Multiple Instance Regression. - Soumya Ray; David Page (ICML, 2001)

Representing Sentence Structure in Hidden Markov Models for Information Extraction. - Soumya Ray; Mark Craven (IJCAI, 2001)

Skewing: An Efficient Alternative to Lookahead for Decision Tree Induction. - David Page; Soumya Ray (IJCAI, 2003)

Hierarchical Hidden Markov Models for Information Extraction. - Marios Skounakis; Mark Craven; Soumya Ray (IJCAI, 2003)

Sequential skewing: an improved skewing algorithm. - Soumya Ray; David Page (ICML, 2004)

Supervised versus multiple instance learning: an empirical comparison. - Soumya Ray; Mark Craven (ICML, 2005)

Generalized skewing for functions with continuous and nominal attributes. - Soumya Ray; David Page (ICML, 2005)

Why skewing works: learning difficult Boolean functions with greedy tree learners. - Bernard Rosell; Lisa Hellerstein; Soumya Ray; David Page (ICML, 2005)

Learning Statistical Models for Annotating Proteins with Function Information using Biomedical Text. - Soumya Ray; Mark Craven (BMC Bioinform., 2005)

Online Planning for Resource Production in Real-Time Strategy Games. - Hei Chan; Alan Fern; Soumya Ray; Nick Wilson; Chris Ventura (ICAPS, 2007)

An integrated approach to feature invention and model construction for drug activity prediction. - Jesse Davis; Vítor Santos Costa; Soumya Ray; David Page (ICML, 2007)

Multi-task reinforcement learning: a hierarchical Bayesian approach. - Aaron Wilson; Alan Fern; Soumya Ray; Prasad Tadepalli (ICML, 2007)

Multiple-Instance Active Learning. - Burr Settles; Mark Craven; Soumya Ray (NIPS, 2007)

Learning Bayesian Network Structure from Correlation-Immune Data. - Eric Lantz; Soumya Ray; David Page (UAI, 2007)

Automatic discovery and transfer of MAXQ hierarchies. - Neville Mehta; Soumya Ray; Prasad Tadepalli; Thomas G. Dietterich (ICML, 2008)

Exploiting Product Distributions to Identify Relevant Variables of Correlation Immune Functions. - Lisa Hellerstein; Bernard Rosell; Eric Bach 001; Soumya Ray; David Page (J. Mach. Learn. Res., 2009)

Improving the Precision of Dependence-Based Defect Mining by Supervised Learning of Rule and Violation Graphs. - Boya Sun; Andy Podgurski; Soumya Ray (ISSRE, 2010)

Multi-Instance Learning. - Soumya Ray; Stephen Scott 001; Hendrik Blockeel (Encyclopedia of Machine Learning, 2010)

Model-Based Reinforcement Learning. - Soumya Ray; Prasad Tadepalli (Encyclopedia of Machine Learning, 2010)

Can Network Characteristics Detect Spam Effectively in a Stand-Alone Enterprise? - Tu Ouyang; Soumya Ray; Michael Rabinovich; Mark Allman (PAM, 2011)

Automatic Discovery and Transfer of Task Hierarchies in Reinforcement Learning. - Neville Mehta; Soumya Ray; Prasad Tadepalli; Thomas G. Dietterich (AI Mag., 2011)

Security Assurance: How Online Service Providers Can Influence Security Control Perceptions and Gain Trust. - Soumya Ray; Terence T. Ow; Sung S. Kim (Decis. Sci., 2011)

CARIAL: Cost-Aware Software Reliability Improvement with Active Learning. - Boya Sun; Gang Shu; Andy Podgurski; Soumya Ray (ICST, 2012)

Bayesian Hierarchical Reinforcement Learning. - Feng Cao; Soumya Ray (NIPS, 2012)

Accurate estimation of short read mapping quality for next-generation genome sequencing. - Matthew Ruffalo; Mehmet Koyutürk; Soumya Ray; Thomas LaFramboise (Bioinform., 2012)

Research Note - Online Users' Switching Costs: Their Nature and Formation. - Soumya Ray; Sung S. Kim; James G. Morris (Inf. Syst. Res., 2012)

SMILe: Shuffled Multiple-Instance Learning. - Gary Doran; Soumya Ray (AAAI, 2013)

SEPIA: A Scalable Game Environment for Artificial Intelligence Teaching and Research. - Scott Sosnowski; Tim Ernsberger; Feng Cao; Soumya Ray (EAAI, 2013)

Detection and Prediction of Adverse and Anomalous Events in Medical Robots. - Kai Liang; Feng Cao; Zhuofu Bai; Mark Renfrew; Murat Cenk Cavusoglu; Andy Podgurski; Soumya Ray (IAAI, 2013)

Automatic stent strut detection in intravascular OCT images using image processing and classification technique. - Hong Lu 002; Madhusudhana Gargesha; Zhao Wang 003; Daniel Chamie; Guilherme F. Attizani; Tomoaki Kanaya; Soumya Ray; Marco A. Costa; Andrew M. Rollins; Hiram G. Bezerra; David L. Wilson (Computer-Aided Diagnosis, 2013)

