A comprehensive approach to reviewing latent topics addressed by literature across multiple disciplines

A comprehensive approach to reviewing latent topics addressed by literature across multiple disciplines

de Wildt, T.E. (TU Delft Energie and Industrie)
Chappin, E.J.L. (TU Delft Energie and Industrie)
van de Kaa, G. (TU Delft Economics of Technology and Innovation)
Herder, P.M. (TU Delft Energie and Industrie)

2018

This paper proposes an approach to capturing and reviewing scientific literature addressing latent topics across multiple scientific fields. As latent topics like moral values are affected by word polysemy and synonymy, a traditional keyword-based approach is often ineffective and therefore inappropriate. As a result, scientific literature addressing latent topics tends to be fragmented thereby constraining efforts to address similar and complementary research challenges. A novel approach to reviewing the literature by utilizing both semantic fields and probabilistic topic models has therefore been developed. We illustrate this approach by reviewing the literature addressing the value justice in the energy sector and compare this with a regular keyword-based approach. The new approach results in a more complete overview of the relevance of energy justice as compared to the traditional keyword-based approach. This novel approach can be applied to other latent topics including other values or phenomena such as societal resistance to technologies, thereby leading to an increased understanding of existing relevant literature and the identification of new areas of research.

Energy sector
Justice
Latent topics
Moral values
Probabilistic topic models
Semantic fields

http://resolver.tudelft.nl/uuid:571180d5-82c0-4214-a9e1-9c475853d8a6

https://doi.org/10.1016/j.apenergy.2018.06.082

0306-2619

Applied Energy, 228, 2111-2128

Institutional Repository

journal article

© 2018 T.E. de Wildt, E.J.L. Chappin, G. van de Kaa, P.M. Herder