Publications

 

 

 

 

 

 

(See also my Google Scholar and DBLP page)

 

2023

When Biased Humans Meet Debiased AI: A Case Study in College Major Recommendation.  Clarice Wang, Kathryn Wang, Andrew Bian, Rashidul Islam, Kamrun Naher Keya, James Foulds and Shimei Pan, ACM Trans. Interact. Intell. Syst. 13(3): 17:1-17:28, ACM, 2023.

Differential Fairness: An Intersectional Framework for Fair AI, Rashidul Islam, Kamrun Naher Keya, Shimei Pan, Anand D. Sarwate, James R. Foulds, Entropy 25(4): 660, 2023.

Trapping LLM Hallucinations Using Tagged Context Prompts, Philip Feldman, James R. Foulds, Shimei Pan, CoRR abs/2306.06085, 2023.

Modeling Metacognitive and Cognitive Processes in Data Science Problem Solving, Maryam Alomair, Shimei Pan, Lujie Karen Chen, AAAI, 2023.

The Keyword Explorer Suite: A Toolkit for Understanding Online Populations, Philip Feldman, Shimei Pan, James R. Foulds,  IUI Companion: 21-24, ACM, 2023.

International Workshop on Digital Twins for Smart Health, Jun Deng, Ying Ding, Luke Achenie, Jinwei Liu, Shimei Pan, Sanjay Purushotham, Huanmei Wu, Qi Wang, WWW, ACM, 2023.

The Role of Interactive Visualization in Explaining (Large) NLP Models: from Data to Inference, Richard Brath, Daniel A. Keim, Johannes Knittel, Shimei Pan, Pia Sommerauer, Hendrik Strobelt, CoRR abs/2301.04528, 2023.

 

2022

Do Humans Prefer Debiased AI Algorithms? A Case Study in Career Recommendation,   Clarice Wang, Kathryn Wang, Andrew Bian, Rashidul Islam, Kamrun Naher Keya, James Foulds and Shimei Pan, ACM International Conference on Intelligent User Interfaces (IUI), ACM, 2022.

Incorporating LIWC in Neural Networks to Improve Human Trait and Behavior Analysis in Low Resource Scenarios, Isil Yakut Kilic and Shimei Pan, Proceedings of the Language Resources and Evaluation Conference (LREC), 2022.

Editorial.Int. J. Artif. Intell. Tools, Shimei Pan, Miltos Alamaniotis, 31(7): 2202007:1 (2022)

Tell Me Something That Will Help Me Trust You: A Survey of Trust Calibration in Human-Agent Interaction,  George J. Cancro, Shimei Pan, and James Foulds, arXiv:2205.02987, 2022.

Polling Latent Opinions: A Method for Computational Sociolinguistics Using Transformer Language Models, Philip Feldman, Aaron Dant, James R. Foulds, Shimei Pan, CoRR abs/2204.07483, 2022.

Fair Inference for Discrete Latent Variable Models, Rashidul Islam, Shimei Pan, James R. Foulds,CoRR abs/2209.07044, 2022.

 

2021

Incorporating medical knowledge in BERT for clinical relation extraction  Arpita Roy, and Shimei Pan, The 2021 International Conference on Empirical Methods in Natural Language Processing (EMNLP), 2021.

Fair Representation Learning for Heterogeneous Information Networks  Ziqian Zeng, Rashidul Islam, Kamrun Keya, James Foulds, Yangqiu Song, and Shimei Pan, International AAAI Conference on Web and Social Media (ICWSM), 2021.

Debiasing career recommendations with neural fair collaborative filtering. R. Islam, K.N. Keya, Z. Zeng, S. Pan, and J.R. Foulds.  In Proceedings of the Web Conference (WWW), 2021.

Equitable allocation of healthcare resources with fair survival models. K.N. Keya, R. Islam, S. Pan, I. Stockwell, and J.R. Foulds.  In Proceedings of the 2021 SIAM International Conference on Data Mining (SDM), SIAM, 2021.

Can We Obtain Fairness for Free. R. Islam, S. Pan, and J.R. Foulds.  In Proceedings of the 2021 International Conference on Artificial Intelligence, Ethics and Society (AIES), AAAI/ACM, 2021.

