The third Workshop on Data Science with Human-in-the-loop (DaSH) will be co-located with KDD 2021 (https://www.kdd.org/kdd2021/) conference. The workshop and KDD conference will be virtual.
Call for Papers
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We invite submissions describing innovations and implementations that focus on understanding how to optimize human-computer cooperation and minimize human effort along the data science pipeline in a wide range of data science tasks and real-world applications.
Topics of interest to this workshop include, but are not limited to:
Supervised learning with human-in-the-loop
Human intervention in unsupervised learning
Human intervention and unintended model bias and overfitting
Human-assisted knowledge extraction
Expert-guided knowledge injection in modeling
Human and computer cooperation in data cleaning, preparation, representation
Optimizing human effort in data annotation and labeling
Human feedback in error analysis and model improvement
Enabling non-machine learning experts to build data science models
Formal and higher abstractions for human-machine interaction in data science
User interfaces for data cleaning, processing, annotation, and labeling
User interfaces that facilitate building data science models
Human-in-the-loop issues in mining of text data, image and video data, social media data, graph data, sequential data
Human-in-the-loop issues in building data science models in scientific, business, and engineering domains
Submission
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Authors are invited to submit either of the following:
Original, unpublished research papers that are not being considered for publication in any other forum. Research papers are limited to six pages in length, excluding references.
Short papers of late-breaking work and work in progress. Abstracts are limited to two pages.
Authors of both types of papers will need to present these papers at DaSH.
Submissions to the workshop must be in PDF and should follow the KDD paper formatting. All submissions should be anonymized to facilitate double blind reviewing. To submit a paper, please access the submission link: https://easychair.org/conferences/?conf=dash2021
Important Dates
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Submission deadline ― 1 June 2021
Notification ― 22 June 2021
Camera ready ― 30 June 2021
Workshop Dates ― 14-18 August 2021
All deadlines are 11.59pm UTC -12h