journal article·2021Open access

A Knowledge-Based Pilot Study on Assessing the Music Influence

Sabin C. Buraga, Octavian Dospinescu

Computers, Materials & Continua· Volume 66· Issue 3

Abstract

A knowledge-driven approach is proposed for assessing the music influence on university students. The proposed method of modeling and conducting the interactive pilot study can be useful to convey other surveys, interviews, and experiments created in various phases of the user interface (UI) design processes, as part of a general human-computer interaction (HCI) methodology. Benefiting from existing semantic Web and linked data standards, best practices, and tools, a microservice-oriented system is developed as a testbed platform able to generate playlists in a smart way according to users’ music preferences. This novel approach could bring also benefits for user interface adaptation by using semantic Web techniques. Statistical analysis based on the ANOVA method and post-experiment survey data led to the conclusion that music listened has a significant impact on students’ cognitive abilities in various contexts. All obtained results were semantically enhanced by using different conceptual models in order to create a knowledge graph providing support for automated reasoning. Also, a knowledge-based persona Web smart editor was implemented in order to include music preferences for certain categories of the potential users operating a specific interactive system.
Source: openalex_inverted_index · Quality: baseline

Research context

OpenAlex topics: Persona Design and Applications · Technology Use by Older Adults · Usability and User Interface Design

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

References (40)

Show source-provided references
1. A framework to conduct and report on empirical user studies in semantic web contexts
2. Allemang · Semantic Web for the Working Ontologist · 202010.1145/3382097 ↗
3. A knowledge-based approach to the user-centered design process
4. S.Negru and S.Buraga, “Towards a conceptual model for describing the personas methodology, ” in IEEE 8th Int. Conf. on Intelligent Computer Communication and Processing, Cluj-Napoca, Romania, 2012.10.1109/ICCP.2012.6356169 ↗
5. Ontology for representing human needs10.1007/978-3-319-69548-8_14 ↗
6. Ousmer · 2019
7. A proposed paradigm for smart learning environment based on semantic web10.1016/j.chb.2016.08.030 ↗
8. Neilsen · Personas—User Focused Design · 201910.1007/978-1-4471-7427-1 ↗
9. Survey on ontologies for affective states and their influences10.3233/SW-170270 ↗
10. User interface adaptation of web-based services on the semantic web
11. Hussein · Semantic Models for Adaptive Interactive Systems · 201310.1007/978-1-4471-5301-6 ↗
12. The relevance of task-irrelevant sounds: Hemispheric lateralization and interactions with task-relevant streams
13. Bernardino · Effects of Music on Student’s Concentration Levels · 2017
14. Falcon · The Relationship Between Background Classical Music and Reading Comprehension on 7th and 8th Grade Students · 2017
15. Association of music with stress, test anxiety, and test grades among high school students
16. The ‘Mozart Effect’ and the mathematical connection10.1080/10790195.2012.10850354 ↗
17. The effect of background music on bullying: A pilot study10.1093/cs/cdt006 ↗
18. Myles · Effects of Background Music on Cognitive Tasks · 2017
19. Effect of background music in a computer word processing task10.3233/OER-150232 ↗
20. Effects of background music on concentration of workers10.3233/WOR-2011-1141 ↗
21. Can music with prosocial lyrics heal the working world? A field intervention in a call center10.1111/jasp.12282 ↗
22. Can preference for background music mediate the irrelevant sound effect?10.1002/acp.1731 ↗
23. Haake · Music Listening in UK Offices: Balancing Internal Needs and External Considerations · 2010
24. Modeling user preferences in recommender systems: A classification framework for explicit and implicit user feedback10.1145/2512208 ↗
25. Ferwerda · 2015
26. Baader · The Description Logic Handbook: Theory, Implementation and Applications · 2003
27. Schema.org: Evolution of structured data on the web10.1145/2844544 ↗
28. Processes, motivations, and issues for migrating to microservices architectures: An empirical investigation10.1109/MCC.2017.4250931 ↗
29. Microservices: Yesterday, today, and tomorrow10.1007/978-3-319-67425-4_12 ↗
30. Going serverless10.1145/3171583 ↗
31. DBpedia—A large-scale, multilingual knowledge base extracted from Wikipedia10.3233/SW-140134 ↗
32. Wikidata: A free collaborative knowledgebase10.1145/2629489 ↗
33. A survey of music similarity and recommendation from music context data10.1145/2542205.2542206 ↗
34. The perception of students from the economic area on the new learning methods in the knowledge society
35. Characterization of volume-based changes in cortical auditory evoked potentials and pre-pulse inhibition10.1038/s41598-017-11191-3 ↗
36. Linked data: Evolving the web into a global data space, synthesis lectures on the semantic web
37. Co-created personas: Engaging and empowering users with diverse needs within the design process
38. Understanding the student experience through the use of personas10.11120/ital.2012.11010004 ↗
39. User-centered design of a mobile medication management10.1080/17538157.2018.1437042 ↗
40. Assessment of user needs in wireless technologies10.1080/10400435.2005.10132096 ↗