2019 Publications

  • Li W, Wang Z, Li J, Polson J, Speier W, Arnold CW. Semi-supervised learning based on generative adversarial network: a comparison between good GAN and bad GAN approach. arXiv preprint arXiv:1905.06484. 2019 May 16.

  • Frangou E, Varnavidou-Nicolaidou A, Petousis P, Soloukides A, Theophanous E, Savva I, Michael N, Toumasi E, Georgiou D, Stylianou G, Mean R, Anastasiadou N, Athanasiou Y, Zavros M, Kyriacou K, Deltas C, Hadjianastassiou V. Clinical course and outcome after kidney transplantation in patients with C3 glomerulonephritis due to CFHR5 nephropathy. Nephrol Dial Transplant. 2019 Oct 1;34(10):1780-1788. DOI: 10.1093/ndt/gfz021. PMID: 30844074.
  • Johnson DC, Raman SS, Mirak SA, Kwan L, Bajgiran AM, Hsu W, Maehara CK, Ahuja P, Faiena I, Pooli A, Salmasi A, Sisk A, Felker ER, Lu DSK, Reiter RE. Detection of Individual Prostate Cancer Foci via Multiparametric Magnetic Resonance Imaging. Eur Urol. 2019 May;75(5):712-720. DOI: 10.1016/j.eururo.2018.11.031. Epub 2018 Dec 1. PMID: 30509763.
  • Li J, Li W, Gertych A, Knudsen BS, Speier W, Arnold CW. An attention-based multi-resolution model for prostate whole slide image classification and localization. arXiv preprint arXiv:1905.13208. 2019 May 30.
  • Li W, Wang Z, Yue Y, Li J, Speier W, Zhou M, Arnold CW. Semi-supervised Learning using Adversarial Training with Good and Bad Samples. arXiv preprint arXiv:1910.08540. 2019 Oct 18.
  • Meng Y, Speier W, Shufelt C, Joung S, E Van Eyk J, Bairey Merz CN, Lopez M, Spiegel B, Arnold CW. A Machine Learning Approach to Classifying Self-Reported Health Status in a Cohort of Patients With Heart Disease Using Activity Tracker Data. IEEE J Biomed Health Inform. 2020 Mar;24(3):878-884. DOI: 10.1109/JBHI.2019.2922178. Epub 2019 Jun 11. PMID: 31199276; PMCID: PMC6904535.
  • Omigbodun AO, Noo F, McNitt-Gray M, Hsu W, Hsieh SS. The effects of physics-based data augmentation on the generalizability of deep neural networks: Demonstration on nodule false-positive reduction. Med Phys. 2019 Oct;46(10):4563-4574. DOI: 10.1002/mp.13755. Epub 2019 Aug 27. PMID: 31396974.
  • Petousis P, Han SX, Hsu W, Bui AAT. Generating Reward Functions Using IRL Towards Individualized Cancer Screening. Artif Intell Health (2018). 2019;11326:213-227. DOI: 10.1007/978-3-030-12738-1_16. Epub 2019 Feb 21. PMID: 31363717; PMCID: PMC6667225.
  • Petousis P, Winter A, Speier W, Aberle DR, Hsu W, Bui AAT. Using Sequential Decision Making to Improve Lung Cancer Screening Performance. IEEE Access, vol. 7, pp. 119403-119419, 2019.
  • Rajamani A, Borkowski K, Akre S, Fernandez A, Newman JW, Simon SI, Passerini AG.Oxylipins in triglyceride-rich lipoproteins of dyslipidemic subjects promote endothelial inflammation following a high fat meal. Sci Rep. 2019 Jun 17;9(1):8655. DOI: 10.1038/s41598-019-45005-5. PMID: 31209255; PMCID: PMC6572825.
  • Schabath MB, Aberle DR. MILD trial, strong confirmation of lung cancer screening efficacy. Nat Rev Clin Oncol. 2019 Sep;16(9):529-530. DOI: 10.1038/s41571-019-0231-3. PMID: 31118491.
  • Shen S, Han SX, Aberle DR, Bui AAT, Hsu W. An Interpretable Deep Hierarchical Semantic Convolutional Neural Network for Lung Nodule Malignancy Classification. Expert Syst Appl. 2019 Aug 15;128:84-95. DOI: 10.1016/j.eswa.2019.01.048. Epub 2019 Jan 18. PMID: 31296975; PMCID: PMC6623975.
  • Sohn A, Speier W, Lan E, Aoki K, Fonarow G, Ong M, Arnold CW. Assessment of Heart Failure Patients' Interest in Mobile Health Apps for Self-Care: Survey Study. JMIR Cardio. 2019 Oct 29;3(2):e14332. DOI: 10.2196/14332. PMID: 31758788; PMCID: PMC6851712.
  • Taft DH, Akre S, Madrid N, Knoesen A, Mills DA, Lewis ZT. Resident microbes of lactation rooms and daycares. PeerJ. 2019 Dec 13;7:e8168. DOI: 10.7717/peerj.8168. PMID: 31844574; PMCID: PMC6913265.
  • Wibulpolprasert P, Raman SS, Hsu W, Margolis DJA, Asvadi NH, Khoshnoodi P, Moshksar A, Tan N, Ahuja P, Maehara CK, Huang J, Sayre J, Lu DSK, Reiter RE. Detection and Localization of Prostate Cancer at 3-T Multiparametric MRI Using PI-RADS Segmentation. AJR Am J Roentgenol. 2019 Apr 17:W1-W10. DOI: 10.2214/AJR.18.20113. Epub ahead of print. PMID: 30995090.
  • Winter A, Aberle DR, Hsu W. External validation and recalibration of the Brock model to predict probability of cancer in pulmonary nodules using NLST data. Thorax. 2019 Jun;74(6):551-563. DOI: 10.1136/thoraxjnl-2018-212413. Epub 2019 Mar 21. PMID: 30898897.
  • Zhu B, Hsu W, Bui AAT. A Platform for Searching Clinical Documents and Medical Images to Facilitate AI/ML Development. Conference on Machine Intelligence in Medical Imaging 2019. Austin, Texas. September 22-23, 2019.