Ethical Awareness in Paralinguistics: A Taxonomy of Applications

被引：7

作者：

Batliner, Anton ^{[1
]}

Neumann, Michael ^{[2
,3
]}

Burkhardt, Felix ^{[4
,5
]}

Baird, Alice ^{[1
,6
]}

Meyer, Sarina ^{[2
]}

Vu, Ngoc Thang ^{[2
]}

Schuller, Bjorn W. ^{[1
,4
,7
]}

机构：

[1] Univ Augsburg, Chair Embedded Intelligence Hlth Care & Wellbeing, Augsburg, Germany

[2] Univ Stuttgart, Inst Nat Language Proc IMS, Stuttgart, Germany

[3] Modal AI Inc, San Francisco, CA 94105 USA

[4] AudEERING GmbH, Gilching, Germany

[5] Tech Univ Berlin, Inst Language & Commun, Berlin, Germany

[6] Hume AI, New York, NY USA

[7] Imperial Coll London, GLAM Grp Language Audio & Mus, London, England

来源：

INTERNATIONAL JOURNAL OF HUMAN-COMPUTER INTERACTION | 2023年 / 39卷 / 09期

关键词：

EMOTION RECOGNITION; TECHNOLOGY; CHALLENGES; STATE; BIAS;

D O I：

10.1080/10447318.2022.2140385

中图分类号：

TP3 [计算技术、计算机技术];

学科分类号：

0812 ;

摘要：

Since the end of the last century, the automatic processing of paralinguistics has been investigated widely and put into practice in many applications, on wearables, smartphones, and computers. In this contribution, we address ethical awareness for paralinguistic applications, by establishing taxonomies for data representations, system designs for and a typology of applications, and users/test sets and subject areas. These are related to an "ethical grid" consisting of the most relevant ethical cornerstones, based on principalism. The characteristics of and the interdependencies between these taxonomies are described and exemplified. This makes it possible to assess more or less critical "ethical constellations." To the best of our knowledge, this is the first attempt of its kind.

引用

页码：1904 / 1921

页数：18

共 120 条

[1] Peeking Inside the Black-Box: A Survey on Explainable Artificial Intelligence (XAI) [J].

Adadi, Amina ;

Berrada, Mohammed .

IEEE ACCESS, 2018, 6 :52138-52160

[2]

Aggarwal V, 2020, INT CONF ACOUST SPEE, P6179, DOI [10.1109/icassp40776.2020.9053678, 10.1109/ICASSP40776.2020.9053678]

[3]

[Anonymous], 1926, NATURE, V118, P901

[4]

[Anonymous], 2017, P AAAI FALL S SERIES

[5]

[Anonymous], 1993, ICD 10 CLASSIFICATIO

[6]

Bahari M.H., 2011, 2011 IEEE WORKSH BIO, P1, DOI [10.1109/BIOMS.2011.6052385, DOI 10.1109/BIOMS.2011.6052385]

[7] Ethics, Transparency, and Public Health at the Intersection of Innovation and Facebook's Suicide Prevention Efforts [J].

Barnett, Ian ;

Torous, John .

ANNALS OF INTERNAL MEDICINE, 2019, 170 (08) :565-+

[8] Can emotion recognition be taught to children with autism spectrum conditions? [J].

Baron-Cohen, Simon ;

Golan, Ofer ;

Ashwin, Emma .

PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES, 2009, 364 (1535) :3567-3574

[9] Explainable Artificial Intelligence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AI [J].

Barredo Arrieta, Alejandro ;

Diaz-Rodriguez, Natalia ;

Del Ser, Javier ;

Bennetot, Adrien ;

Tabik, Siham ;

Barbado, Alberto ;

Garcia, Salvador ;

Gil-Lopez, Sergio ;

Molina, Daniel ;

Benjamins, Richard ;

Chatila, Raja ;

Herrera, Francisco .

INFORMATION FUSION, 2020, 58 :82-115

[10] Emotional Expressions Reconsidered: Challenges to Inferring Emotion From Human Facial Movements [J].

Barrett, Lisa Feldman ;

Adolphs, Ralph ;

Marsella, Stacy ;

Martinez, Aleix M. ;

Pollak, Seth D. .

PSYCHOLOGICAL SCIENCE IN THE PUBLIC INTEREST, 2019, 20 (01) :1-68

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