publication . Report . Other literature type . 2018

BigDataGrapes D5.3 - Trust-aware Decision Support System

Htun, Nyi Nyi; Rojo, Diego; Verbert, Katrien;
Open Access English
  • Published: 20 Dec 2018
Abstract
This document presents an update of deliverable 5.3 where we design and evaluate a trust-aware decision support system that uses visualisation techniques to explain the influence of input (predictor) variables on prediction outcomes. Research has shown that prediction models currently employed in agricultural decision support systems (DSSs) remain opaque to users and hidden behind the software. This black-box nature can often lead to users not trusting the system’s decisions especially when the system fails to provide meaningful explanations. Previous work has expressed that explaining a model’s predictions is an important approach for earning users’ trust. Visu...
Subjects
free text keywords: decision support system, trust-aware, grape quality, explanation, expert knowledge, knowledge augmentation, visualisation techniques; prediction models; decision support systems (DSS); grapes; agriculture
Funded by
EC| BigDataGrapes
Project
BigDataGrapes
Big Data to Enable Global Disruption of the Grapevine-powered Industries
  • Funder: European Commission (EC)
  • Project Code: 780751
  • Funding stream: H2020 | RIA
Communities
Agricultural and Food Sciences
Socio-economic impact of digitalisation in rural areas
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Report . 2019
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Zenodo
Other literature type . 2018
Provider: Datacite
Zenodo
Other literature type . 2019
Provider: Datacite
Zenodo
Other literature type . 2019
Provider: Datacite
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publication . Report . Other literature type . 2018

BigDataGrapes D5.3 - Trust-aware Decision Support System

Htun, Nyi Nyi; Rojo, Diego; Verbert, Katrien;