[SystemSafety] Failure Modes in ML

Ganesh J. Pai g.pai at ieee.org
Sun Dec 15 20:19:01 CET 2019


Many of the failure modes listed appear to be those of machine-learning
based software components; others are those of the processes/steps used to
develop those components and would be potential causes or mechanisms for
the former.

Is it common to have a failure modes identification combine the two
together?



On Sun, Dec 15, 2019 at 5:20 AM Peter Bernard Ladkin <ladkin at causalis.com>
wrote:

> For those interested in how current analytical methods can adapt to new SW
> techniques, here is a
> taxonomy of ML failure modes:
>
> https://docs.microsoft.com/en-us/security/failure-modes-in-machine-learning
>
> It was noted by Bruce Schneier, who is at Berkman-Klein, where some of the
> authors are, and
> published in his Crypto-Gram today, which is where I got it from.
>
> PBL
>
> Prof. Peter Bernard Ladkin, Bielefeld, Germany
> MoreInCommon
> Je suis Charlie
> Tel+msg +49 (0)521 880 7319  www.rvs-bi.de
>
>
>
>
>
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