| 2019 | AI | Unsupervised Sentiment Analysis of Objective Texts. | Qufei Chen, Marina Sokolova |
| 2018 | AI | One Single Deep Bidirectional LSTM Network for Word Sense Disambiguation of Text Data. | Ahmad Pesaranghader, Ali Pesaranghader, Stan Matwin, Marina Sokolova |
| 2017 | AI | Confused and Thankful: Multi-label Sentiment Classification of Health Forums. | Victoria Bobicev, Marina Sokolova |
| 2017 | RANLP | Inter-Annotator Agreement in Sentiment Analysis: Machine Learning Perspective. | Victoria Bobicev, Marina Sokolova |
| 2015 | AI | Sentiment and Factual Transitions in Online Medical Forums. | Victoria Bobicev, Marina Sokolova, Michael P. Oakes |
| 2015 | AI | Privacy-aware Wrappers. | Yasser Jafer, Stan Matwin, Marina Sokolova |
| 2015 | DIS | No Sentiment is an Island - Sentiment Classification on Medical Forums. | Victoria Bobicev, Marina Sokolova |
| 2015 | PST | A framework for a privacy-aware feature selection evaluation measure. | Yasser Jafer, Stan Matwin, Marina Sokolova |
| 2015 | RANLP | Learning Relationship between Authors' Activity and Sentiments: A case study of online medical forums. | Marina Sokolova, Victoria Bobicev |
| 2014 | AI | Task Oriented Privacy Preserving Data Publishing Using Feature Selection. | Yasser Jafer, Stan Matwin, Marina Sokolova |
| 2014 | EUSPN | Using Feature Selection to Improve the Utility of Differentially Private Data Publishing. | Yasser Jafer, Stan Matwin, Marina Sokolova |
| 2013 | AI | Detecting Health-Related Privacy Leaks in Social Networks Using Text Mining Tools. | Kambiz Ghazinour, Marina Sokolova, Stan Matwin |
| 2013 | EDBT | Monitoring and recommending privacy settings in social networks. | Kambiz Ghazinour, Stan Matwin, Marina Sokolova |
| 2013 | IJCNLP | Can I Hear You? Sentiment Analysis on Medical Forums. | Tanveer Ali, David Schramm, Marina Sokolova, Diana Inkpen |
| 2013 | RANLP | Opinion Learning from Medical Forums. | Tanveer Ali, Marina Sokolova, David Schramm, Diana Inkpen |
| 2013 | RANLP | Authorship Attribution in Health Forums. | Victoria Bobicev, Marina Sokolova, Khaled El Emam, Stan Matwin |
| 2013 | RANLP | What Sentiments Can Be Found in Medical Forums? | Marina Sokolova, Victoria Bobicev |
| 2013 | RANLP | NLP can help parents to understand rare diseases. | Marina Sokolova, Ilya Ioshikhes, Hamid Poursepanj, Alex MacKenzie |
| 2013 | RANLP | How Joe and Jane Tweet about Their Health: Mining for Personal Health Information on Twitter. | Marina Sokolova, Stan Matwin, Yasser Jafer, David Schramm |
| 2012 | AI | Learning Sentiments from Tweets with Personal Health Information. | Victoria Bobicev, Marina Sokolova, Yasser Jafer, David Schramm |
| 2011 | RANLP | Sentiments and Opinions in Health-related Web messages. | Marina Sokolova, Victoria Bobicev |
| 2011 | RANLP | Building a Patient-based Ontology for User-written Web Messages. | Marina Sokolova, David Schramm |
| 2010 | AI | Evaluation of Rare Event Detection. | Marina Sokolova, Khaled El Emam, Sadrul Chowdhury, Emilio Neri, Sean Rose, Elizabeth Jonker |
| 2009 | AI | Opinion Learning without Emotional Words. | Marina Sokolova, Guy Lapalme |
| 2009 | RANLP | Classification of Emotion Words in Russian and Romanian Languages. | Marina Sokolova, Victoria Bobicev |
| 2009 | RANLP | Classification of Opinions with Non-affective Adverbs and Adjectives. | Marina Sokolova, Guy Lapalme |
| 2008 | AAAI | An Effective and Robust Method for Short Text Classification. | Victoria Bobicev, Marina Sokolova |
| 2008 | AI | Verbs Speak Loud: Verb Categories in Learning Polarity and Strength of Opinions. | Marina Sokolova, Guy Lapalme |
| 2008 | IJCNLP | The Telling Tail: Signals of Success in Electronic Negotiation Texts. | Marina Sokolova, Vivi Nastase, Stan Szpakowicz |
| 2007 | AI | Performance Measures in Classification of Human Communications. | Marina Sokolova, Guy Lapalme |
| 2006 | AAAI | Learning Noun-Modifier Semantic Relations with Corpus-based and WordNet-based Features. | Vivi Nastase, Jelber Sayyad-Shirabad, Marina Sokolova, Stan Szpakowicz |
| 2006 | AI | Language Patterns in the Learning of Strategies from Negotiation Texts. | Marina Sokolova, Stan Szpakowicz |
| 2005 | AI | Analysis and Classification of Strategies in Electronic Negotiations. | Marina Sokolova, Stan Szpakowicz |
| 2004 | AI | Using Language to Determine Success in Negotiations: A Preliminary Study. | Marina Sokolova, Stan Szpakowicz, Vivi Nastase |
| 2003 | ICML | The Set Covering Machine with Data-Dependent Half-Spaces. | Mario Marchand, Mohak Shah, John Shawe-Taylor, Marina Sokolova |