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Fundamental and Computational Sciences Directorate

Staff information

Svitlana Volkova

Data Scientist
Pacific Northwest National Laboratory
PO Box 999
MSIN: K7-28
Richland, WA 99352

PNNL Publications

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
  • Glenski M., E.G. Saldanha, and S. Volkova. 2019. "Characterizing Speed and Scale of Cryptocurrency Discussion Spread on Reddit." In Proceedings of The World Wide Web Conference (WWW 2019), May 13-17, 2019, San Francisco, CA, 560-570. New York, New York:ACM. PNNL-SA-139880. doi:10.1145/3308558.3313702
  • 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
  • Saldanha E.G., L.M. Blaha, A. Visweswara Sathanur, N.O. Hodas, S. Volkova, and M.T. Greaves. 2019. "Evaluation and Validation Approaches for Simulation of Social Behavior: Challenges and Opportunities." In Social-Behavioral Modeling for Complex Systems, edited by Paul K. Davis, Angela O'Mahony, Jonathan Pfautz. 495-515. Hoboken, New Jersey:John Wiley & Sons, Inc. PNNL-SA-136082. doi:10.1002/9781119485001.ch21
  • 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.
  • Glenski M., T. Weninger, and S. Volkova. 2018. "Identifying and Understanding User Reactions to Deceptive and Trusted Social News Sources." In 56th Annual Meeting of the Association for Computational Linguistics (ACL 2018), July 15-20, 2018, Melbourne, Australia, 2, 176-181. Stroudsburg, Pennsylvania:Association for Computational Linguistics. PNNL-SA-133420.
  • Glenski M.F., T. Weninger, and S. Volkova. 2018. "How Humans versus Bots React to Deceptive and Trusted News Sources: A Case Study of Active Users." In Proceedings of the IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2018), August 28-31, 2018, Barcelona, Spain, edited by A. Tagarelli, C. Reddy and U Brandes, 654-661, Article No. 8508700. Piscataway, New Jersey:IEEE. PNNL-SA-136189. doi:10.1109/ASONAM.2018.8508700
  • Glenski M.F., T. Weninger, and S. Volkova. 2018. "Propagation From Deceptive News Sources Who Shares, How Much, How Evenly, and How Quickly?." IEEE Transactions on Computational Social Systems 5, no. 4:1071-1082. PNNL-SA-132311. doi:10.1109/TCSS.2018.2881071
  • 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.
  • Rogers A., A. Romanov, A. Rumshisky, S. Volkova, M. Gronas, and A. Gribov. 2018. "RuSentiment: An Enriched Sentiment Analysis Dataset for Social Media in Russian." In Proceedings of the 27th International Conference on Computational Linguistics (COLING 2018), August, 2018, Santa Fe, NM, edited by E.M. Bender, L. Derczynski, P. Isabelle, 755-763. Stroudsburg, Pennsylvania:Association for Computational Linguistics. PNNL-SA-134041.
  • Volkova S., and J. Jang. 2018. "Misleading or Falsification? Inferring Deceptive Strategies and Types in Online News and Social Media." In The World Wide Web Conference (WWW 2018): Journalism, Misinformation and Fact Checking, April 23-27, 2018, Lyon, France, 575-583. Geneva:International World Wide Web Conferences Steering Committee. PNNL-SA-132310. doi:10.1145/3184558.3188728
  • Volkova S., S.M. Ranshous, and L.A. Phillips. 2018. "Predicting Foreign Language Usage from English-Only Social Media Posts." In Proceedings of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL HLT 2018), June 1-6, 2018, New Orleans, Louisiana, 608-614. Stroudsburg, Pennsylvania:Association for Computational Linguistics. PNNL-SA-124151.

