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Human-Centered AI for Data Science: A Systematic Approach


Oct 03, 2021
Dakuo Wang, Xiaojuan Ma, April Yi Wang


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It is AI's Turn to Ask Human a Question: Question and Answer Pair Generation for Children Storybooks in FairytaleQA Dataset


Sep 09, 2021
Bingsheng Yao, Dakuo Wang, Tongshuang Wu, Tran Hoang, Branda Sun, Toby Jia-Jun Li, Mo Yu, Ying Xu


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D2S: Document-to-Slide Generation Via Query-Based Text Summarization


May 08, 2021
Edward Sun, Yufang Hou, Dakuo Wang, Yunfeng Zhang, Nancy X. R. Wang

* accepted at NAACL 2021 

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Model LineUpper: Supporting Interactive Model Comparison at Multiple Levels for AutoML


Apr 09, 2021
Shweta Narkar, Yunfeng Zhang, Q. Vera Liao, Dakuo Wang, Justin D Weisz


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HAConvGNN: Hierarchical Attention Based Convolutional Graph Neural Network for Code Documentation Generation in Jupyter Notebooks


Mar 31, 2021
Xuye Liu, Dakuo Wang, April Wang, Lingfei Wu


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Preserve, Promote, or Attack? GNN Explanation via Topology Perturbation


Mar 25, 2021
Yi Sun, Abel Valente, Sijia Liu, Dakuo Wang


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CASS: Towards Building a Social-Support Chatbot for Online Health Community


Feb 04, 2021
Liuping Wang, Dakuo Wang, Feng Tian, Zhenhui Peng, Xiangmin Fan, Zhan Zhang, Shuai Ma, Mo Yu, Xiaojuan Ma, Hongan Wang


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How AI Developers Overcome Communication Challenges in a Multidisciplinary Team: A Case Study


Jan 13, 2021
David Piorkowski, Soya Park, April Yi Wang, Dakuo Wang, Michael Muller, Felix Portnoy

* 25 pages, 7 figures, 4 tables 

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AutoDS: Towards Human-Centered Automation of Data Science


Jan 13, 2021
Dakuo Wang, Josh Andres, Justin Weisz, Erick Oduor, Casey Dugan


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"Brilliant AI Doctor" in Rural China: Tensions and Challenges in AI-Powered CDSS Deployment


Jan 12, 2021
Dakuo Wang, Liuping Wang, Zhan Zhang, Ding Wang, Haiyi Zhu, Yvonne Gao, Xiangmin Fan, Feng Tian


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How Much Automation Does a Data Scientist Want?


Jan 07, 2021
Dakuo Wang, Q. Vera Liao, Yunfeng Zhang, Udayan Khurana, Horst Samulowitz, Soya Park, Michael Muller, Lisa Amini


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Solving Constrained CASH Problems with ADMM


Jul 11, 2020
Parikshit Ram, Sijia Liu, Deepak Vijaykeerthi, Dakuo Wang, Djallel Bouneffouf, Greg Bramble, Horst Samulowitz, Alexander G. Gray

* 7th ICML Workshop on Automated Machine Learning (2020) 

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DeepBrain: Towards Personalized EEG Interaction through Attentional and Embedded LSTM Learning


Feb 06, 2020
Di Wu, Huayan Wan, Siping Liu, Weiren Yu, Zhanpeng Jin, Dakuo Wang


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How do Data Science Workers Collaborate? Roles, Workflows, and Tools


Jan 26, 2020
Amy X. Zhang, Michael Muller, Dakuo Wang

* CSCW'2020 

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Trust in AutoML: Exploring Information Needs for Establishing Trust in Automated Machine Learning Systems


Jan 17, 2020
Jaimie Drozdal, Justin Weisz, Dakuo Wang, Gaurav Dass, Bingsheng Yao, Changruo Zhao, Michael Muller, Lin Ju, Hui Su

* IUI 2020 

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AutoAIViz: Opening the Blackbox of Automated Artificial Intelligence with Conditional Parallel Coordinates


Jan 17, 2020
Daniel Karl I. Weidele, Justin D. Weisz, Eno Oduor, Michael Muller, Josh Andres, Alexander Gray, Dakuo Wang

* 5 pages, 1 figure, IUI2020 

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How Data Scientists Work Together With Domain Experts in Scientific Collaborations: To Find The Right Answer Or To Ask The Right Question?


Sep 08, 2019
Yaoli Mao, Dakuo Wang, Michael Muller, Kush R. Varshney, Ioana Baldini, Casey Dugan, AleksandraMojsilović


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Human-AI Collaboration in Data Science: Exploring Data Scientists' Perceptions of Automated AI


Sep 05, 2019
Dakuo Wang, Justin D. Weisz, Michael Muller, Parikshit Ram, Werner Geyer, Casey Dugan, Yla Tausczik, Horst Samulowitz, Alexander Gray


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Out-of-Domain Detection for Low-Resource Text Classification Tasks


Aug 31, 2019
Ming Tan, Yang Yu, Haoyu Wang, Dakuo Wang, Saloni Potdar, Shiyu Chang, Mo Yu

* EMNLP 2019 

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Slack Channels Ecology in Enterprises: How Employees Collaborate Through Group Chat


Jun 04, 2019
Dakuo Wang, Haoyu Wang, Mo Yu, Zahra Ashktorab, Ming Tan


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Extracting Multiple-Relations in One-Pass with Pre-Trained Transformers


Feb 04, 2019
Haoyu Wang, Ming Tan, Mo Yu, Shiyu Chang, Dakuo Wang, Kun Xu, Xiaoxiao Guo, Saloni Potdar

* 8 pages 

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