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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

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.
  • 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
  • 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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