{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,6]],"date-time":"2026-02-06T05:45:46Z","timestamp":1770356746309,"version":"3.49.0"},"publisher-location":"New York, NY, USA","reference-count":32,"publisher":"ACM","license":[{"start":{"date-parts":[[2018,7,19]],"date-time":"2018-07-19T00:00:00Z","timestamp":1531958400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"name":"JST CREST, Japan","award":["Grant Number JPMJCR1304"],"award-info":[{"award-number":["Grant Number JPMJCR1304"]}]},{"name":"JSPS KAKENHI, Japan","award":["Grant Number JP18K18121"],"award-info":[{"award-number":["Grant Number JP18K18121"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2018,7,19]]},"DOI":"10.1145\/3219819.3219866","type":"proceedings-article","created":{"date-parts":[[2018,7,19]],"date-time":"2018-07-19T13:05:12Z","timestamp":1532005512000},"page":"783-792","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":19,"title":["Estimating Glaucomatous Visual Sensitivity from Retinal Thickness with Pattern-Based Regularization and Visualization"],"prefix":"10.1145","author":[{"given":"Hiroki","family":"Sugiura","sequence":"first","affiliation":[{"name":"University of Tokyo, Tokyo, Japan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Taichi","family":"Kiwaki","sequence":"additional","affiliation":[{"name":"University of Tokyo, Tokyo, Japan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Siamak","family":"Yousefi","sequence":"additional","affiliation":[{"name":"University of Tennessee Health Science Center, Memphis, TN, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hiroshi","family":"Murata","sequence":"additional","affiliation":[{"name":"University of Tokyo, Tokyo, Japan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ryo","family":"Asaoka","sequence":"additional","affiliation":[{"name":"University of Tokyo, Tokyo, Japan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kenji","family":"Yamanishi","sequence":"additional","affiliation":[{"name":"University of Tokyo, Tokyo, Japan"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2018,7,19]]},"reference":[{"key":"e_1_3_2_2_1_1","volume-title":"Relationship between visual field sensitivity and retinal nerve fiber layer thickness as measured by optical coherence tomography. Investigative ophthalmology &visual science","author":"Ajtony Csilla","year":"2007"},{"key":"e_1_3_2_2_2_1","volume-title":"The relationship between visual acuity and central visual field sensitivity in advanced glaucoma. British Journal of Ophthalmology","author":"Asaoka Ryo","year":"2013"},{"key":"e_1_3_2_2_3_1","doi-asserted-by":"publisher","DOI":"10.5555\/1756006.1859921"},{"key":"e_1_3_2_2_4_1","doi-asserted-by":"crossref","unstructured":"Olivier Chapelle Bernhard Sch\u00f6lkopf and Alexander Zien (Eds.). 2006. Semi-Supervised Learning. MIT Press.  Olivier Chapelle Bernhard Sch\u00f6lkopf and Alexander Zien (Eds.). 2006. Semi-Supervised Learning. MIT Press.","DOI":"10.7551\/mitpress\/9780262033589.001.0001"},{"key":"e_1_3_2_2_5_1","volume-title":"Cottrell","author":"DeMers David","year":"1993"},{"key":"e_1_3_2_2_7_1","volume-title":"Detection of Functional Change Using Cluster Trend Analysis in Glaucoma. Investigative ophthalmology &visual science","author":"Gardiner Stuart K.","year":"2017"},{"key":"e_1_3_2_2_8_1","volume-title":"Yee Whye Teh and Mike Titterington (Eds.)","author":"Glorot Xavier"},{"key":"e_1_3_2_2_9_1","volume-title":"Deep Learning","author":"Goodfellow Ian"},{"key":"e_1_3_2_2_10_1","volume-title":"Predicting Glaucoma Visual Field Loss by Hierarchically Aggregating Clustering-based Predictors. arXiv preprint arXiv:1603.07094","author":"Higaki Motohide","year":"2016"},{"key":"e_1_3_2_2_11_1","volume-title":"Salakhutdinov","author":"Hinton Geoffrey E.","year":"2006"},{"key":"e_1_3_2_2_12_1","volume-title":"Regression analysis of the central visual field in chronic glaucoma cases. Acta ophthalmologica","author":"Krakau CATHARINA","year":"1982"},{"key":"e_1_3_2_2_13_1","volume-title":"Improving our understanding, and detection, of glaucomatous damage: An approach based upon optical coherence tomography (OCT). Progress in retinal and eye research","author":"Hood Donald C.","year":"2016"},{"key":"e_1_3_2_2_14_1","volume-title":"Kardon","author":"Hood Donald C.","year":"2007"},{"key":"e_1_3_2_2_15_1","doi-asserted-by":"crossref","unstructured":"David Huang Eric A. Swanson Charles P. Lin Joel S. Schuman William G. Stinson Warren Chang Michael R. Hee Thomas Flotte Kenton Gregory Carmen A. Puliafito etal 1991. Optical coherence tomography. science Vol. 254 5035 (1991) 1178--1181.  