109","DOI":"10.1109\/TASSP.1984.1164453","volume":"32","author":"Y Ephraim","year":"1984","unstructured":"Ephraim, Y., & Malah, D. (1984). Speech enhancement using a minimum-mean square error short-time spectral amplitude estimator. IEEE Transactions on Acoustics, Speech, and Signal Processing,32(6), 1109\u20131121.","journal-title":"IEEE Transactions on Acoustics, Speech, and Signal Processing"},{"issue":"2","key":"9645_CR19","doi-asserted-by":"crossref","first-page":"443","DOI":"10.1109\/TASSP.1985.1164550","volume":"33","author":"Yariv Ephraim","year":"1985","unstructured":"Ephraim, Yariv, & Malah, David. (1985). Speech enhancement using a minimum mean-square error log-spectral amplitude estimator. IEEE Transactions on Acoustics, Speech, and Signal Processing,33(2), 443\u2013445.","journal-title":"IEEE Transactions on Acoustics, Speech, and Signal Processing"},{"issue":"4","key":"9645_CR20","doi-asserted-by":"crossref","first-page":"251","DOI":"10.1109\/89.397090","volume":"3","author":"Y Ephraim","year":"1995","unstructured":"Ephraim, Y., & van Trees, H. L. (1995). A signal subspace approach for speech enhancement. IEEE Transactions on Speech and Audio Processing,3(4), 251\u2013266.","journal-title":"IEEE Transactions on Speech and Audio Processing"},{"issue":"9","key":"9645_CR21","doi-asserted-by":"crossref","first-page":"2421","DOI":"10.1162\/NECO_a_00168","volume":"23","author":"C F\u00e9votte","year":"2011","unstructured":"F\u00e9votte, C., & Idier, J. (2011). Algorithms for nonnegative matrix factorization with the \u03b2-divergence. Neural Computation,23(9), 2421\u20132456.","journal-title":"Neural Computation"},{"key":"9645_CR22","unstructured":"Glorot, X., & Bengio, Y. (2010, March). Understanding the difficulty of training deep feedforward neural networks. In\u00a0Proceedings of the thirteenth international conference on artificial intelligence and statistics\u00a0(pp. 249\u2013256)."},{"issue":"4","key":"9645_CR23","doi-asserted-by":"crossref","first-page":"1199","DOI":"10.1121\/1.394643","volume":"81","author":"S Gordon-Salant","year":"1987","unstructured":"Gordon-Salant, S. (1987). Effects of acoustic modification on consonant recognition by elderly hearing-impaired subjects. The Journal of the Acoustical Society of America,81(4), 1199\u20131202.","journal-title":"The Journal of the Acoustical Society of America"},{"issue":"5","key":"9645_CR24","doi-asserted-by":"crossref","first-page":"3475","DOI":"10.1121\/1.4754541","volume":"132","author":"K Han","year":"2012","unstructured":"Han, K., & Wang, D. (2012). A classification based approach to speech segregation. The Journal of the Acoustical Society of America,132(5), 3475\u20133483.","journal-title":"The Journal of the Acoustical Society of America"},{"issue":"1","key":"9645_CR25","doi-asserted-by":"crossref","first-page":"168","DOI":"10.1109\/TASL.2012.2215596","volume":"21","author":"K Han","year":"2013","unstructured":"Han, K., & Wang, D. (2013). Towards generalizing classification based speech separation. IEEE Transactions on Audio, Speech and Language Processing,21(1), 168\u2013177.","journal-title":"IEEE Transactions on Audio, Speech and Language Processing"},{"issue":"4","key":"9645_CR26","doi-asserted-by":"crossref","first-page":"835","DOI":"10.1587\/transfun.E99.A.835","volume":"99","author":"W Han","year":"2016","unstructured":"Han, W., Zhang, X., Min, G., & Sun, M. (2016). A perceptually motivated approach for speech enhancement based on deep neural network. IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences,99(4), 835\u2013838.","journal-title":"IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences"},{"issue":"2","key":"9645_CR27","doi-asserted-by":"crossref","first-page":"714","DOI":"10.1587\/transfun.E100.A.714","volume":"100","author":"W Han","year":"2017","unstructured":"Han, W., Zhang, X., Min, G., Zhou, X., & Sun, M. (2017). Joint optimization of perceptual gain function and deep neural networks for single-channel speech enhancement. IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences,100(2), 714\u2013717.","journal-title":"IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences"},{"issue":"4","key":"9645_CR28","doi-asserted-by":"crossref","first-page":"795","DOI":"10.1109\/78.80901","volume":"39","author":"JH Hansen","year":"1991","unstructured":"Hansen, J. H., & Clements, M. A. (1991). Constrained iterative speech enhancement with application to speech recognition. IEEE Transactions on Signal Processing,39(4), 795\u2013805.","journal-title":"IEEE Transactions on Signal Processing"},{"issue":"1","key":"9645_CR29","doi-asserted-by":"crossref","first-page":"149","DOI":"10.1044\/jshr.3301.149","volume":"33","author":"KS