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SERVICES

DIH4AISec, De-biasing data-based models

TYPE
-
REGION
Germany, Hannover
LANGUAGE
English, German

We provide support for the removal of bias in datasets or models generated from data.

SERVICE DESCRIPTION

AI techniques based on big data and algorithmic processing are increasingly used to guide decisions in important societal spheres, including hiring decisions, university admissions, loan granting, and crime prediction.

The discriminative impact of AI-based decision-making to certain population groups has been already observed in a variety of cases and the need to move beyond traditional AI algorithms optimized for predictive performance has been identified.

We offer support and advice on how standards of unbiased attitudes and non-discriminatory practices can be incorporated in big data analysis and algorithm-based decision-making.

SPECIAL ACCESS CONDITIONS

None

PREREQUISITES

None

CASE EXAMPLES

Possible use cases are in all areas, where personal data is used to train a decision making model. These are particularly vulnarable to bias resulting from the training data. One application example are financial services, where credit limit models can be biased (directly or indirectly) by home address, age, gender, etc.

SERVICE OFFERED BY

MEMBER
DIH4AISec
TYPE
DIH
COUNTRY
Germany

MORE INFORMATION ABOUT THIS SERVICE

Data Controller: INSTITUTO TECNOLÓGICO DE INFORMÁTICA (G96278734)
Purposes and legal basis: We will use your personal data to contact you back and answer your inquiries and provide you with information regarding our activity and in connection with our developments, research and services.
Data recipients: Your personal data will only be shared with the DIH your inquiry or information request may concern.
Rights: Regarding your personal data you have the right to access, rectify, erase, data portability, restrict processing , object, consent withdrawal and to file a complaint before the Supervisory Authority. More info
Exercise of rights: You can exercise the aforementioned rights by sending an e-mail to the e-mail address: dpo@iti.es or by sending a letter to the address Camino de Vera s/n, CPI Edif. 8, Acceso B, 46022 Valencia (Spain).