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Staff information

Dustin Arendt

Visual Analytics
Data Scientist
Pacific Northwest National Laboratory
PO Box 999
MSIN: J4-32
Richland, WA 99352

PNNL Publications

2020

  • Arendt D.L., N. Nur, Z. Huang, G. Fair, and W. Dou. 2020. "Parallel Embeddings: a Visualization Technique for Contrasting Learned Representations." In Proceedings of the 25th International Conference on Intelligent User Interfaces (IUI 2020), March 17-20, 2020, Cagliari, Itally, 259-274. New York, New York:Association for Computing Machinery. PNNL-SA-148252. doi:10.1145/3377325.3377514
  • Joslyn C.A., S.G. Aksoy, D.L. Arendt, J.S. Firoz, L. Jenkins, B.L. Praggastis, and E. Purvine, et al. 2020. "Hypergraph Analytics of Domain Name System Relationships." In Workshop on Algorithms and Models for the Web Graph (WAW 2020): Algorithms and Models for the Web Graph, September 21-22, 2020, Warsaw, Poland. Lecture Notes in Computer Science, edited by Kaminski B., Pralat P., Szufel P., 12091. Cham:Springer Nature. PNNL-SA-151833. doi:10.1007/978-3-030-48478-1_1
  • Shrestha P., A. Visweswara Sathanur, S. Maharjan, E.G. Saldanha, D.L. Arendt, and S. Volkova. 2020. "Multiple social platforms reveal actionable signals for software vulnerability awareness: A study of GitHub, Twitter and Reddit." PLoS One 15, no. 3:Article No. e0230250. PNNL-SA-143971. doi:10.1371/journal.pone.0230250
  • Yang F., Z. Huang, J. Scholtz, and D.L. Arendt. 2020. "How Do Visual Explanations Foster End Users' Appropriate Trust in Machine Learning?." In Proceedings of the 25th International Conference on Intelligent User Interfaces (IUI 2020), March 17-20, 2020, Cagliari, Italy, 189-201. New York, New York:Association for Computing Machinery (ACM). PNNL-SA-138276. doi:10.1145/3377325.3377480

2019

  • Arendt D.L., E.G. Saldanha, R. Wesslen, S. Volkova, and W. Dou. 2019. "Towards Rapid Interactive Machine Learning: Evaluating Tradeoffs of Classification without Representation." In International Conference on Intelligent User Interfaces, (IUI 2019), March 17-20, 2019, Marina del Ray, CA, 591-602. New York, New York:ACM. PNNL-SA-138765. doi:10.1145/3301275.3302280
  • Karduni A., I. Cho, R. Wesslen, S. Santhanam, S. Volkova, D.L. Arendt, and S. Shaikh, et al. 2019. "Vulnerable to misinformation? Verifi!." In Proceedings of the 24th ACM International Conference on Intelligent User Interfaces, (IUI 2019), March 17-20, 2019, Marina del Ray, CA, Part F147615, 312-323. New York, New York:ACM. PNNL-SA-133897. doi:10.1145/3301275.3302320
  • Volkova S., E.M. Ayton, D.L. Arendt, Z. Huang, and B.J. Hutchinson. 2019. "Explaining Multimodal Deceptive News Prediction Models." In Proceedings of the Thirteenth International AAAI Conference on Web and Social Media (ICWSM 2019), June 11-14, 2019, Munich, Germany, 659-662. Menlo Park, California:Association for the Advancement of Artificial Intelligence. PNNL-SA-135457.

2018

  • Arendt D.L., E.A. Grace, and S. Volkova. 2018. "Interactive Machine Learning at Scale with CHISSL." In The Thirty-Second AAAI Conference on Artificial Intelligence (AAAI-2018), February 2-7, 2018, New Orleans, Louisiana, 8194-8195. Palo Alto, California:Association for the Advancement of Artificial Intelligence. PNNL-SA-129748.
  • Dasgupta A., D.L. Arendt, L. Franklin, P.C. Wong, and K.A. Cook. 2018. "Human Factors in Streaming Data Analysis: Challenges and Opportunities for Information Visualization." Computer Graphics Forum 37, no. 1:254-272. PNNL-SA-115628. doi:10.1111/cgf.13264
  • Dasgupta A., D.L. Arendt, L. Franklin, P.C. Wong, and K.A. Cook. 2018. "Human Factors in Streaming Data Analysis: Challenges and Opportunities for Information Visualization." Computer Graphics Forum 37, no. 1:254-272. PNNL-SA-116789. doi:10.1111/cgf.13264
  • Karduni A., R. Wesslen, S. Santhanam, I. Cho, S. Volkova, D.L. Arendt, and S. Shaikh, et al. 2018. "Can You Verifi This? Studying Uncertainty and Decision-Making About Misinformation using Visual Analytics." In Proceedings of the 12th International AAAI Conference on Web and Social Media, (ICWSM 2018), June 25-28, 2018, Palo Alto, CA, 151-160. Menlo Park, California:AAAI Press. PNNL-SA-132312.

