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Policing functions for machine learning systems

Policing functions for machine learning systems
Policing functions for machine learning systems
Machine learning (ML) systems typically involve complex decision making mechanisms while lack clear and concise specifications. Demonstrating the quality of ML systems therefore is a challenging task. We propose an approach combining formal methods and metamorphic testing for improving the quality of ML systems. In particular, our framework enables the possibility of developing policing functions for runtime monitoring ML systems based on metamorphic relations.
Hoang, Thai Son
dcc0431d-2847-4e1d-9a85-54e4d6bab43f
Sato, Naoto
3fc2809c-6041-4c12-897e-a1aa20ab6ac8
Myosin, Tomoyuki
d222c726-4f75-4df9-ae79-3c73501319b7
Butler, Michael
54b9c2c7-2574-438e-9a36-6842a3d53ed0
Nakagawa, Yuichiroh
74face77-fdcc-4f69-ab70-1e0f655ba282
Ogawa, Hideto
ecd9a161-8657-49ea-b5fc-5c7de1efae2c
Hoang, Thai Son
dcc0431d-2847-4e1d-9a85-54e4d6bab43f
Sato, Naoto
3fc2809c-6041-4c12-897e-a1aa20ab6ac8
Myosin, Tomoyuki
d222c726-4f75-4df9-ae79-3c73501319b7
Butler, Michael
54b9c2c7-2574-438e-9a36-6842a3d53ed0
Nakagawa, Yuichiroh
74face77-fdcc-4f69-ab70-1e0f655ba282
Ogawa, Hideto
ecd9a161-8657-49ea-b5fc-5c7de1efae2c

Hoang, Thai Son, Sato, Naoto, Myosin, Tomoyuki, Butler, Michael, Nakagawa, Yuichiroh and Ogawa, Hideto (2018) Policing functions for machine learning systems. Workshop on Verification and Validation of Autonomous Systems: Satellite Workshop of Floc 2018, Oxford, United Kingdom. 18 - 19 Jul 2018. (In Press)

Record type: Conference or Workshop Item (Paper)

Abstract

Machine learning (ML) systems typically involve complex decision making mechanisms while lack clear and concise specifications. Demonstrating the quality of ML systems therefore is a challenging task. We propose an approach combining formal methods and metamorphic testing for improving the quality of ML systems. In particular, our framework enables the possibility of developing policing functions for runtime monitoring ML systems based on metamorphic relations.

Full text not available from this repository.

More information

Accepted/In Press date: 24 May 2018
Venue - Dates: Workshop on Verification and Validation of Autonomous Systems: Satellite Workshop of Floc 2018, Oxford, United Kingdom, 2018-07-18 - 2018-07-19

Identifiers

Local EPrints ID: 421233
URI: https://eprints.soton.ac.uk/id/eprint/421233
PURE UUID: 071c518b-3231-4c5c-9592-4dd3cb05cbdc
ORCID for Thai Son Hoang: ORCID iD orcid.org/0000-0003-4095-0732
ORCID for Michael Butler: ORCID iD orcid.org/0000-0003-4642-5373

Catalogue record

Date deposited: 25 May 2018 16:30
Last modified: 06 Jun 2018 13:04

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