Analyzing COVID-19 Tweets with Transformer-based Language Models. Philip Feldman, Sim Tiwari, Charissa S. L. Cheah, James R. Foulds, Shimei Pan, International Workshop on Social Sensing, International AAAI Conference on Web and Social Media (ICWSM) 2021).

Impostor GAN: Toward Modeling Social Media User Impersonation with Generative Adversarial Networks.  Nafees M., Pan S., Chen Z., Foulds J.R., In: Sarkadi S., Wright B., Masters P., McBurney P. (eds) Deceptive AI. DeceptECAI 2020, DeceptAI 2021. Communications in Computer and Information Science, vol 1296. Springer.

 

2020

Are parity-based notions of AI fairness desirable? J.R. Foulds and S. Pan. Bulletin of the IEEE Technical Committee on Data Engineering, 43(4):51–73, 2020.

Equitable Allocation of Healthcare Resources with Fair Cox Models, K. Keya, R. Islam, S. Pan, I. Stockwell and J. R. Foulds. AAAI Fall Symposium on AI in Government and Public Sector (AAAI FSS-20), 2020.

Intersectional AI: A Study of How Information Science Students Think about Ethics and Their Impact, Nora McDonald and Shimei Pan. ACM Conference on Computer-Supported Cooperative Work and Social Computing (CSCW), 2020.

Mitigating Demographic Bias in AI-based Resume Filtering (FairUMAP.pdf), K. Deshpande, S. Pan and J. R. Foulds. Fairness in User Modeling, Adaptation and Personalization (FairUMAP), 2020.

An intersectional definition of fairness ( An extended version on arXiv). James Foulds, Rashidul Islam, Kamrun Naher Keya and Shimei Pan,  36th IEEE International Conference on Data Engineering (ICDE), 2020.

Bayesian Modeling of Intersectional Fairness: The Variance of Bias (An extended version on arXiv). James Foulds, Rashidul Islam, Kamrun Naher Keya and Shimei Pan,  SIAM International Conference on Data Mining (SDM), 2020.

Mitigating Socio-lingustic Bias in Job Recommendation, Ketki Deshpande, Shimei Pan and James Foulds, Mid-Atlantic Student Colloquium on Speech, Language and Learning (MASC-SLL), 2020.

A User Study on a De-biased Career Recommender System, Clarice Wang, Kathryn Wang, Andrew Bian, Rashidul Islam, Kamrun Naher Keya, James Foulds and Shimei Pan, Mid-Atlantic Student Colloquium on Speech, Language and Learning (MASC-SLL),2020.

Towards the Automatic Assessment of Student Teamwork. Rohan Ahuja, Daniyal Khan, Danilo Symonette, Shimei Pan, Simon Stacey, and Don Engel, ACM GROUP, 2020.

Incorporating Extra Knowledge to Enhance Word Embedding, Arpita Roy and Shimei Pan,  IJCAI, 2020.

Building High Performance Explainable Machine Learning Models for Social Media-based Substance Use Prediction, Tao Ding, Fatema Hasan, Warren K. Bicke and Shimei Pan,   International Journal on Artificial Intelligence Tools (IJAIT), 2020.

Machine Learning  and Student Performance in Teams, Rohan Ahuja, Daniyal Khan, Sara Tahir, Magdalene Wang, Danilo Symonette, Shimei Pan, Simon Stacey, and Don Engel, International Conference on Artificial Intelligence in Education (AIED), 2020.

Integrating Text Embedding with Traditional NLP Features for Clinical Relation Extraction. Fatema Hasan, Arpita Roy, Shimei Pan: IEEE International Conference on Tools with Artificial Intelligence (ICTAI), 2020.

 

2019

Supervising Unsupervised Open Information Extraction Models. Arpita Roy, Youngja Park, Taesung Lee and Shimei Pan. EMNLP 2019.

Predicting Malware Attributes from Cybersecurity Texts. Arpita Roy, Youngja Park and Shimei Pan.  NAACL-HLT,  2019.

Predicting Delay Discounting from Heterogeneous Social Media Data, Tao Ding, Warren Bickel and Shimei Pan.  Journal of Social Network Analysis and Mining, 2019, Springer.

Social Media-based User Embedding: a Literature Review. Shimei Pan and Tao Ding, IJCAI,  2019 .