Helfer","year":"1990","unstructured":"Helfer, K. S., & Wilber, L. A. (1990). Hearing loss, aging, and speech perception in reverberation and noise. Journal of Speech, Language, and Hearing Research,33(1), 149\u2013155.","journal-title":"Journal of Speech, Language, and Hearing Research"},{"issue":"1","key":"9645_CR30","doi-asserted-by":"crossref","first-page":"045821","DOI":"10.1155\/2007\/45821","volume":"2007","author":"K Hermus","year":"2006","unstructured":"Hermus, K., & Wambacq, P. (2006). A review of signal subspace speech enhancement and its application to noise robust speech recognition. EURASIP Journal on Advances in Signal Processing,2007(1), 045821.","journal-title":"EURASIP Journal on Advances in Signal Processing"},{"key":"9645_CR31","unstructured":"Hirsch, H. G., & Ehrlicher, C. (1995, May). Noise estimation techniques for robust speech recognition. In 1995 International Conference on Acoustics, Speech, and Signal Processing (Vol. 1, pp. 153\u2013156). IEEE."},{"issue":"1","key":"9645_CR32","doi-asserted-by":"crossref","first-page":"59","DOI":"10.1109\/TSA.2003.819949","volume":"12","author":"Y Hu","year":"2004","unstructured":"Hu, Y., & Loizou, P. C. (2004). Speech enhancement based on wavelet thresholding the multitaper spectrum. IEEE Transactions on Speech and Audio processing,12(1), 59\u201367.","journal-title":"IEEE Transactions on Speech and Audio processing"},{"key":"9645_CR33","doi-asserted-by":"crossref","unstructured":"Hu, Y., & Loizou, P. C. (2007, April). A comparative intelligibility study of speech enhancement algorithms. In\u00a02007 IEEE International Conference on Acoustics, Speech and Signal Processing-ICASSP\u201907\u00a0(Vol. 4, pp. IV\u2013561). IEEE.","DOI":"10.1109\/ICASSP.2007.366974"},{"issue":"3","key":"9645_CR34","doi-asserted-by":"crossref","first-page":"1777","DOI":"10.1121\/1.2766778","volume":"122","author":"Y Hu","year":"2007","unstructured":"Hu, Y., & Loizou, P. C. (2007b). A comparative intelligibility study of single-microphone noise reduction algorithms. The Journal of the Acoustical Society of America,122(3), 1777\u20131786.","journal-title":"The Journal of the Acoustical Society of America"},{"issue":"8","key":"9645_CR35","doi-asserted-by":"crossref","first-page":"2067","DOI":"10.1109\/TASL.2010.2041110","volume":"18","author":"G Hu","year":"2010","unstructured":"Hu, G., & Wang, D. (2010). A tandem algorithm for pitch estimation and voiced speech segregation. IEEE Transactions on Audio, Speech and Language Processing,18(8), 2067\u20132079.","journal-title":"IEEE Transactions on Audio, Speech and Language Processing"},{"issue":"1","key":"9645_CR36","doi-asserted-by":"crossref","first-page":"402","DOI":"10.1587\/transfun.E99.A.402","volume":"99","author":"Y Hu","year":"2016","unstructured":"Hu, Y., Zhang, X., Zou, X., Sun, M., Min, G., & Li, Y. (2016). Improved semi-supervised NMF based real-time capable speech enhancement. IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences,99(1), 402\u2013406.","journal-title":"IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences"},{"issue":"8","key":"9645_CR37","doi-asserted-by":"crossref","first-page":"1714","DOI":"10.1587\/transfun.E100.A.1714","volume":"100","author":"Y Hu","year":"2017","unstructured":"Hu, Y., Zhang, X., Zou, X., Sun, M., Zheng, Y., & Min, G. (2017). Semi-supervised speech enhancement combining nonnegative matrix factorization and robust principal component analysis. IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences,100(8), 1714\u20131719.","journal-title":"IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences"},{"issue":"12","key":"9645_CR38","doi-asserted-by":"crossref","first-page":"2136","DOI":"10.1109\/TASLP.2015.2468583","volume":"23","author":"PS Huang","year":"2015","unstructured":"Huang, P. S., Kim, M., Hasegawa-Johnson, M., & Smaragdis, P. (2015). Joint optimization of masks and deep recurrent neural networks for monaural source separation. IEEE\/ACM Transactions on Audio, Speech, and Language Processing,23(12), 2136\u20132147.","journal-title":"IEEE\/ACM Transactions on Audio, Speech, and Language Processing"},{"key":"9645_CR39","doi-asserted-by":"crossref","first-page":"25542","DOI":"10.1109\/ACCESS.2017.2766675","volume":"5","author":"T Hussain","year":"2017","unstructured":"Hussain, T., Siniscalchi, S. M., Lee, C. C., Wang, S. S., Tsao, Y., & Liao, W. H. (2017). Experimental study on extreme learning machine applications for speech enhancement. IEEE Access,5, 25542\u201325554.","journal-title":"IEEE