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
  • Corley C.D., S. Volkova, J. Rounds, L.E. Charles-Smith, J.J. Harrison, J.A. Mendoza, and K.S. Han. 2017. Biosurveillance Using Clinical Diagnoses and Social Media Indicators in Military Populations. PNNL-26271. Richland, WA: Pacific Northwest National Laboratory. Biosurveillance Using Clinical Diagnoses and Social Media Indicators in Military Populations
  • 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.
  • Pathak N., M.J. Henry, and S. Volkova. 2017. "Understanding Social Media’s Take on Climate Change through Large-Scale Analysis of Targeted Opinions and Emotions." In The AAAI 2017 Spring Symposium on Artificial Intelligence for Social Good (AISOC 2017), March 27-29, 2017, Stanford, California, 45-52. Palo Alto, California:Association for the Advancement of Artificial Intelligence. PNNL-SA-122223.
  • Pavalanathan U., V.V. Datla, S. Volkova, L.E. Charles-Smith, M.A. Pirrung, J.J. Harrison, and A.R. Chappell, et al. 2017. "Studying Military Community Health, Well-being, and Discourse through the Social Media Lens." In Public Health Intelligence and the Internet. Lecture Notes in Social Networks, edited by A Shaban-Nejad, J Brownstein and D Buckeridge. 87-105. Cham:Springer. PNNL-SA-119954. doi:10.1007/978-3-319-68604-2_6
  • 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.
  • Rashkin H.J., E. Choi, J. Jang, S. Volkova, and Y. Choi. 2017. "Truth of Varying Shades: Analyzing Language in Fake News and Political Fact-Checking." In Proceedings of the 2017 Conference on Empirical Methods for Natural Language Processing, 2931-2937. Stroudsburg, Pennsylvania:Association for Computational Linguistics. PNNL-SA-124142.
  • Rashkin H.J., E.B. Bell, Y. Choi, and S. Volkova. 2017. "Multilingual Connotation Frames: A Case Study on Social Media for Targeted Sentiment Analysis and Forecast." In The 55th Annual Meeting of the Association for Computational Linguistics, July 30-August 4, 2017, Vancouver, BC, Canada, 2, 459-464; Paper No. P17-2073. Stroudsburg, Puerto Rico:Association for Computational Linguistics. PNNL-SA-124156. doi:10.18653/v1/P17-2073
  • 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.
  • Volkova S., and E.B. Bell. 2017. "Identifying Effective Signals to Predict Deleted and Suspended Accounts on Twitter across Languages." In Proceedings of the the 11th International AAAI Conference on Web and Social Media (ICWSM 2017), May 15-18, 2017, Montreal, Canada, 290-298. Menlo Park, California:Association for the Advancement of Artificial Intelligence. PNNL-SA-116993.
  • Volkova S., E.M. Ayton, K. Porterfield, and C.D. Corley. 2017. "Forecasting Influenza-like Illness Dynamics for Military Populations using Neural Networks and Social Media." PLoS One 12, no. 12:e0188941. PNNL-SA-124148. doi:10.1371/journal.pone.0188941
  • Volkova S., K.J. Shaffer, J. Jang, and N.O. Hodas. 2017. "Separating Facts from Fiction: Linguistic Models to Classify Suspicious and Trusted News Posts on Twitter." In Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics, July 30-August 4, 2017, Vancouver, BC, Canada, 2, 647-653; Paper No. 10.18653/v1/P17-2102. PNNL-SA-123856. doi:10.18653/v1/P17-2102
  • Volkova S., L.E. Charles-Smith, J.J. Harrison, and C.D. Corley. 2017. "Uncovering the Relationships Between Military Community Health and Affects Expressed in Social Media." EPJ Data Science 6, no. 1:Article No. 9. PNNL-SA-120565. doi:10.1140/epjds/s13688-017-0102-z

2016

  • Han K., S. Volkova, and C.D. Corley. 2016. "Understanding Roles of Social Media in Academic Engagement and Satisfaction for Graduate Students." In Proceedings of the CHI Conference Extended Abstracts on Human Factors in Computing Systems (CHI EA 2016), May 7-12, 2016, San Jose, California, 1215-1221. New York, New York:ACM. PNNL-SA-115328. doi:10.1145/2851581.2892517
  • Pavalanathan U., V.V. Datla, S. Volkova, L.E. Charles-Smith, M.A. Pirrung, J.J. Harrison, and A.R. Chappell, et al. 2016. "Discourse, Health and Well-being of Military Populations through the Social Media Lens." In The Workshops of the Thirtieth AAAI Conference on Artificial Intelligence, February 12-17, 2016, Phoenix, Arizona, 796-803. Palo Alto, California:Association for the Advancement of Artificial Intelligence. PNNL-SA-114305.
  • Volkova S., and E.B. Bell. 2016. "Account Deletion Prediction on RuNet: A Case Study of Suspicious Twitter Accounts Active During the Russian-Ukrainian Crisis." In Proceedings of the Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL HLT 2016), June 12-17, 2016, San Diego, California, 1-6. Stroudsburg, Pennsylvania:Association for Computational Linguistics. PNNL-SA-116813.
  • 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
  • Volkova S., K. Han, and C.D. Corley. 2016. "Using Social Media to Measure Student Wellbeing: A Large-Scale Study of Emotional Response in Academic Discourse." In 8th International Conference on Social Informatics (SocInfo 2016), November 11-14, 2016, Bellevue, WA. Lecture Notes in Computer Science, edited by E Spiro and YY Ahn, 10046, 510-526. Cham:Springer. PNNL-SA-118678. doi:10.1007/978-3-319-47880-7_32

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