Engineering Dependable and Secure Machine Learning Systems: Third International Workshop, EDSMLS 2020, New York City, NY, USA, February 7, 2020, Revised Selected Papers
Author:   Onn Shehory ,  Eitan Farchi ,  Guy Barash
Publisher:   Springer Nature Switzerland AG
Edition:   1st ed. 2020
Volume:   1272
ISBN:  

9783030621438


Pages:   141
Publication Date:   08 November 2020
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
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Engineering Dependable and Secure Machine Learning Systems: Third International Workshop, EDSMLS 2020, New York City, NY, USA, February 7, 2020, Revised Selected Papers


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Author:   Onn Shehory ,  Eitan Farchi ,  Guy Barash
Publisher:   Springer Nature Switzerland AG
Imprint:   Springer Nature Switzerland AG
Edition:   1st ed. 2020
Volume:   1272
Weight:   0.454kg
ISBN:  

9783030621438


ISBN 10:   303062143
Pages:   141
Publication Date:   08 November 2020
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

Quality Management of Deep Learning Systems.- Can Attention Masks Improve Adversarial Robustness?.- Learner-Independent Data Omission Attacks.- Extraction of Complex DNN Models: Real Threat or Boogeyman?.- Principal Component Properties of Adversarial Samples.- FreaAI: Automated extraction of data slices to test machine learning models.- Density estimation in representation space to predict model uncertainty.- Automated detection of drift in deep learning based classifiers using network embedding.- Quality of syntactic implication of RL-based sentence summarization.- Dependable Neural Networks for Safety Critical Tasks.

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