Access"},{"issue":"3","key":"9645_CR40","doi-asserted-by":"crossref","first-page":"274","DOI":"10.1097\/00003446-199506000-00004","volume":"16","author":"DG Jamieson","year":"1995","unstructured":"Jamieson, D. G., Brennan, R. L., & Cornelisse, L. E. (1995). Evaluation of a speech enhancement strategy with normal-hearing and hearing-impaired listeners. Ear and Hearing,16(3), 274\u2013286.","journal-title":"Ear and Hearing"},{"issue":"4","key":"9645_CR41","doi-asserted-by":"crossref","first-page":"625","DOI":"10.1109\/TASL.2008.2010633","volume":"17","author":"Z Jin","year":"2009","unstructured":"Jin, Z., & Wang, D. (2009). A supervised learning approach to monaural segregation of reverberant speech. IEEE Transactions on Audio, Speech and Language Processing,17(4), 625\u2013638.","journal-title":"IEEE Transactions on Audio, Speech and Language Processing"},{"key":"9645_CR42","doi-asserted-by":"crossref","unstructured":"Joder, C., Weninger, F., Eyben, F., Virette, D., & Schuller, B. (2012, March). Real-time speech separation by semi-supervised nonnegative matrix factorization. In\u00a0International Conference on Latent Variable Analysis and Signal Separation (pp. 322\u2013329). Berlin, Heidelberg: Springer.","DOI":"10.1007\/978-3-642-28551-6_40"},{"issue":"8","key":"9645_CR43","doi-asserted-by":"crossref","first-page":"2080","DOI":"10.1109\/TASL.2010.2041116","volume":"18","author":"G Kim","year":"2010","unstructured":"Kim, G., & Loizou, P. C. (2010). Improving speech intelligibility in noise using environment-optimized algorithms. IEEE Transactions on Audio, Speech and Language Processing,18(8), 2080\u20132090.","journal-title":"IEEE Transactions on Audio, Speech and Language Processing"},{"issue":"3","key":"9645_CR44","doi-asserted-by":"crossref","first-page":"1486","DOI":"10.1121\/1.3184603","volume":"126","author":"G Kim","year":"2009","unstructured":"Kim, G., Lu, Y., Hu, Y., & Loizou, P. C. (2009). An algorithm that improves speech intelligibility in noise for normal-hearing listeners. The Journal of the Acoustical Society of America,126(3), 1486\u20131494.","journal-title":"The Journal of the Acoustical Society of America"},{"issue":"1","key":"9645_CR45","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.specom.2010.08.005","volume":"53","author":"W Kim","year":"2011","unstructured":"Kim, W., & Stern, R. M. (2011). Mask classification for missing-feature reconstruction for robust speech recognition in unknown background noise. Speech Communication,53(1), 1\u201311.","journal-title":"Speech Communication"},{"issue":"1","key":"9645_CR46","doi-asserted-by":"crossref","first-page":"153","DOI":"10.1109\/TASLP.2016.2628641","volume":"25","author":"M Kolbk","year":"2017","unstructured":"Kolbk, M., Tan, Z. H., Jensen, J., Kolbk, M., Tan, Z. H., & Jensen, J. (2017). Speech intelligibility potential of general and specialized deep neural network based speech enhancement systems. IEEE\/ACM Transactions on Audio, Speech and Language Processing (TASLP),25(1), 153\u2013167.","journal-title":"IEEE\/ACM Transactions on Audio, Speech and Language Processing (TASLP)"},{"issue":"4","key":"9645_CR47","doi-asserted-by":"crossref","first-page":"790","DOI":"10.1044\/jshr.3604.790","volume":"36","author":"RK Koul","year":"1993","unstructured":"Koul, R. K., & Allen, G. D. (1993). Segmental intelligibility and speech interference thresholds of high-quality synthetic speech in presence of noise. Journal of Speech, Language, and Hearing Research,36(4), 790\u2013798.","journal-title":"Journal of Speech, Language, and Hearing Research"},{"issue":"2","key":"9645_CR48","doi-asserted-by":"crossref","first-page":"137","DOI":"10.4103\/0256-4602.49103","volume":"26","author":"P Krishnamoorthy","year":"2009","unstructured":"Krishnamoorthy, P., & Prasanna, S. M. (2009). Temporal and spectral processing methods for processing of degraded speech: A review. IETE Technical Review,26(2), 137\u2013148.","journal-title":"IETE Technical Review"},{"key":"9645_CR49","first-page":"1","volume":"10","author":"H Larochelle","year":"2009","unstructured":"Larochelle, H., Bengio, Y., Louradour, J., & Lamblin, P. (2009). Exploring strategies for training deep neural networks. Journal of Machine Learning Research,10, 1\u201340.","journal-title":"Journal of Machine Learning Research"},{"issue":"7553","key":"9645_CR50","doi-asserted-by":"crossref","first-page":"436","DOI":"10.1038\/nature14539","volume":"521","author":"Y LeCun","year":"2015","unstructured":"LeCun, Y., Bengio, Y., & Hinton, G. (2015). Deep learning. Nature,521(7553), 436.","journal-title":"Nature"},{"issue":"6755","key":"9645_CR51","doi-asserted-by":"crossref","first-page":"788","DOI":"10.1038\/44565","volume":"401","author":"DD Lee","year":"1999","unstructured":"Lee, D. D., & Seung, H. S. (1999). Learning the parts of objects by non-negative matrix factorization. Nature,401(6755), 788.","journal-title":"Nature"},{"key":"9645_CR52","first-page":"556","volume-title":"Advances in neural information processing systems","author":"DD Lee","year":"2001","unstructured":"Lee, D. D., & Seung, H. S. (2001). Algorithms for non-negative matrix factorization. In M. C. Mozer, M. E. Hasselmo, & D. S. Touretzky (Eds.), Advances in neural information processing systems (pp. 556\u2013562). Cambridge: MIT Press."