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Yannet Interian
Researcher at University of San Francisco
Publications - 30
Citations - 608
Yannet Interian is an academic researcher from University of San Francisco. The author has contributed to research in topics: Deep learning & Computer science. The author has an hindex of 11, co-authored 28 publications receiving 469 citations. Previous affiliations of Yannet Interian include Google & University of California, San Francisco.
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Journal ArticleDOI
Catching a viral video
TL;DR: This paper analyzes sharing and its relationship to video popularity using millions of YouTube videos to better understand viral videos on YouTube and develops a method for ranking blogs and websites on their ability to spread viral videos.
Journal ArticleDOI
Deep nets vs expert designed features in medical physics: An IMRT QA case study.
Yannet Interian,Vincent Rideout,V. Kearney,Efstathios D. Gennatas,Olivier Morin,J Cheung,Timothy D. Solberg,Gilmer Valdes +7 more
TL;DR: Convolutional neural networks (CNNs) with transfer learning can predict IMRT QA passing rates by automatically designing features from the fluence maps without human expert supervision.
Journal ArticleDOI
Expert-augmented machine learning
Efstathios D. Gennatas,Jerome H. Friedman,Lyle H. Ungar,Romain Pirracchio,Eric Eaton,Lara G. Reichmann,Yannet Interian,José Marcio Luna,Charles B. Simone,Andrew D. Auerbach,Elier Delgado,Mark J. van der Laan,Timothy D. Solberg,Gilmer Valdes +13 more
TL;DR: In this article, an automated method that guides the extraction of expert knowledge and its integration into machine-learned models is presented, which improves performance on out-of-sample data and is able to train with less data.
Journal ArticleDOI
Integrated models incorporating radiologic and radiomic features predict meningioma grade, local failure, and overall survival.
Olivier Morin,William C. Chen,Farshad Nassiri,Matthew S. Susko,Stephen T. Magill,Harish N. Vasudevan,Ashley Wu,Martin Vallières,Efstathios D. Gennatas,Gilmer Valdes,Melike Pekmezci,Paula Alcaide-Leon,Abrar Choudhury,Yannet Interian,Siavash Mortezavi,Kerem Turgutlu,Nancy Ann Oberheim Bush,Timothy D. Solberg,Steve Braunstein,Penny K. Sneed,Arie Perry,Gelareh Zadeh,Michael W. McDermott,Javier Villanueva-Meyer,David R. Raleigh +24 more
TL;DR: Integrated prognostic models combining clinical, radiologic, and radiomic features demonstrated improved accuracy for meningioma grade, LF, and OS compared to models based on clinical features alone.
Proceedings ArticleDOI
Catching a Viral Video
TL;DR: This paper seeks to better understand viral videos on You Tube by analyzing sharing and its relationship to video popularity using 1.5 million You Tube videos to find that highly social videos behave differently than less social videos.