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The Converging Triangle of Cultural Content, Cognitive Science, and Behavioral Economics
How online cultural content is chosen based on conscious or subconscious criteria is an central question across a broad spectrum of sciences and for the entertainment industry, including content providers and distributors. To this end, a number of tailored analytics forming the backbone of recommend...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7256426/ http://dx.doi.org/10.1007/978-3-030-49190-1_18 |
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author | Drakopoulos, Georgios Giannoukou, Ioanna Mylonas, Phivos Sioutas, Spyros |
author_facet | Drakopoulos, Georgios Giannoukou, Ioanna Mylonas, Phivos Sioutas, Spyros |
author_sort | Drakopoulos, Georgios |
collection | PubMed |
description | How online cultural content is chosen based on conscious or subconscious criteria is an central question across a broad spectrum of sciences and for the entertainment industry, including content providers and distributors. To this end, a number of tailored analytics forming the backbone of recommendation engines specialized for retrieving cultural content are proposed. Their strength derives directly from well-established principles of cognitive science and behavioral economics, both scientific fields exploring aspects of human decision making. Another novel contribution of this conference paper is that these analytics are implemented in Neo4j expressed as Cypher queries. Various aspects of the cultural content and digital consumers can be naturally represented by appropriately configured vertices, whereas edges represent various connections indicating content delivery preferences. Early experiments conducted over a synthetic dataset mimicking the distributions of preferences and ratings of well-known movie datasets are encouraging as the proposed analytics outperformed the baseline of a multilayer feedforward neural network of various configurations. The synthetic dataset contains enriched preferences of mobile digital consumers of cultural content regarding literature of the Greek region of Ionian Islands. |
format | Online Article Text |
id | pubmed-7256426 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
record_format | MEDLINE/PubMed |
spelling | pubmed-72564262020-05-29 The Converging Triangle of Cultural Content, Cognitive Science, and Behavioral Economics Drakopoulos, Georgios Giannoukou, Ioanna Mylonas, Phivos Sioutas, Spyros Artificial Intelligence Applications and Innovations. AIAI 2020 IFIP WG 12.5 International Workshops Article How online cultural content is chosen based on conscious or subconscious criteria is an central question across a broad spectrum of sciences and for the entertainment industry, including content providers and distributors. To this end, a number of tailored analytics forming the backbone of recommendation engines specialized for retrieving cultural content are proposed. Their strength derives directly from well-established principles of cognitive science and behavioral economics, both scientific fields exploring aspects of human decision making. Another novel contribution of this conference paper is that these analytics are implemented in Neo4j expressed as Cypher queries. Various aspects of the cultural content and digital consumers can be naturally represented by appropriately configured vertices, whereas edges represent various connections indicating content delivery preferences. Early experiments conducted over a synthetic dataset mimicking the distributions of preferences and ratings of well-known movie datasets are encouraging as the proposed analytics outperformed the baseline of a multilayer feedforward neural network of various configurations. The synthetic dataset contains enriched preferences of mobile digital consumers of cultural content regarding literature of the Greek region of Ionian Islands. 2020-05-04 /pmc/articles/PMC7256426/ http://dx.doi.org/10.1007/978-3-030-49190-1_18 Text en © IFIP International Federation for Information Processing 2020 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Article Drakopoulos, Georgios Giannoukou, Ioanna Mylonas, Phivos Sioutas, Spyros The Converging Triangle of Cultural Content, Cognitive Science, and Behavioral Economics |
title | The Converging Triangle of Cultural Content, Cognitive Science, and Behavioral Economics |
title_full | The Converging Triangle of Cultural Content, Cognitive Science, and Behavioral Economics |
title_fullStr | The Converging Triangle of Cultural Content, Cognitive Science, and Behavioral Economics |
title_full_unstemmed | The Converging Triangle of Cultural Content, Cognitive Science, and Behavioral Economics |
title_short | The Converging Triangle of Cultural Content, Cognitive Science, and Behavioral Economics |
title_sort | converging triangle of cultural content, cognitive science, and behavioral economics |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7256426/ http://dx.doi.org/10.1007/978-3-030-49190-1_18 |
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