AutoDS: Towards Human-Centered Automation of Data Science

AutoDS: Towards Human-Centered Automation of Data Science

13 January 2021

Justin D. Weisz

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Papers citing "AutoDS: Towards Human-Centered Automation of Data Science"

13 / 13 papers shown

Title
Collaborative Multi-Agent Reinforcement Learning for Automated Feature Transformation with Graph-Driven Path Optimization Xiaohan Huang Dongjie Wang Zhiyuan Ning Ziyue Qiao Qingqing Long Haowei Zhu Yi Du Min-Ying Wu Yuanchun Zhou Meng Xiao 138 1 0 24 Apr 2025
Towards Feature Engineering with Human and AI's Knowledge: Understanding Data Science Practitioners' Perceptions in Human&AI-Assisted Feature Engineering Design Qian Zhu Dakuo Wang Shuai Ma April Yi Wang Zixin Chen Udayan Khurana Xiaojuan Ma 90 1 0 23 May 2024
On the Design and Study of an Installation for Office Workers to Amplify Temporal Diversity and Connection to Nature Josh Andres Rodolfo Ocampo Hannah R. Feldman Louisa Shen Charlton Hill Caroline Pegram Adrian Schmidt Justin Shave Brendan Wright 22 3 0 20 May 2024
Tracing and Visualizing Human-ML/AI Collaborative Processes through Artifacts of Data Work Jennifer Rogers Anamaria Crisan 84 7 0 05 Apr 2023
Natural Language to Code Generation in Interactive Data Science Notebooks Pengcheng Yin Wen-Ding Li Kefan Xiao Abhishek Rao Yeming Wen ... Paige Bailey Michele Catasta Henryk Michalewski Oleksandr Polozov Charles Sutton 82 66 0 19 Dec 2022
Assessment of cognitive characteristics in intelligent systems and predictive ability O. Kubryak Sergey Kovalchuk N. Bagdasaryan 28 1 0 16 Sep 2022
Visual Analysis of Neural Architecture Spaces for Summarizing Design Principles Jun Yuan Mengchen Liu Fengyuan Tian Shixia Liu 66 7 0 20 Aug 2022
Telling Stories from Computational Notebooks: AI-Assisted Presentation Slides Creation for Presenting Data Science Work Chengbo Zheng Dakuo Wang A. Wang Xiaojuan Ma 103 54 0 21 Mar 2022
Model LineUpper: Supporting Interactive Model Comparison at Multiple Levels for AutoML S. Narkar Yunfeng Zhang Q. V. Liao Dakuo Wang Justin D. Weisz 57 25 0 09 Apr 2021
Documentation Matters: Human-Centered AI System to Assist Data Science Code Documentation in Computational Notebooks A. Wang Dakuo Wang Jaimie Drozdal Michael J. Muller Soya Park Justin D. Weisz Xuye Liu Lingfei Wu Casey Dugan 116 66 0 24 Feb 2021
How AI Developers Overcome Communication Challenges in a Multidisciplinary Team: A Case Study David Piorkowski Soya Park A. Wang Dakuo Wang Michael J. Muller Felix Portnoy 89 134 0 13 Jan 2021
CASS: Towards Building a Social-Support Chatbot for Online Health Community Liuping Wang Dakuo Wang Feng Tian Zhenhui Peng Xiangmin Fan Zhan Zhang Shuai Ma Mo Yu Xiaojuan Ma Hongan Wang AI4MH 77 44 0 04 Jan 2021
"Brilliant AI Doctor" in Rural China: Tensions and Challenges in AI-Powered CDSS Deployment Dakuo Wang Liuping Wang Zhan Zhang Ding Wang Haiyi Zhu Yvonne Gao Xiangmin Fan Feng Tian 98 147 0 04 Jan 2021