[HTML][HTML] Human-in-the-loop machine learning: Reconceptualizing the role of the user in interactive approaches

O Gómez-Carmona, D Casado-Mansilla… - Internet of Things, 2024 - Elsevier
The rise of intelligent systems and smart spaces has opened up new opportunities for
human–machine collaborations. Interactive Machine Learning (IML) contribute to fostering …

Interacting meaningfully with machine learning systems: Three experiments

S Stumpf, V Rajaram, L Li, WK Wong, M Burnett… - International journal of …, 2009 - Elsevier
Although machine learning is becoming commonly used in today's software, there has been
little research into how end users might interact with machine learning systems, beyond …

[PDF][PDF] Towards an integrative theoretical framework of interactive machine learning systems

MA Meza Martínez, M Nadj, A Maedche - 2019 - core.ac.uk
Interactive machine learning (IML) is a learning process in which a user interacts with a
system to iteratively define and optimise a model. Although recent years have illustrated the …

Power to the people: The role of humans in interactive machine learning

S Amershi, M Cakmak, WB Knox, T Kulesza - AI magazine, 2014 - ojs.aaai.org
Intelligent systems that learn interactively from their end-users are quickly becoming
widespread. Until recently, this progress has been fueled mostly by advances in machine …

Introduction to the special issue on human-centered machine learning

R Fiebrink, M Gillies - ACM Transactions on Interactive Intelligent …, 2018 - dl.acm.org
Machine learning is one of the most important and successful techniques in contemporary
computer science. Although it can be applied to myriad problems of human interest …

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 …

Bringing humans at the epicenter of artificial intelligence: A confluence of AI, HCI and human centered computing

V Vishwarupe, S Maheshwari, A Deshmukh… - Procedia Computer …, 2022 - Elsevier
Abstract Artificial Intelligence (AI) and Human Computer Interaction (HCI) often intersect
under the purview of different technologies in a plethora of application areas, wherein it …

Review of the theory, principles, and design requirements of human-centric Internet of Things (IoT)

KF Ystgaard, L Atzori, D Palma, PE Heegaard… - Journal of Ambient …, 2023 - Springer
The rapid evolution of Internet of Things (IoT) technologies, with ever more profound
implications for humans and societies, has triggered visions and initiatives to re-align the …

Grounding interactive machine learning tool design in how non-experts actually build models

Q Yang, J Suh, NC Chen, G Ramos - Proceedings of the 2018 designing …, 2018 - dl.acm.org
Machine learning (ML) promises data-driven insights and solutions for people from all walks
of life, but the skill of crafting these solutions is possessed by only a few. Emerging research …

AI-TAM: a model to investigate user acceptance and collaborative intention in human-in-the-loop AI applications

I Baroni, GR Calegari, D Scandolari… - Human Computation, 2022 - 104.237.144.41
More and more frequently, digital applications make use of Artificial Intelligence (AI)
capabilities to provide advanced features; on the other hand, human-in-the-loop approaches …