Xinyu David Song, PhD

Publications

Song, X. D., Wallace, B. M., Gardner, J. R., Ledbetter, N. M., Weinberger, K. Q., & Barbour, D. L. (2015). Fast, Continuous Audiogram Estimation Using Machine Learning. Ear and Hearing, 36(6), e326-335. https://doi.org/10.1097/AUD.0000000000000186

Gardner, J. R., Song, X., Weinberger, K. Q., Barbour, D. L., & Cunningham, J. P. (2015). Psychophysical Detection Testing with Bayesian Active Learning. Proceedings of the Thirty-First Conference on Uncertainty in Artificial Intelligence, 286–297. https://dl.acm.org/doi/abs/10.5555/3020847.3020878

Song, X. D., Garnett, R., & Barbour, D. L. (2017). Psychometric Function Estimation by Probabilistic Classification. The Journal of the Acoustical Society of America, 141(4), 2513. https://doi.org/10.1121/1.4979594

Song, X. D., Sukesan, K. A., & Barbour, D. L. (2018). Bayesian Active Probabilistic Classification for Psychometric Field Estimation. Attention, Perception & Psychophysics, 80(3), 798–812. https://doi.org/10.3758/s13414-017-1460-0

Barbour, D. L., DiLorenzo, J. C., Sukesan, K. A., Song, X. D., Chen, J. Y., Degen, E. A., Heisey, K. L., & Garnett, R. (2019). Conjoint Psychometric Field Estimation for Bilateral Audiometry. Behavior Research Methods, 51(3), 1271–1285. https://doi.org/10.3758/s13428-018-1062-3

Barbour, D. L., Howard, R. T., Song, X. D., Metzger, N., Sukesan, K. A., DiLorenzo, J. C., Snyder, B. R. D., Chen, J. Y., Degen, E. A., Buchbinder, J. M., & Heisey, K. L. (2019). Online Machine Learning Audiometry. Ear and Hearing, 40(4), 918–926. https://doi.org/10.1097/AUD.0000000000000669

Barbour, D. L., Song, X., Ledbetter, N., Gardner, J., & Weinberger, K. (2021). Fast, Continuous Psychometric Estimation System Utilizing Machine Learning and Associated Method of Use (United States Patent No. US11037677B2). https://patents.google.com/patent/US11037677B2