},{"issue":"1","key":"9645_CR53","first-page":"111","volume":"38","author":"H Levitt","year":"2001","unstructured":"Levitt, H. (2001). Noise reduction in hearing aids: A review. Journal of Rehabilitation Research and Development,38(1), 111\u2013122.","journal-title":"Journal of Rehabilitation Research and Development"},{"issue":"4","key":"9645_CR54","doi-asserted-by":"crossref","first-page":"469","DOI":"10.1049\/iet-spr.2016.0477","volume":"11","author":"Y Li","year":"2016","unstructured":"Li, Y., & Kang, S. (2016). Deep neural network-based linear predictive parameter estimations for speech enhancement. IET Signal Processing,11(4), 469\u2013476.","journal-title":"IET Signal Processing"},{"key":"9645_CR55","doi-asserted-by":"crossref","DOI":"10.1201\/9781420015836","volume-title":"Speech enhancement: Theory and practice","author":"Philipos C Loizou","year":"2007","unstructured":"Loizou, Philipos C. (2007). Speech enhancement: Theory and practice. Boca Raton, FL: CRC."},{"key":"9645_CR56","doi-asserted-by":"crossref","first-page":"623","DOI":"10.1007\/978-3-642-19551-8_23","volume-title":"Multimedia Analysis, Processing and Communications","author":"Philipos C. Loizou","year":"2011","unstructured":"Loizou, P. C. (2011). Speech quality assessment. In\u00a0Multimedia analysis, processing and communications\u00a0(pp. 623\u2013654). Berlin, Heidelberg: Springer."},{"issue":"7","key":"9645_CR57","doi-asserted-by":"crossref","first-page":"354850","DOI":"10.1155\/ASP.2005.1110","volume":"2005","author":"T Lotter","year":"2005","unstructured":"Lotter, T., & Vary, P. (2005). Speech enhancement by MAP spectral amplitude estimation using a super-Gaussian speech model. EURASIP Journal on Advances in Signal Processing,2005(7), 354850.","journal-title":"EURASIP Journal on Advances in Signal Processing"},{"key":"9645_CR58","unstructured":"Lude\u00f1a-Choez, J., & Gallardo-Antol\u00edn, A. (2012). Speech denoising using non-negative matrix factorization with kullback-leibler divergence and sparseness constraints. In\u00a0Advances in Speech and Language Technologies for Iberian Languages\u00a0(pp. 207\u2013216). Berlin, Heidelberg: Springer."},{"issue":"3","key":"9645_CR59","doi-asserted-by":"crossref","first-page":"1491","DOI":"10.1121\/1.3299168","volume":"127","author":"H Luts","year":"2010","unstructured":"Luts, H., Eneman, K., Wouters, J., Schulte, M., Vormann, M., Buechler, M.,\u2026 & Puder, H. (2010). Multicenter evaluation of signal enhancement algorithms for hearing aids.\u00a0The Journal of the Acoustical Society of America,\u00a0127(3), 1491-1505.","journal-title":"The Journal of the Acoustical Society of America"},{"key":"9645_CR60","unstructured":"Lyubimov, N., & Kotov, M. (2013). Non-negative matrix factorization with linear constraints for single-channel speech enhancement. http:\/\/arxiv.org\/abs\/\/1309.6047 ."},{"issue":"3","key":"9645_CR61","doi-asserted-by":"crossref","first-page":"340","DOI":"10.1016\/j.specom.2010.10.005","volume":"53","author":"J Ma","year":"2011","unstructured":"Ma, J., & Loizou, P. C. (2011). SNR loss: A new objective measure for predicting the intelligibility of noise-suppressed speech. Speech Communication,53(3), 340\u2013354.","journal-title":"Speech Communication"},{"issue":"5","key":"9645_CR62","doi-asserted-by":"crossref","first-page":"845","DOI":"10.1109\/TSA.2005.851927","volume":"13","author":"R Martin","year":"2005","unstructured":"Martin, R. (2005). Speech enhancement based on minimum mean-square error estimation and supergaussian priors. IEEE Transactions on Speech and Audio Processing,13(5), 845\u2013856.","journal-title":"IEEE Transactions on Speech and Audio Processing"},{"issue":"6","key":"9645_CR63","doi-asserted-by":"crossref","first-page":"398","DOI":"10.1121\/1.4901133","volume":"136","author":"T May","year":"2014","unstructured":"May, T., & Dau, T. (2014). Requirements for the evaluation of computational speech segregation systems. The Journal of the Acoustical Society of America,136(6), 398\u2013404.","journal-title":"The