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Timothy Verstynen

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Prospective Learning: Back to the Future



Joshua T. Vogelstein , Timothy Verstynen , Konrad P. Kording , Leyla Isik , John W. Krakauer , Ralph Etienne-Cummings , Elizabeth L. Ogburn , Carey E. Priebe , Randal Burns , Kwame Kutten , James J. Knierim , James B. Potash , Thomas Hartung , Lena Smirnova , Paul Worley , Alena Savonenko , Ian Phillips , Michael I. Miller , Rene Vidal , Jeremias Sulam , Adam Charles , Noah J. Cowan , Maxim Bichuch , Archana Venkataraman , Chen Li , Nitish Thakor , Justus M Kebschull , Marilyn Albert , Jinchong Xu , Marshall Hussain Shuler , Brian Caffo , Tilak Ratnanather , Ali Geisa , Seung-Eon Roh , Eva Yezerets , Meghana Madhyastha , Javier J. How , Tyler M. Tomita , Jayanta Dey , Ningyuan , Huang , Jong M. Shin , Kaleab Alemayehu Kinfu , Pratik Chaudhari , Ben Baker , Anna Schapiro , Dinesh Jayaraman , Eric Eaton , Michael Platt , Lyle Ungar , Leila Wehbe , Adam Kepecs , Amy Christensen , Onyema Osuagwu , Bing Brunton , Brett Mensh , Alysson R. Muotri , Gabriel Silva , Francesca Puppo , Florian Engert , Elizabeth Hillman , Julia Brown , Chris White , Weiwei Yang

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A critical reappraisal of predicting suicidal ideation using fMRI



Timothy Verstynen , Konrad Kording

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* 6 pages, 1 table 
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Better Safe than Sorry: Evidence Accumulation Allows for Safe Reinforcement Learning



Akshat Agarwal , Abhinau Kumar V , Kyle Dunovan , Erik Peterson , Timothy Verstynen , Katia Sycara

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* 8 pages, 3 figures. Code available at https://github.com/agakshat/evidence-accumulation 
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Local White Matter Architecture Defines Functional Brain Dynamics



Yo Joong Choe , Sivaraman Balakrishnan , Aarti Singh , Jean M. Vettel , Timothy Verstynen

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* Accepted to the 2018 IEEE International Conference on Systems, Man, and Cybernetics (SMC 2018) 
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Keep it stupid simple



Erik J Peterson , Necati Alp Müyesser , Timothy Verstynen , Kyle Dunovan

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Learning model-based strategies in simple environments with hierarchical q-networks



Necati Alp Muyesser , Kyle Dunovan , Timothy Verstynen

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FuSSO: Functional Shrinkage and Selection Operator



Junier B. Oliva , Barnabas Poczos , Timothy Verstynen , Aarti Singh , Jeff Schneider , Fang-Cheng Yeh , Wen-Yih Tseng

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DeBaCl: A Python Package for Interactive DEnsity-BAsed CLustering



Brian P. Kent , Alessandro Rinaldo , Timothy Verstynen

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* 28 pages, 9 figures, for associated software see https://github.com/CoAxLab/DeBaCl 
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