2017

  • Arendt D.L., and S. Volkova. 2017. "ESTEEM: A Novel Framework for Qualitatively Evaluating and Visualizing Spatiotemporal Embeddings in Social Media." In Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (ACL 2017) - System Demonstrations, July 30-August 4, 2017, Vancouver, BC, Canada, 2, 25-30; Paper No. P17-4005. Stroudsburg, Pennsylvania:Association for Computational Linguistics. PNNL-SA-125290. doi:10.18653/v1/P17-4005
  • Arendt D.L., C. Komurlu, and L.M. Blaha. 2017. "CHISSL: A Human-Machine Collaboration Space for Unsupervised Learning." In 11th International Conference on Augmented Cognition: Augmented Cognition. Neurocognition and Machine Learning (AC2017), July 9-14, 2017, Vancouver, BC, Canada. Lecture Notes in Computer Science, edited by DD Schmorrow and CM Fidopiastis, 10284, 429-448. Cham:Springer. PNNL-SA-124302. doi:10.1007/978-3-319-58628-1_33
  • Glenski M.F., E.M. Ayton, D.L. Arendt, and S. Volkova. 2017. "Fishing for Clickbaits in Social Images and Texts with Linguistically-Infused Neural Network Models." In Proceedings of the Clickbait Challenge 2017, November 27, 2017, Weimar, Germany, Paper No. arXiv:1710.06390. Weimar:Bauhaus-Universitšt. PNNL-SA-129919.
  • Phillips L.A., K.J. Shaffer, D.L. Arendt, N.O. Hodas, and S. Volkova. 2017. "Intrinsic and Extrinsic Evaluation of Spatiotemporal Text Representations in Twitter Streams." In Proceedings of the 2nd Workshop on Representation Learning for NL (Rep4NLP@ACL 2017), August 3, 2017, Vancouver Canada, 201-210. Stroudsburg, Pennsylvania:Association for Computational Linguistic. PNNL-SA-122225.
  • Stewart I.B., D.L. Arendt, E.B. Bell, and S. Volkova. 2017. "Measuring, Predicting and Visualizing Short-Term Change in Word Representation and Usage in VKontakte Social Network." In THE 11TH INTERNATIONAL AAAI CONFERENCE ON WEB AND SOCIAL MEDIA (ICWSM-17), May 16-18, 2017, Montreal, Canada, 672-675. Palo Alto, California:Association for the Advancement of Artificial Intelligence. PNNL-SA-124572.

2016

  • Arendt D.L., D.M. Best, E.R. Burtner, and C. Paul. 2016. "CyberPetri at CDX 2016: Real-time Network Situation Awareness." In IEEE Symposium on Visualization for Cyber Security (VizSec 2016), October 24, 2016, Baltimore, Maryland. Piscataway, New Jersey:IEEE. PNNL-SA-119384. doi:10.1109/VIZSEC.2016.7739584
  • Balint J.T., D.L. Arendt, and L.M. Blaha. 2016. "Storyline Visualizations of Eye Tracking of Movie Viewing." In IEEE Second Workshop on Eye Tracking and Visualization (ETVIS 2016), October 23, 2016, Baltimore, Maryland, edited by M Burch, LL Chuang and AT Duchowski. Piscataway, New Jersey:IEEE. PNNL-SA-119682. doi:10.1109/ETVIS.2016.7851163
  • Bos N., C. Paul, J. Gersh, A. Greenberg, C. Piatko, S. Sperling, and J. Spitaletta, et al. 2016. "Effects of Gain/Loss Framing in Cyber Defense Decision-Making." In Proceedings of the Human Factors and Ergonomics Society Annual Meeting, September 19-23, Austin, Texas, 60, 168-172. New York, New York:Sage. PNNL-SA-117946. doi:10.1177/1541931213601038
  • Volkova S., I. Chetviorkin, D.L. Arendt, and B. Van Durme. 2016. "Contrasting Public Opinion Dynamics and Emotional Response during Crisis." In 8th International Conference on Social Informatics (SocInfo 206), November 11-14, Bellevue, WA. Lecture Notes in Computer Science, edited by E Spiro and YY Ahn, 10046, 312-329. Cham:Springer. PNNL-SA-116804. doi:10.1007/978-3-319-47880-7_19

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