Data Synthesis and Evaluation for Data-Oriented AI Systems. (VSI: DataAI2021)

in Special Issue   Posted on April 22, 2021 

Information for the Special Issue

Submission Deadline: Fri 01 Oct 2021
Journal Impact Factor : 2.552
Journal Name : Journal of Systems Architecture
Journal Publisher:
Website for the Special Issue: https://www.journals.elsevier.com/journal-of-systems-architecture/call-for-papers/synthesis-and-evaluation-for-data
Journal & Submission Website: https://www.journals.elsevier.com/journal-of-systems-architecture

Special Issue Call for Papers:

State-of-the-art Artificial Intelligence (AI) systems, especially Deep Learning (DL) based systems, are highly dependent on the training/tuning data. Here AI systems includes all kind of practical systems using AI techniques, such as Cloud/Edge systems, IoT systems, CPS systems, etc. The invasive development and implementations of AI have thus incurred tremendous demands over the data market. Efficient and accurate synthesis of a given dataset is critical to AI systems. For example, data that of higher utilities with more representative features can help AI systems converge faster with higher performance over unseen data, thus reducing overall overhead. On the other hand, noise data, mislabelled data, and other outliers could result in a weaker performance and redundant computational overhead. Malicious data in a given dataset, e.g., poisoned data and backdoored data, can mislead the AI systems and result in poisoned models that behave maliciously with adversaries’ manipulations. It is of paramount importance to review and assess novel developments of data synthesis and evaluation for various AI systems in real life to promote higher efficiency and secure AI implementation in both industry and academia. Topics of interest include (but not limited to):

Submission Details:

General information for submitting papers to JSA can be found at https://www.journals.elsevier.com/journal-of-systems-architecture. Submissions should be made online at https://www.editorialmanager.com/jsa/. Please select the “VSI: DataAI2021” option as the type of the paper during the submission process. Please direct all enquiries regarding this SI to Meikang Qiu.

JSA has adopted the Virtual Special Issue model to speed up the publication process, where Special Issue papers are published in regular issues, but marked as SI papers. Acceptance decisions are made on a rolling basis. Therefore, authors are encouraged to submit papers early, and need not wait until the submission deadline.

Important Dates:

Submission deadline: 1 Oct. 2021

All decisions finalized: 15 March 2021

Guest Editors:

Prof. Meikang Qiu
Department of Computer Science
Texas A&M University Commerce, USA
Email: [email protected]

Prof. Han Qiu
Institute for Network Sciences and Cyberspace
Tsinghua University, China
Email: [email protected]

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