The interplay of conscious and automatic mechanisms in the context of routine use: An integrative and comparative study of contrasting mechanisms. - Soumya Ray; DongBack Seo (Inf. Manag., 2013)

Learning Instance Concepts from Multiple-Instance Data with Bags as Distributions. - Gary Doran; Soumya Ray (AAAI, 2014)

A Decision-Theoretic Approach to Natural Language Generation. - Nathan McKinley; Soumya Ray (ACL (1), 2014)

A large-scale empirical analysis of email spam detection through network characteristics in a stand-alone enterprise. - Tu Ouyang; Soumya Ray; Mark Allman; Michael Rabinovich (Comput. Networks, 2014)

Examining cloud computing adoption intention, pricing mechanism, and deployment model. - Pei-Fang Hsu; Soumya Ray; Yu-Yu Li-Hsieh (Int. J. Inf. Manag., 2014)

The Central Role of Engagement in Online Communities. - Soumya Ray; Sung S. Kim; James G. Morris (Inf. Syst. Res., 2014)

A theoretical and empirical analysis of support vector machine methods for multiple-instance classification. - Gary Doran; Soumya Ray (Mach. Learn., 2014)

Fault Localization in Embedded Control System Software. - Kai Liang; Zhuofu Bai; Murat Cenk Cavusoglu; Andy Podgurski; Soumya Ray (SEsCPS@ICSE, 2015)

Automated Volumetric Intravascular Plaque Classification Using Optical Coherence Tomography (OCT). - Ronny Shalev; Daisuke Nakamura; Setsu Nishino; Andrew M. Rollins; Hiram G. Bezerra; David L. Wilson; Soumya Ray (AAAI, 2016)

Scaling a Natural Language Generation System. - Jonathan Pfeil; Soumya Ray (ACL (1), 2016)

On the Consistency of Feature Selection With Lasso for Non-linear Targets. - Yue Zhang; Weihong Guo; Soumya Ray (ICML, 2016)

A Unifying Framework for Learning Bag Labels from Generalized Multiple-Instance Data. - Gary Doran; Andrew Latham; Soumya Ray (IJCAI, 2016)

Classification of calcium in intravascular OCT images for the purpose of intervention planning. - Ronny Shalev; Hiram G. Bezerra; Soumya Ray; David Prabhu; David L. Wilson (Image-Guided Procedures, 2016)

Multiple-Instance Learning from Distributions. - Gary Doran; Soumya Ray (J. Mach. Learn. Res., 2016)

An Analysis of Boosted Linear Classifiers on Noisy Data with Applications to Multiple-Instance Learning. - Rui Liu 013; Soumya Ray (ICDM, 2017)

Automated Volumetric Intravascular Plaque Classification Using Optical Coherence Tomography. - Ronny Shalev; Daisuke Nakamura; Setsu Nishino; Andrew M. Rollins; Hiram G. Bezerra; David L. Wilson; Soumya Ray (AI Mag., 2017)

What Leads to Prosocial Behaviors on Social Networking Services: A Tripartite Model. - Jungwon Kuem; Soumya Ray; Mikko T. Siponen; Sung S. Kim (J. Manag. Inf. Syst., 2017)

Offline reinforcement learning with task hierarchies. - Devin Schwab; Soumya Ray (Mach. Learn., 2017)

Multi-Instance Learning. - Soumya Ray; Stephen Scott 001; Hendrik Blockeel (Encyclopedia of Machine Learning and Data Mining, 2017)

Multiple-Instance Learning. - Soumya Ray; Stephen Scott 001; Hendrik Blockeel (Encyclopedia of Machine Learning and Data Mining, 2017)

Model-Based Reinforcement Learning. - Soumya Ray; Prasad Tadepalli (Encyclopedia of Machine Learning and Data Mining, 2017)

Gesture Annotation With a Visual Search Engine for Multimodal Communication Research. - Sergiy Turchyn; Inés Olza Moreno; Cristóbal Pagán Cánovas; Francis F. Steen; Mark Turner 005; Javier Valenzuela; Soumya Ray (AAAI, 2018)

A Multi-Representation Ensemble Approach to Classifying Vocal Diseases. - Mingxuan Ju; Zhengkai Jiang 002; Yufan Chen; Soumya Ray (IEEE BigData, 2018)

Cyberloafing in the workplace: mitigation tactics and their impact on individuals' behavior. - Lara Khansa; Reza Barkhi; Soumya Ray; Zachary Davis (Inf. Technol. Manag., 2018)

Adjusting to the GDPR: The Impact on Data Scientists and Behavioral Researchers. - Travis Greene; Galit Shmueli; Soumya Ray; Jan Fell (Big Data, 2019)

Habit and addiction in the use of social networking sites: Their nature, antecedents, and consequences. - DongBack Seo; Soumya Ray (Comput. Hum. Behav., 2019)