Journal of the Acoustical Society of America"},{"issue":"10","key":"9645_CR64","doi-asserted-by":"crossref","first-page":"2140","DOI":"10.1109\/TASL.2013.2270369","volume":"21","author":"N Mohammadiha","year":"2013","unstructured":"Mohammadiha, N., Smaragdis, P., & Leijon, A. (2013). Supervised and unsupervised speech enhancement using nonnegative matrix factorization. IEEE Transactions on Audio, Speech and Language Processing,21(10), 2140\u20132151.","journal-title":"IEEE Transactions on Audio, Speech and Language Processing"},{"key":"9645_CR65","doi-asserted-by":"crossref","unstructured":"Mohammed, S., & Tashev, I. (2017, March). A statistical approach to semi-supervised speech enhancement with low-order non-negative matrix factorization. In\u00a02017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)\u00a0(pp. 546\u2013550). IEEE.","DOI":"10.1109\/ICASSP.2017.7952215"},{"issue":"1","key":"9645_CR66","doi-asserted-by":"crossref","first-page":"81","DOI":"10.1016\/S0167-6393(02)00095-X","volume":"41","author":"BC Moore","year":"2003","unstructured":"Moore, B. C. (2003). Speech processing for the hearing-impaired: Successes, failures, and implications for speech mechanisms. Speech Communication,41(1), 81\u201391.","journal-title":"Speech Communication"},{"key":"9645_CR67","doi-asserted-by":"crossref","unstructured":"Mysore, G. J., & Smaragdis, P. (2011, May). A non-negative approach to semi-supervised separation of speech from noise with the use of temporal dynamics. In\u00a02011 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)\u00a0(pp. 17\u201320). IEEE.","DOI":"10.1109\/ICASSP.2011.5946317"},{"issue":"10","key":"9645_CR68","doi-asserted-by":"crossref","first-page":"1430002","DOI":"10.1142\/S0129183114300024","volume":"25","author":"SS Nidhyananthan","year":"2014","unstructured":"Nidhyananthan, S. S., Kumari, R. S. S., & Prakash, A. A. (2014). A review on speech enhancement algorithms and why to combine with environment classification. International Journal of Modern Physics C,25(10), 1430002.","journal-title":"International Journal of Modern Physics C"},{"key":"9645_CR69","volume-title":"Neural networks and deep learning(Vol 25)","author":"MA Nielsen","year":"2015","unstructured":"Nielsen, M. A. (2015). Neural networks and deep learning(Vol 25). San Francisco, CA: Determination Press."},{"issue":"5","key":"9645_CR70","doi-asserted-by":"crossref","first-page":"1564","DOI":"10.1109\/TASL.2007.899291","volume":"15","author":"A Ozerov","year":"2007","unstructured":"Ozerov, A., Philippe, P., Bimbot, F., & Gribonval, R. (2007). Adaptation of Bayesian models for single-channel source separation and its application to voice\/music separation in popular songs. IEEE Transactions on Audio, Speech and Language Processing,15(5), 1564\u20131578.","journal-title":"IEEE Transactions on Audio, Speech and Language Processing"},{"issue":"5","key":"9645_CR71","doi-asserted-by":"crossref","first-page":"683","DOI":"10.1109\/72.159058","volume":"3","author":"SK Pal","year":"1992","unstructured":"Pal, S. K., & Mitra, S. (1992). Multilayer perceptron, fuzzy sets, and classification. IEEE Transactions on Neural Networks,3(5), 683\u2013697.","journal-title":"IEEE Transactions on Neural Networks"},{"issue":"6","key":"9645_CR72","doi-asserted-by":"crossref","first-page":"2098","DOI":"10.1109\/TASL.2006.872621","volume":"14","author":"C Plapous","year":"2006","unstructured":"Plapous, C., Marro, C., & Scalart, P. (2006). Improved signal-to-noise ratio estimation for speech enhancement. IEEE Transactions on Audio, Speech and Language Processing,14(6), 2098\u20132108.","journal-title":"IEEE Transactions on Audio, Speech and Language Processing"},{"key":"9645_CR73","unstructured":"Quackenbush, S. R. (1995).\u00a0Objective measures of speech quality.\u00a0(Doctoral dissertation, Georgia Institute of Technology)."},{"key":"9645_CR74","doi-asserted-by":"crossref","unstructured":"Raj, B., Virtanen, T., Chaudhuri, S., & Singh, R. (2010). Non-negative matrix factorization based compensation of music for automatic speech recognition. In\u00a0Eleventh Annual Conference of the International Speech Communication Association.","DOI":"10.21437\/Interspeech.2010-268"},{"key":"9645_CR75","unstructured":"Rehr, R., & Gerkmann, T. (2017). Normalized features for improving the generalization of DNN based speech enhancement.\u00a0 http:\/\/arxiv.org\/abs\/\/1709.02175 ."