Mitigating Demographic Biases in Social Media-Based Recommender Systems. Rashidul Islam, Kamrun Naher Keya, Shimei Pan, James Foulds.  KDD  Social Impact Track, 2019 .

Incorporating Domain Knowledge in Learning Word Embedding.  Arpita Roy, Youngjia Park and Shimei Pan.  IEEE ICTAI, 2019.

Differential Fairness (longer version on arXiv), James Foulds, Rashidul Islam, Kamrun Naher Keya and Shimei Pan, NeurIPS 2019 Workshop on Machine Learning with Guarantees, 2019.

Improving Reproducibility in Earth Science Research. Zhong Liu, Jianwu Wang, Shimei Pan, and David Meyer.  EOS (100), 2019.

 

2018

Interpreting Social Media-based Substance Use Prediction Models with Knowledge Distillation. Tao Ding, Fatema Hasan, Warren K. Bickel and Shimei Pan. IEEE ICTAI 2018.

Predicting Delay Discounting from Social Media Likes with Unsupervised Feature Learning.  Tao Ding, Warren K. Bickel and Shimei Pan, IEEE/ACM  International Conference on Advances in Social Network Analysis and Mining, (2018) .

Understanding Text about Malware. Ankur Padia, Arpita Roy, Taneeya Satyapanich, Francis Ferraro, Shimei Pan, Youngja Park, Anupam Joshi, Tim Finin. NAACL-HLT SemEval Workshop 878-884  (2018).

Automatically Infer Human Traits and Behavior from Social Media Data. Shimei Pan and Tao Ding.  CoRRabs/1804.04191 (2018)

An Intersectional Definition of Fairness. James R. Foulds and  Shimei Pan: CoRR abs/1807.08362 (2018)

 

2017

Multi-View Unsupervised User Feature Embedding for Social Media-based Substance Use Prediction Tao Ding, Warren K. Bickel, Shimei Pan. EMNLP  (2017)

[Best Student Paper Award] Automated Detection of Substance Use-Related Social Media Posts Based on Image and Text Analysis   Arpita Roy, Anamika Rupa, Hamed Pirsiavash and Shimei Pan. IEEE ICTAI  (2017)

$1 Today or $2 Tomorrow? The Answer is in Your Facebook Likes. Tao Ding, Warren K. Bickel, Shimei Pan: CoRRabs/1703.07726 (2017)

Social Media-based Substance Use Prediction. Tao Ding, Warren K. Bickel, Shimei Pan. CoRR abs/1705.05633 (2017)

Machine learning on big data: Opportunities and challenges. Lina Zhou, Shimei Pan, Jianwu Wang, Athanasios V. Vasilakos. Neurocomputing 237: 350-361 (2017)

Automated Domain Bias Correction and Its Application in Text-based Personality Analysis. Isil Yakut Kilic and Shimei Pan: International Journal on Artificial Intelligence Tools (Accepted).

Designing Speech, Acoustic and Multimodal Interactions. Cosmin Munteanu, Pourang Irani, Sharon Oviatt, Matthew P. Aylett, Gerald Penn, Shimei Pan, Nikhil Sharma, Frank Rudzicz, Randy Gomez, Ben Cowan,Keisuke Nakamura:
CHI Extended Abstracts 2017: 601-608

How Reliable is Sentiment Analysis? A Multi-domain Empirical Investigation. Tao Ding and Shimei Pan, , Lecture Notes in Business Information Processing.

 

Personalized Emphasis Framing for Persuasive Message Generation
Tao Ding and Shimei Pan, EMNLP (Conference on Empirical Methods on Natural Language Processing), 2016.

[Best Paper Award] Analyzing and Preventing Bias in Text-based Personal Trait Prediction Algorithms
Isil Yakut Kilic and Shimei Pan, ICTAI (IEEE International Conference on Tools with Artificial Intelligence), 2016.

Predicting Gene Functional Interaction Using Semantic Word Embedding
Arpita Roy and Shimei Pan, ICTAI (IEEE International Conference on Tools with Artificial Intelligence), 2016.

