SoftwareApplication
name: Value Preferences Estimation and Disambiguation in Hybrid Participatory Systems - code
description: Value Preferences Estimation and Disambiguation in Hybrid Participatory Systems - code
description: Code for the paper "Value Preferences Estimation and Disambiguation in Hybrid Participatory Systems", under review at JAIR. This code contains five value preferences estimation methods based on participants' choices and textual justifications for a survey. Further, it implements an Active Learning pipeline with three sampling strategies---random, uncertainty, and driven by the estimation of value preferences. The pre-trained Dutch mode RobBERT is used to perform value classification.
code repository: https://data.4tu.nl/v3/datasets/99c10aa9-36b4-47a1-81a3-dde5a702cdd6.git
author: https://orcid.org/0000-0002-8285-5867
author: https://orcid.org/0000-0002-7531-3154
author: https://orcid.org/0000-0003-4780-7461
author: https://orcid.org/0000-0002-1261-6908
keywords: Active Learning
keywords: NLP
keywords: Natural Language Processing
keywords: Value estimation
programming language: JSON
programming language: Markdown
programming language: Other
programming language: Python
license:
  creative work: creativeWork
    name: MIT

https://orcid.org/0000-0002-8285-5867
type: Person
given name: Enrico
family name: Liscio
name: Enrico Liscio

https://orcid.org/0000-0002-7531-3154
type: Person
given name: Luciano
family name: Cavalcante Siebert
name: Luciano Cavalcante Siebert

https://orcid.org/0000-0003-4780-7461
type: Person
given name: C.M.
family name: (Catholijn) Jonker
name: C.M. (Catholijn) Jonker

https://orcid.org/0000-0002-1261-6908
type: Person
given name: Pradeep K.
family name: Murukannaiah
name: Pradeep K. Murukannaiah