},{"issue":"2","key":"9645_CR76","doi-asserted-by":"crossref","first-page":"87","DOI":"10.1109\/89.902276","volume":"9","author":"A Rezayee","year":"2001","unstructured":"Rezayee, A., & Gazor, S. (2001). An adaptive KLT approach for speech enhancement. IEEE Transactions on Speech and Audio Processing,9(2), 87\u201395.","journal-title":"IEEE Transactions on Speech and Audio Processing"},{"key":"9645_CR77","unstructured":"Rix, A. W., Beerends, J. G., Hollier, M. P., & Hekstra, A. P. (2001, May). Perceptual evaluation of speech quality (PESQ)-a new method for speech quality assessment of telephone networks and codecs. In\u00a02001 IEEE International Conference on Acoustics, Speech, and Signal Processing. Proceedings (Cat. No. 01CH37221)\u00a0(Vol. 2, pp. 749\u2013752). IEEE."},{"issue":"11","key":"9645_CR78","doi-asserted-by":"crossref","first-page":"1133","DOI":"10.1109\/34.730550","volume":"20","author":"SJ Roberts","year":"1998","unstructured":"Roberts, S. J., Husmeier, D., Rezek, I., & Penny, W. (1998). Bayesian approaches to Gaussian mixture modeling. IEEE Transactions on Pattern Analysis and Machine Intelligence,20(11), 1133\u20131142.","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"key":"9645_CR79","first-page":"793","volume-title":"Advances in neural information processing systems","author":"ST Roweis","year":"2001","unstructured":"Roweis, S. T. (2001). One microphone source separation. In D. S. Touretzky, M. C. Mozer, & M. E. Hasselmo (Eds.), Advances in neural information processing systems (pp. 793\u2013799). Cambridge: MIT Press."},{"issue":"2","key":"9645_CR80","first-page":"40","volume":"2","author":"DW Ruck","year":"1990","unstructured":"Ruck, D. W., Rogers, S. K., & Kabrisky, M. (1990a). Feature selection using a multilayer perceptron. Journal of Neural Network Computing,2(2), 40\u201348.","journal-title":"Journal of Neural Network Computing"},{"issue":"4","key":"9645_CR81","doi-asserted-by":"crossref","first-page":"296","DOI":"10.1109\/72.80266","volume":"1","author":"DW Ruck","year":"1990","unstructured":"Ruck, D. W., Rogers, S. K., Kabrisky, M., Oxley, M. E., & Suter, B. W. (1990b). The multilayer perceptron as an approximation to a Bayes optimal discriminant function. IEEE Transactions on Neural Networks,1(4), 296\u2013298.","journal-title":"IEEE Transactions on Neural Networks"},{"key":"9645_CR82","doi-asserted-by":"crossref","unstructured":"Sainath, T. N., Vinyals, O., Senior, A., & Sak, H. (2015, April). Convolutional, long short-term memory, fully connected deep neural networks. In\u00a02015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)\u00a0(pp. 4580\u20134584). IEEE.","DOI":"10.1109\/ICASSP.2015.7178838"},{"issue":"1","key":"9645_CR83","doi-asserted-by":"crossref","first-page":"89","DOI":"10.1007\/s10772-016-9391-z","volume":"20","author":"N Saleem","year":"2017","unstructured":"Saleem, N. (2017). Single channel noise reduction system in low SNR. International Journal of Speech Technology,20(1), 89\u201398.","journal-title":"International Journal of Speech Technology"},{"key":"9645_CR84","unstructured":"Saleem, N., &\u00a0Khattak, M. I. (2019). Deep neural networks for speech enhancement in complex-noisy environments. International Journal of Interactive Multimedia and Artificial Intelligence, vol. In Press, issue In Press, no. In Press, pp. 1\u20137, In Press."},{"key":"9645_CR85","doi-asserted-by":"publisher","DOI":"10.3233\/JIFS-190047","author":"N Saleem","year":"2019","unstructured":"Saleem, N., Irfan Khattak, M., & Qazi, A. B. (2019a). Supervised speech enhancement based on deep neural network. Journal of Intelligent & Fuzzy Systems. https:\/\/doi.org\/10.3233\/JIFS-190047 .","journal-title":"Journal of Intelligent & Fuzzy Systems"},{"issue":"1","key":"9645_CR86","first-page":"3","volume":"44","author":"N Saleem","year":"2019","unstructured":"Saleem, N., Khattak, M. I., Ali, M. Y., & Shafi, M. (2019b). Deep neural network for supervised single-channel speech enhancement. Archives of Acoustics,44(1), 3\u201312.","journal-title":"Archives of Acoustics"},{"key":"9645_CR87","unstructured":"Sang, J. (2012). Evaluation of the sparse coding shrinkage noise reduction algorithm for the hearing impaired. (Doctoral dissertation, University of Southampton)."},{"key":"9645_CR88","doi-asserted-by":"crossref","first-page":"85","DOI":"10.1016\/j.neunet.2014.09.003","volume":"61","author":"J Schmidhuber","year":"2015","unstructured":"Schmidhuber, J. (2015). Deep learning in neural networks: An overview. Neural Networks,61, 85\u2013117.","journal-title":"Neural Networks"},{"key":"9645_CR89","doi-asserted-by":"crossref","DOI":"10.7551\/mitpress\/4175.001.0001","volume-title":"Learning with kernels: Support vector machines, regularization, optimization, and beyond","author":"B Scholkopf","year":"2001","unstructured":"Scholkopf, B., & Smola, A. J. (2001). Learning with kernels: Support vector machines, regularization, optimization, and beyond. Cambridge: MIT Press."