Analyzing and Retrieving Illicit Drug-Related Posts from Social Media. Tao Ding, Arpita Roy, Zhiyuan Chen, Qian Zhu, Shimei Pan, , Workshop on Data Mining in Translational Biomedical Informatics (TBI) in conjunction of The IEEE International Conference on Bioinformatics and Biomedicine (BIBM) 2016

Designing Speech and Multimodal Interactions for Mobile, Wearable, and Pervasive Applications
Cosmin Munteanu, Pourang Irani, Sharon L. Oviatt, Matthew P. Aylett, Gerald Penn, Shimei Pan,Nikhil Sharma, Frank Rudzicz, Randy Gomez, Keisuke Nakamura, Kazuhiro Nakadai. ACM CHI Extended Abstracts, 2016

An Uncertainty-Aware Approach for Exploratory Microblog Retrieval
Mengchen Liu, Shixia Liu, Xizhou Zhu, Qinying Liao, Furu Wei and Shimei Pan, IEEE Transactions on Visualization and Computer Graphics (TVCG), 22(1), 2016

Cross-domain Error Correction in Personality Prediction
Isil Yakut Kilic and Shimei Pan, ECAI (European Conference on Artificial Intelligence), 2016.

The Stability and Usability of Statistical Topic Models
Yi Yang, Shimei Pan, Jie Lu, Mercan Topkara  and  Yangqiu Song
ACM Transactions on Interactive Intelligent Systems (TIIS) Special Issues on Highlights of Intelligent User Interfaces, 2016.

Improving Topic Model Stability for Effective Document Exploration
Yi Yang, Shimei Pan, Yangqiu Song, Jie Liu  and  Mercan Topkara
IJCAI (International Joint Conference on Artificial Intelligence) 2016.

 

Using Personal Traits for Brand Preference Prediction
Chao Yang, Shimei Pan, Jalal Mahmud, Huahai Yang, and Padmini Srinivasan
EMNLP 2015.

An Uncertainty-Aware Approach for Exploratory Microblog Retrieval 
Liu, M. ; Liu, S. ; Zhu, X. ; Liao, Q. ; Wei, F. ; Pan, S.
IEEE Visual Analytics Science and Technology (VAST) 2015

Expertise Signals for Public and Enterprise Social Q&A
Shimei Pan, Elijah Mayfield, Jie Lu and Jennifer Lai
International Conference on Web and Social Media (ICWSM), 2015.

[Best Paper Runner-Up] User-directed non-disruptive topic model update for effective exploration of dynamic content
Yi Yang, Shimei Pan, Jie Lu, Mercan Topkara
ACM International Conference on Intelligent User Interfaces (IUI) 2015 

LDAExplore: Visualizing Topic Models Generated Using Latent Dirichlet Allocation
Ashwinkumar Ganesan, Kiante Brantley, Shimei Pan and Jian Chen
IUI 2015 Workshop on Visual Text Analytics. 

Making Enterprise Recorded Meetings Easy to Discover and Share
Shimei Pan, Mercan Topkara, Steve Wood, Jeff Boston, Jennifer Lai
International Journal of Multimedia Data Engineering and Management, 2015 

 

Composite Search for Enterprise Distributed Multimedia Recorded Meetings
Shimei Pan, Mercan Topkara, Steve Wood, Jeff Boston, Jennifer Lai,  IEEE International Symposium on Multimedia (ISM), 2014 

Expediting Expertise: Supporting Informal Social Learning in the Enterprise
Jennifer Lai, Jie Lu, Shimei Pan, Danny Soroker, Mercan Topkara, Justin Weisz, Jeff Boston, Jason Crawford
ACM International Conference on Intelligent User Interfaces (IUI), 2014

Active Learning with Constrained Topic Model

Yi Yang, Shimei Pan, Doug Downey and Kunpeng Zhang
ACL 2014 Workshop on Interactive Language Learning, Visualization and Interfaces

Incorporating User Input in Topic Modeling

Yi Yang, Shimei Pan, Jie Lu, Mercan Topkara and Doug Downey
ACM CIKM 2014 Workshop on Interactive Mining for Big Data (ImBig), 2014 

PPLUM: A Framework for Large-Scale Personal Persuasion (Position Paper)

Shimei Pan and Michelle Zhou
ACM CIKM 2014 Workshop on Data-driven User Behavioral Modelling and Mining from Social Media , 2014 

 Knowledge acquisition and Chinese parsing based on corpus

C Yuang, C Huang, S Pan
COLING92, 1992