UX design innovation: Challenges for working with machine learning as a design material
G Dove, K Halskov, J Forlizzi… - Proceedings of the 2017 …, 2017 - dl.acm.org
Machine learning (ML) is now a fairly established technology, and user experience (UX)
designers appear regularly to integrate ML services in new apps, devices, and systems …
designers appear regularly to integrate ML services in new apps, devices, and systems …
Investigating how experienced UX designers effectively work with machine learning
Machine learning (ML) plays an increasingly important role in improving a user's
experience. However, most UX practitioners face challenges in understanding ML's …
experience. However, most UX practitioners face challenges in understanding ML's …
Mapping machine learning advances from hci research to reveal starting places for design innovation
HCI has become particularly interested in using machine learning (ML) to improve user
experience (UX). However, some design researchers claim that there is a lack of design …
experience (UX). However, some design researchers claim that there is a lack of design …
A study of UX practitioners roles in designing real-world, enterprise ML systems
S Zdanowska, AS Taylor - Proceedings of the 2022 CHI Conference on …, 2022 - dl.acm.org
Opportunities for AI and machine learning (ML) are vast in current interactive systems
development. However, comparatively little is known about how functionality for the system …
development. However, comparatively little is known about how functionality for the system …
Bridging the Gap between UX Practitioners' work practices and AI-enabled design support tools
User interface (UI) and user experience (UX) design have become an indispensable part of
today's tech industry. Recently, much progress has been made in machine-learning-enabled …
today's tech industry. Recently, much progress has been made in machine-learning-enabled …
Wizard of oz prototyping for machine learning experiences
JT Browne - Extended abstracts of the 2019 CHI conference on …, 2019 - dl.acm.org
Machine learning is being adopted in a wide range of products and services. Despite its
adoption, design and research processes for machine learning experiences have yet to be …
adoption, design and research processes for machine learning experiences have yet to be …
Monsters, metaphors, and machine learning
Machine learning (ML) poses complex challenges for user experience (UX) designers.
Typically unpredictable and opaque, it may produce unforeseen outcomes detrimental to …
Typically unpredictable and opaque, it may produce unforeseen outcomes detrimental to …
[PDF][PDF] Machine learning as a UX design material: how can we imagine beyond automation, recommenders, and reminders?
Q Yang - AAAI Spring Symposia, 2018 - researchgate.net
I design user experiences for machine learning (ML) applications across several application
domains, from clinical decision support systems to context-aware mobile services, to …
domains, from clinical decision support systems to context-aware mobile services, to …
Design-inclusive UX research: design as a part of doing user experience research
APOS Vermeeren, V Roto… - Behaviour & Information …, 2016 - Taylor & Francis
Since the third wave in human–computer interaction (HCI), research on user experience
(UX) has gained momentum within the HCI community. The focus has shifted from …
(UX) has gained momentum within the HCI community. The focus has shifted from …
Understanding collaborative practices and tools of professional UX practitioners in software organizations
User experience (UX) has undergone a revolution in collaborative practices, due to tools
that enable quick feedback and continuous collaboration with a varied team across a …
that enable quick feedback and continuous collaboration with a varied team across a …