},{"issue":"4","key":"9645_CR90","doi-asserted-by":"crossref","first-page":"379","DOI":"10.1016\/j.specom.2004.03.006","volume":"43","author":"ML Seltzer","year":"2004","unstructured":"Seltzer, M. L., Raj, B., & Stern, R. M. (2004). A Bayesian classifier for spectrographic mask estimation for missing feature speech recognition. Speech Communication,43(4), 379\u2013393.","journal-title":"Speech Communication"},{"key":"9645_CR91","doi-asserted-by":"crossref","unstructured":"Sharma, P., Abrol, V., & Sao, A. K. (2015, February). Supervised speech enhancement using compressed sensing. In\u00a02015 Twenty First National Conference on Communications (NCC)\u00a0(pp. 1\u20135). IEEE.","DOI":"10.1109\/NCC.2015.7084919"},{"issue":"1","key":"9645_CR92","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1109\/TASL.2006.876726","volume":"15","author":"P Smaragdis","year":"2007","unstructured":"Smaragdis, P. (2007). Convolutive speech bases and their application to supervised speech separation. IEEE Transactions on Audio, Speech and Language Processing,15(1), 1\u201312.","journal-title":"IEEE Transactions on Audio, Speech and Language Processing"},{"issue":"3","key":"9645_CR93","doi-asserted-by":"crossref","first-page":"199","DOI":"10.1023\/B:STCO.0000035301.49549.88","volume":"14","author":"AJ Smola","year":"2004","unstructured":"Smola, A. J., & Sch\u00f6lkopf, B. (2004). A tutorial on support vector regression. Statistics and Computing,14(3), 199\u2013222.","journal-title":"Statistics and Computing"},{"key":"9645_CR94","unstructured":"Sun, P., & Qin, J. (2016). Semi-supervised speech enhancement in envelop and details subspaces.\u00a0 http:\/\/arxiv.org\/abs\/\/1609.09443 ."},{"key":"9645_CR95","unstructured":"Szegedy, C., Zaremba, W., Sutskever, I., Bruna, J., Erhan, D., Goodfellow, I., & Fergus, R. (2013). Intriguing properties of neural networks. http:\/\/arxiv.org\/abs\/\/1312.6199 ."},{"key":"9645_CR96","doi-asserted-by":"crossref","unstructured":"Taal, C. H., Hendriks, R. C., Heusdens, R., & Jensen, J. (2010, March). A short-time objective intelligibility measure for time-frequency weighted noisy speech. In\u00a02010 IEEE International Conference on Acoustics, Speech and Signal Processing\u00a0(pp. 4214\u20134217). IEEE.","DOI":"10.1109\/ICASSP.2010.5495701"},{"issue":"4","key":"9645_CR97","doi-asserted-by":"crossref","first-page":"809","DOI":"10.1109\/TNNLS.2015.2424995","volume":"27","author":"J Tang","year":"2016","unstructured":"Tang, J., Deng, C., & Huang, G. B. (2016). Extreme learning machine for multilayer perceptron. IEEE Transactions on Neural Networks and Learning Systems,27(4), 809\u2013821.","journal-title":"IEEE Transactions on Neural Networks and Learning Systems"},{"issue":"3","key":"9645_CR98","doi-asserted-by":"crossref","first-page":"184","DOI":"10.1109\/TSA.2003.811542","volume":"11","author":"J Tchorz","year":"2003","unstructured":"Tchorz, J., & Kollmeier, B. (2003). SNR estimation based on amplitude modulation analysis with applications to noise suppression. IEEE Transactions on Speech and Audio Processing,11(3), 184\u2013192.","journal-title":"IEEE Transactions on Speech and Audio Processing"},{"issue":"6","key":"9645_CR99","doi-asserted-by":"crossref","first-page":"497","DOI":"10.1109\/89.641296","volume":"5","author":"DE Tsoukalas","year":"1997","unstructured":"Tsoukalas, D. E., Mourjopoulos, J. N., & Kokkinakis, G. (1997). Speech enhancement based on audible noise suppression. IEEE Transactions on Speech and Audio Processing,5(6), 497\u2013514.","journal-title":"IEEE Transactions on Speech and Audio Processing"},{"key":"9645_CR100","doi-asserted-by":"crossref","DOI":"10.1002\/0470031743","volume-title":"Digital speech transmission: Enhancement, coding and error concealment","author":"P Vary","year":"2006","unstructured":"Vary, P., & Martin, R. (2006). Digital speech transmission: Enhancement, coding and error concealment. Hoboken: Wiley."