Conflict and Cooperation: AI Research and Development in terms of the Economy of Conventions

10/17/2019
by   David Solans, et al.
0

Artificial Intelligence (AI) and its relation with societies is increasingly becoming an interesting object of study from the perspective of sociology and other disciplines. Theories such as the Economy of Conventions (EC) are usually applied in the context of interpersonal relations but there is still a clear lack of studies around how this and other theories can shed light on interactions between human an autonomous systems. This work is focused into studying a preliminary step that is a key enabler for the subsequent interaction between machines and humans: how the processes of researching, designing and developing AI related systems reflect different moral registers, represented by conventions within the EC. Having a better understanding of those conventions guiding the advances in AI is considered as the first and required advance to understand the conventions afterwards reflected by those autonomous systems in the interactions with societies. For this purpose, we develop an iterative tool based on active learning to label a data set from the field of AI and Machine Learning (ML) research and present preliminary results of a supervised classifier trained on these conventions. To further demonstrate the feasibility of the approach, the results are contrasted with a classifier trained on software conventions.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
02/10/2022

Proceedings of the Robust Artificial Intelligence System Assurance (RAISA) Workshop 2022

The Robust Artificial Intelligence System Assurance (RAISA) workshop wil...
research
01/15/2021

Player-AI Interaction: What Neural Network Games Reveal About AI as Play

The advent of artificial intelligence (AI) and machine learning (ML) bri...
research
09/28/2018

Hows and Whys of Artificial Intelligence for Public Sector Decisions: Explanation and Evaluation

Evaluation has always been a key challenge in the development of artific...
research
03/14/2019

Theories of Parenting and their Application to Artificial Intelligence

As machine learning (ML) systems have advanced, they have acquired more ...
research
02/13/2023

Validation of artificial intelligence containing products across the regulated healthcare industries

Purpose: The introduction of artificial intelligence / machine learning ...
research
09/13/2023

Collectionless Artificial Intelligence

By and large, the professional handling of huge data collections is rega...
research
10/08/2019

Can We Distinguish Machine Learning from Human Learning?

What makes a task relatively more or less difficult for a machine compar...

Please sign up or login with your details

Forgot password? Click here to reset