Reactive Supervision: A New Method for Collecting Sarcasm Data. - Boaz Shmueli; Lun-Wei Ku; Soumya Ray (EMNLP (1), 2020)

Guest editorial. - Wen-Lung Shiau; Xiaodie Pu; Soumya Ray; Charlie C. Chen (Ind. Manag. Data Syst., 2020)

Understanding fintech continuance: perspectives from self-efficacy and ECT-IS theories. - Wen-Lung Shiau; Ye Yuan; Xiaodie Pu; Soumya Ray; Charlie C. Chen (Ind. Manag. Data Syst., 2020)

Rankboost+: an improvement to Rankboost. - Harold S. Connamacher; Nikil Pancha; Rui Liu 013; Soumya Ray (Mach. Learn., 2020)

Happy Dance, Slow Clap: Using Reaction GIFs to Predict Induced Affect on Twitter. - Boaz Shmueli; Soumya Ray; Lun-Wei Ku (ACL/IJCNLP (2), 2021)

Seeing Humans in the Data: Ethical Blind Spots of Taiwan Academic Researchers in the Era of Behavioral Big Data. - Jan Fell; Galit Shmueli; Travis Greene; Jyun-Cheng Wang; Soumya Ray; Shu-Yuan Wu (HICSS, 2021)

Beyond Fair Pay: Ethical Implications of NLP Crowdsourcing. - Boaz Shmueli; Jan Fell; Soumya Ray; Lun-Wei Ku (NAACL-HLT, 2021)

SocialNLP EmotionGIF 2020 Challenge Overview: Predicting Reaction GIF Categories on Social Media. - Boaz Shmueli; Lun-Wei Ku; Soumya Ray (CoRR, 2021)

Prediction-Oriented Model Selection in Partial Least Squares Path Modeling. - Pratyush Nidhi Sharma; Galit Shmueli; Marko Sarstedt; Nicholas P. Danks; Soumya Ray (Decis. Sci., 2021)

Smartphone Addiction and Conflict: An Incentive-Sensitisation Perspective of Addiction for Information Systems. - Jungwon Kuem; Soumya Ray; Pei-Fang Hsu; Lara Khansa (Eur. J. Inf. Syst., 2021)

Inferring Multiple Tissue Properties from Magnetic Resonance Fingerprinting Images. - Naren Nallapareddy; Soumya Ray (AAAI, 2022)

Hybrid Semantics for Goal-Directed Natural Language Generation. - Connor Baumler; Soumya Ray (ACL (1), 2022)

Personality Antecedents and Consequences of Internet Addiction Vis-à-vis Internet Habit: a Theory and an Empirical Investigation. - Jungwon Kuem; Soumya Ray (Inf. Syst. Frontiers, 2022)

What's the Harm in Waiting? Examining disfluency from system response time in decision tasks with conversational agents. - Edgar Alexander Duron; Soumya Ray; Po Jen Hsia (AMCIS, 2023)

Structural Equation Modeling in HCI Research using SEMinR. - André Calero Valdez; Lilian Kojan; Nicholas Patrick Danks; Soumya Ray (CHI Extended Abstracts, 2023)

Predictive Validation of Interaction Terms in PLS-SEM. - Nicholas P. Danks; Soumya Ray (ICIS, 2023)

Taking the Person Seriously: Ethically Aware IS Research in the Era of Reinforcement Learning-Based Personalization. - Travis Greene; Galit Shmueli; Soumya Ray (J. Assoc. Inf. Syst., 2023)

An Innovative Technique for DDoS Attack Recognition and Deterrence on M-Health Sensitive Data. - Soumya Ray; Kamta Nath Mishra; Sandip Dutta (Wirel. Pers. Commun., 2023)

Fighting for the status quo: Threat to tech self-esteem and opposition to competing smartphones. - Arturo Heyner Cano Bejar; Soumya Ray; Yu-Hsuan Huang (Inf. Manag., 2023)

On the Relationship between Feature Selection Metrics and Accuracy. - Elise Epstein; Naren Nallapareddy; Soumya Ray (Entropy, 2023)

Reimagining the Journal Editorial Process: An AI-Augmented Versus an AI-Driven Future. - Galit Shmueli; Soumya Ray (J. Assoc. Inf. Syst., 2024)

The Composite Overfit Analysis Framework: Assessing the Out-of-Sample Generalizability of Construct-Based Models Using Predictive Deviance, Deviance Trees, and Unstable Paths. - Nicholas P. Danks; Soumya Ray; Galit Shmueli (Manag. Sci., 2024)

The Effects of Artificial Intelligence Assistants on the Acquisition of Laparoscopic Surgical Spatial Navigation Skills. - Noelle Nelson; Ilke Kas; Tarun Sepuri; Philip Smith; Amy L. Wilson-Delfosse; Elizabeth A. Krupinski; Brooke N. Macnamara; Soumya Ray; Mural Cenk Çavusoglu (ISMR, 2025)