},{"issue":"2","key":"9645_CR101","doi-asserted-by":"crossref","first-page":"126","DOI":"10.1109\/89.748118","volume":"7","author":"N Virag","year":"1999","unstructured":"Virag, N. (1999). Single channel speech enhancement based on masking properties of the human auditory system. IEEE Transactions on Speech and Audio Processing,7(2), 126\u2013137.","journal-title":"IEEE Transactions on Speech and Audio Processing"},{"issue":"3","key":"9645_CR102","doi-asserted-by":"crossref","first-page":"1066","DOI":"10.1109\/TASL.2006.885253","volume":"15","author":"T Virtanen","year":"2007","unstructured":"Virtanen, T. (2007). Monaural sound source separation by nonnegative matrix factorization with temporal continuity and sparseness criteria. IEEE Transactions on Audio, Speech and Language Processing,15(3), 1066\u20131074.","journal-title":"IEEE Transactions on Audio, Speech and Language Processing"},{"key":"9645_CR103","doi-asserted-by":"crossref","unstructured":"Wang, Y., Han, K., & Wang, D. (2012). Acoustic features for classification based speech separation. In\u00a0Thirteenth Annual Conference of the International Speech Communication Association.","DOI":"10.21437\/Interspeech.2012-432"},{"issue":"2","key":"9645_CR104","doi-asserted-by":"crossref","first-page":"270","DOI":"10.1109\/TASL.2012.2221459","volume":"21","author":"Y Wang","year":"2013","unstructured":"Wang, Y., Han, K., & Wang, D. (2013). Exploring monaural features for classification-based speech segregation. IEEE Transactions on Audio, Speech and Language Processing,21(2), 270\u2013279.","journal-title":"IEEE Transactions on Audio, Speech and Language Processing"},{"issue":"7","key":"9645_CR105","doi-asserted-by":"crossref","first-page":"1381","DOI":"10.1109\/TASL.2013.2250961","volume":"21","author":"Y Wang","year":"2013","unstructured":"Wang, Y., & Wang, D. (2013). Towards scaling up classification-based speech separation. IEEE Transactions on Audio, Speech and Language Processing,21(7), 1381\u20131390.","journal-title":"IEEE Transactions on Audio, Speech and Language Processing"},{"key":"9645_CR106","doi-asserted-by":"crossref","unstructured":"Weninger, F., Roux, J. L., Hershey, J. R., & Watanabe, S. (2014). Discriminative NMF and its application to single-channel source separation. In\u00a0Fifteenth Annual Conference of the International Speech Communication Association.","DOI":"10.21437\/Interspeech.2014-218"},{"key":"9645_CR107","doi-asserted-by":"crossref","unstructured":"Wiest, J., H\u00f6ffken, M., Kre\u00dfel, U., & Dietmayer, K. (2012, June). Probabilistic trajectory prediction with Gaussian mixture models. In\u00a02012 IEEE Intelligent Vehicles Symposium\u00a0(pp. 141\u2013146). IEEE.","DOI":"10.1109\/IVS.2012.6232277"},{"issue":"1","key":"9645_CR108","doi-asserted-by":"crossref","first-page":"4","DOI":"10.1186\/s13634-015-0300-4","volume":"2016","author":"X Xiao","year":"2016","unstructured":"Xiao, X., Zhao, S., Nguyen, D. H. H., Zhong, X., Jones, D. L., Chng, E. S., et al. (2016). Speech dereverberation for enhancement and recognition using dynamic features constrained deep neural networks and feature adaptation. EURASIP Journal on Advances in Signal Processing,2016(1), 4.","journal-title":"EURASIP Journal on Advances in Signal Processing"},{"issue":"1","key":"9645_CR109","doi-asserted-by":"crossref","first-page":"65","DOI":"10.1109\/LSP.2013.2291240","volume":"21","author":"Y Xu","year":"2014","unstructured":"Xu, Y., Du, J., Dai, L. R., & Lee, C. H. (2014). An experimental study on speech enhancement based on deep neural networks. IEEE Signal Processing Letters,21(1), 65\u201368.","journal-title":"IEEE Signal Processing Letters"},{"issue":"1","key":"9645_CR110","doi-asserted-by":"crossref","first-page":"7","DOI":"10.1109\/TASLP.2014.2364452","volume":"23","author":"Y Xu","year":"2015","unstructured":"Xu, Y., Du, J., Dai, L. R., & Lee, C. H. (2015). A regression approach to speech enhancement based on deep neural networks. IEEE\/ACM Transactions on Audio, Speech, and Language Processing,23(1), 7\u201319.","journal-title":"IEEE\/ACM Transactions on Audio, Speech, and Language Processing"}],"container-title":["International Journal of Speech Technology"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10772-019-09645-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10772-019-09645-2\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10772-019-09645-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,7,24]],"date-time":"2024-07-24T21:19:01Z","timestamp":1721855941000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10772-019-09645-2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,10,10]]},"references-count":111,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2019,12]]}},"alternative-id":["9645"],"URL":"https:\/\/doi.org\/10.1007\/s10772-019-09645-2","relation":{},"ISSN":["1381-2416","1572-8110"],"issn-type":[{"value":"1381-2416","type":"print"},{"value":"1572-8110","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,10,10]]},"assertion":[{"value":"28 July 2019","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"26 September 2019","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"10 October 2019","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}