Fairness in Artificial Intelligence

 

Machine decisions can affect our rights, and we need to ensure that Artificial Intelligence does not absorb biases by being trained on biased data.

Three papers to find out more: Machine Decisions and Human Consequences Teresa Scantamburlo, Andrew Charlesworth, Nello Cristianini in: Algorithmic Regulation, Yeung, K and Lodge, M eds, Oxford University Press (in press) https://arxiv.org/abs/1811.06747

Jia S., Lansdall-Welfare T., Cristianini N. (2018) Right for the Right Reason: Training Agnostic Networks. In: Duivesteijn W., Siebes A., Ukkonen A. (eds) Advances in Intelligent Data Analysis XVII. IDA 2018. Lecture Notes in Computer Science, vol 11191. Springer,  – https://link.springer.com/chapter/10.1007%2F978-3-030-01768-2_14 

Sutton A., Lansdall-Welfare T., Cristianini N. (2018) Biased Embeddings from Wild Data: Measuring, Understanding and Removing. In: Duivesteijn W., Siebes A., Ukkonen A. (eds) Advances in Intelligent Data Analysis XVII. IDA 2018. Lecture Notes in Computer Science, vol 11191. Springer, https://link.springer.com/chapter/10.1007%2F978-3-030-01768-2_27

A.I. and Human Autonomy

 

Is our autonomy affected by interacting with intelligent machines designed to persuade us?

An Analysis of the Interaction Between Intelligent Software Agents and Human Users
Burr, C., Cristianini, N. & Ladyman, J. Minds & Machines (2018) 28: 735.
https://link.springer.com/artic…/10.1007%2Fs11023-018-9479-0

Can Machines Read our Minds?
Burr, C. & Cristianini, N. Minds & Machines (2019).
https://link.springer.com/arti…/10.1007%2Fs11023-019-09497-4

Can Machines Read our Minds?

In different areas of science, researchers have discovered that our behaviour can be used by intelligent algorithms to infer psychometric information about us, including emotions, attitudes, aptitudes, beliefs and more. How will that be used? (click below for paper)

Can Machines Read our Minds?
Burr, C. & Cristianini, N. Minds & Machines (2019).
https://link.springer.com/arti…/10.1007%2Fs11023-019-09497-4

An Analysis of the Interaction Between Intelligent Software Agents and Human Users
Burr, C., Cristianini, N. & Ladyman, J. Minds & Machines (2018) 28: 735.
https://link.springer.com/artic…/10.1007%2Fs11023-018-9479-0