David Huang Eric A. Swanson Charles P. Lin Joel S. Schuman William G. Stinson Warren Chang Michael R. Hee Thomas Flotte Kenton Gregory Carmen A. Puliafito et al. 1991. Optical coherence tomography. science Vol. 254 5035 (1991) 1178--1181.","DOI":"10.1126\/science.1957169"},{"key":"e_1_3_2_2_16_1","volume-title":"Evaluation of the glaucomatous damage on retinal nerve fiber layer thickness measured by optical coherence tomography. American journal of ophthalmology","author":"Kanamori Akiyasu","year":"2003"},{"key":"e_1_3_2_2_17_1","volume-title":"ImageNet Classification with Deep Convolutional Neural Networks Proceedings of the 25th International Conference on Neural Information Processing Systems (NIPS'12)","author":"Krizhevsky Alex"},{"key":"e_1_3_2_2_18_1","unstructured":"Daniel D. Lee and H. Sebastian Seung. 2001. Algorithms for non-negative matrix factorization. In Advances in neural information processing systems. 556--562.  Daniel D. Lee and H. Sebastian Seung. 2001. Algorithms for non-negative matrix factorization. In Advances in neural information processing systems. 556--562."},{"key":"e_1_3_2_2_19_1","volume-title":"2013 IEEE 13th International Conference on. IEEE, 1121--1126","author":"Liang Zenghan","year":"2013"},{"key":"e_1_3_2_2_20_1","doi-asserted-by":"publisher","DOI":"10.1145\/2783258.2788574"},{"key":"e_1_3_2_2_21_1","volume-title":"2014 IEEE International Conference on. IEEE, 261--270","author":"Maya Shigeru","year":"2014"},{"key":"e_1_3_2_2_22_1","doi-asserted-by":"crossref","unstructured":"B. N. Noureddin D. Poinoosawmy F. W. Fietzke and R. A. Hitchings. 1991. Regression analysis of visual field progression in low tension glaucoma. British journal of ophthalmology Vol. 75 8 (1991) 493--495.  B. N. Noureddin D. Poinoosawmy F. W. Fietzke and R. A. Hitchings. 1991. Regression analysis of visual field progression in low tension glaucoma. British journal of ophthalmology Vol. 75 8 (1991) 493--495.","DOI":"10.1136\/bjo.75.8.493"},{"key":"e_1_3_2_2_23_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0893-6080(98)00116-6"},{"key":"e_1_3_2_2_24_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-015-0816-y"},{"key":"e_1_3_2_2_25_1","volume-title":"Glaucoma: Medical Diagnosis and Therapy","author":"Shaarawy T. M.","year":"2009"},{"key":"e_1_3_2_2_26_1","volume-title":"Deep inside convolutional networks: Visualising image classification models and saliency maps. arXiv preprint arXiv:1312.6034","author":"Simonyan Karen","year":"2013"},{"key":"e_1_3_2_2_27_1","volume-title":"Very deep convolutional networks for large-scale image recognition. arXiv preprint arXiv:1409.1556","author":"Simonyan Karen","year":"2014"},{"key":"e_1_3_2_2_28_1","doi-asserted-by":"crossref","unstructured":"Christian Szegedy Wei Liu Yangqing Jia Pierre Sermanet Scott Reed Dragomir Anguelov Dumitru Erhan Vincent Vanhoucke Andrew Rabinovich etal 2015. Going Deeper with Convolutions. In CVPR.  Christian Szegedy Wei Liu Yangqing Jia Pierre Sermanet Scott Reed Dragomir Anguelov Dumitru Erhan Vincent Vanhoucke Andrew Rabinovich et al. 2015. Going Deeper with Convolutions. In CVPR.","DOI":"10.1109\/CVPR.2015.7298594"},{"key":"e_1_3_2_2_29_1","volume-title":"Predicting Glaucomatous Progression with Piecewise Regression Model from Heterogeneous Medical Data. HEALTHINF","author":"Tomoda Kyosuke","year":"2016"},{"key":"e_1_3_2_2_30_1","doi-asserted-by":"publisher","DOI":"10.1145\/3097983.3098194"},{"key":"e_1_3_2_2_31_1","unstructured":"Jason Yosinski Jeff Clune Yoshua Bengio and Hod Lipson. 2014. How transferable are features in deep neural networks? Advances in neural information processing systems. 3320--3328.   Jason Yosinski Jeff Clune Yoshua Bengio and Hod Lipson. 2014. How transferable are features in deep neural networks? Advances in neural information processing systems. 3320--3328."},{"key":"e_1_3_2_2_32_1","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2013.2295605"},{"key":"e_1_3_2_2_33_1","first-page":"4","article-title":"Semi-supervised learning literature survey","volume":"2","author":"Zhu Xiaojin","year":"2006","journal-title":"Computer Science, University of Wisconsin-Madison"}],"event":{"name":"KDD '18: The 24th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining","location":"London United Kingdom","acronym":"KDD '18","sponsor":["SIGMOD ACM Special Interest Group on Management of Data","SIGKDD ACM Special Interest Group on Knowledge Discovery in Data"]},"container-title":["Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3219819.3219866","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3219819.3219866","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T01:08:44Z","timestamp":1750208924000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3219819.3219866"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,7,19]]},"references-count":32,"alternative-id":["10.1145\/3219819.3219866","10.1145\/3219819"],"URL":"https:\/\/doi.org\/10.1145\/3219819.3219866","relation":{},"subject":[],"published":{"date-parts":[[2018,7,19]]},"assertion":[{"value":"2018-07-19","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}