CITRIS Research Exchange with Yana Feldman, Nonproliferation and International Safeguards Analyst, Lawrence Livermore National Laboratory
"A Multimodal-Deep Learning System for Monitoring Nuclear Proliferation Activities Using Open Sources"
About the Talk:
As the amount of available data increases, the human ability to locate, process, and analyze it is strained and eventually overwhelmed. To address this challenge for nonproliferation analysts, we have been designing a large-scale multimodal retrieval system to help analysts triage and search open source science, technology, transaction, and news data for indicators of nuclear proliferation capabilities and activities. Our system relies on a set of deep neural networks (DNNs) trained to evaluate conceptual similarities across data modalities, e.g. text, image, video. These DNNs can be used to search and prioritize data, according to a nuclear fuel cycle (NFC) process template, that are conceptually closest to the seed query items regardless of data modality. We evaluate the system's ability to retrieve NFC related data that have been purposely hidden in collections of unrelated background data. Quantitative and qualitative results for text-to-image, image-to-image, and image-to-video retrievals are demonstrated.
About the Speaker:
Yana is a Nonproliferation and International Safeguards Analyst at Lawrence Livermore National Laboratory (LLNL), where she performs analysis to support the National Nuclear Security Administration and other sponsors in assessing international nuclear security problems, formulating policy options, and implementing nonproliferation initiatives. Prior to joining LLNL, Yana worked as a Safeguards Information Analyst in the Department of Safeguards at the International Atomic Energy Agency, focusing on open-source information analysis in support of drawing credible conclusions about States’ compliance with their international safeguards obligations. She holds a Bachelor of Science in chemistry from UC Berkeley and a Master of Science in international relations from the London School of Economics.
About CITRIS Research Exchange:
Launched in 2008, CITRIS Research Exchange delivers fresh perspectives on information technology and society from distinguished academic, industry, and civic leaders. CITRIS Research Exchange is free and open to the public. Each one-hour seminar starts at 12 pm and is hosted at the Banatao Auditorium in Sutardja Dai Hall on the UC Berkeley campus unless otherwise noted. Register by the Monday prior to the event to receive lunch.
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Starts at: 2019-10-30 19:00:00
Ends at: 2019-10-30 20:00:00
Sutardja Dai Hall
U C Berkeley, Berkeley, California 94709