A Human Factors Approach to Enhanced Machine Learning in Cars

Joseph Smyth; Stewart Birrell; Lech Birek; Kris Kobylinski; Alex Mouzakitis; P. Jennings

A Human Factors Approach to Enhanced Machine Learning in Cars

Joseph Smyth, Stewart Birrell, Lech Birek, Kris Kobylinski, Alex Mouzakitis, P. Jennings

Research output: Chapter in Book/Report/Conference proceeding › Conference proceeding › peer-review

Abstract

Using machine learning techniques, it is possible to learn and subsequently automate certain driver-focused features in consumer vehicles. A human factors approach is taken to review current machine learning systems. Subsequently, it is found that current methods used for machine learning involve long learning times and might not be sufficient to grasp a true understanding of interaction, routine and feature use - a new method is proposed. Issues surrounding trust and acceptance in automation are also explored and recommendations made.

Original language	English
Title of host publication	Contemporary Ergonomics & Human Factors 2017
Editors	Rebecca Charles, John Wilkinson
Publisher	Chartered Institute of Ergonomics & Human Factors
ISBN (Electronic)	978-1-5272-0762-2
Publication status	Published - 18 Dec 2018
Externally published	Yes
Event	Ergonomics & Human Factors 2017 - Daventry, United Kingdom Duration: 25 Apr 2017 → 27 Apr 2017

Conference

Conference	Ergonomics & Human Factors 2017
Country/Territory	United Kingdom
City	Daventry
Period	25/04/17 → 27/04/17

Cite this

@inproceedings{58158fde5a5c42e3b154d2fbb04b0a65,

title = "A Human Factors Approach to Enhanced Machine Learning in Cars",

abstract = "Using machine learning techniques, it is possible to learn and subsequently automate certain driver-focused features in consumer vehicles. A human factors approach is taken to review current machine learning systems. Subsequently, it is found that current methods used for machine learning involve long learning times and might not be sufficient to grasp a true understanding of interaction, routine and feature use - a new method is proposed. Issues surrounding trust and acceptance in automation are also explored and recommendations made.",

author = "Joseph Smyth and Stewart Birrell and Lech Birek and Kris Kobylinski and Alex Mouzakitis and P. Jennings",

year = "2018",

month = dec,

day = "18",

language = "English",

editor = "Rebecca Charles and John Wilkinson",

booktitle = "Contemporary Ergonomics & Human Factors 2017",

publisher = "Chartered Institute of Ergonomics & Human Factors",

address = "United Kingdom",

note = "Ergonomics & Human Factors 2017 ; Conference date: 25-04-2017 Through 27-04-2017",

}

TY - GEN

T1 - A Human Factors Approach to Enhanced Machine Learning in Cars

AU - Smyth, Joseph

AU - Birrell, Stewart

AU - Birek, Lech

AU - Kobylinski, Kris

AU - Mouzakitis, Alex

AU - Jennings, P.

PY - 2018/12/18

Y1 - 2018/12/18

N2 - Using machine learning techniques, it is possible to learn and subsequently automate certain driver-focused features in consumer vehicles. A human factors approach is taken to review current machine learning systems. Subsequently, it is found that current methods used for machine learning involve long learning times and might not be sufficient to grasp a true understanding of interaction, routine and feature use - a new method is proposed. Issues surrounding trust and acceptance in automation are also explored and recommendations made.

AB - Using machine learning techniques, it is possible to learn and subsequently automate certain driver-focused features in consumer vehicles. A human factors approach is taken to review current machine learning systems. Subsequently, it is found that current methods used for machine learning involve long learning times and might not be sufficient to grasp a true understanding of interaction, routine and feature use - a new method is proposed. Issues surrounding trust and acceptance in automation are also explored and recommendations made.

M3 - Conference proceeding

BT - Contemporary Ergonomics & Human Factors 2017

A2 - Charles, Rebecca

A2 - Wilkinson, John

PB - Chartered Institute of Ergonomics & Human Factors

T2 - Ergonomics & Human Factors 2017

Y2 - 25 April 2017 through 27 April 2017

ER -

A Human Factors Approach to Enhanced Machine Learning in Cars

Abstract

Conference

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