Hybrid recommendations and dynamic authoring for AR knowledge capture and re-use in diagnosis applications

Amo, Iñigo Fernández del; Erkoyuncu, John Ahmet; Farsi, Maryam; Ariansyah, Dedy

doi:10.1016/j.knosys.2021.107954

Cited by 10 publications

(7 citation statements)

References 40 publications

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“…Most of the studies have specified the age group and some used relevant groups for the case study/testing purposes. Few papers haven't mentioned the target age group and they are mainly to educate the general public [22], [23]. The systematic review counted them under the other category.…”

Section: Review Process Analysis and Discussionmentioning

confidence: 99%

Data Visualization Using Augmented Reality for Education: A Systematic Review

Ekanayake

Gayanika²

2022

2022 7th International Conference on Business and Industrial Research (ICBIR)

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Current education systems use data visualization to present the data in a more comprehensible format. Augmented data visualization is an extended version to present the data in a 2D or 3D form in our field of vision. This study conducted a systematic literature review to identify the current state of the art research in augmented reality and potential future research. Research paid especial attention towards the effective use of augmented reality for data visualization to offer a better pedagogical experience. A total of 39 studies have been filtered between 2017 to 2021 from two recognized databases, IEEE Xplore and ScienceDirect. Three research questions are designed for further analysis. Finally, the paper concludes with a future projection and uncovers research gaps that need to be addressed.

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Section: Review Process Analysis and Discussionmentioning

confidence: 99%

Data Visualization Using Augmented Reality for Education: A Systematic Review

Ekanayake

Gayanika²

2022

2022 7th International Conference on Business and Industrial Research (ICBIR)

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“…The authors of the publication «Hybrid Recommendations and Dynamic Authoring for AR Knowledge Capture and Re-Use in Diagnosis Applications» [8] explore the potential of hybrid recommendation systems and dynamic authoring in the context of augmented reality for knowledge capture and its reuse in diagnostic applications. They point to the expansion of the capabilities of recommender systems beyond their traditional uses, emphasizing integration with complex technological solutions to improve diagnostic applications.…”

Section: Recommendation Systems In Art Personalizationmentioning

confidence: 99%

Personalization of Visual Content of Interactive Art in Augmented Reality Based on Individual User Preferences

Kuliahin

2024

CNCS

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Topicality. In connection with the development of AR technologies and their use in interactive art, there is a growing need to develop methods of personalizing visual content, focused on the individual preferences of users. Research methods. Neural collaborative filtering method, generalized matrix factorization method, mood analysis on video. The purpose of the article: Researching the possibilities of improving the personalization of visual content in interactive art by evaluating the emotional reactions of users and their implicit feedback. The results obtained. The application of neural collaborative filtering and generalized matrix factorization to create adapted visual content in interactive art in AR was considered, which will significantly increase the relevance and immersion of users in interactive works. Conclusion. The considered approach can be used to improve immersiveness and personalization during user interaction with interactive art in AR.

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“…Based on a reference corpus resulting from a search for scientific publications in books, journals and conference papers on the keywords virtual museums , digital twins , emerging technologies and sensor in leading science databases [ 1 , 2 , 3 , 4 , 5 , 6 , 7 , 8 , 9 , 10 , 11 , 12 , 13 , 14 , 15 , 16 , 17 , 18 , 19 , 20 , 21 , 22 , 23 , 24 , 25 , 26 , 27 , 28 , 29 , 30 , 31 , 32 , 33 , 34 , 35 , 36 , 37 , 38 , 39 , 40 , 41 , 42 , 43 ], we classify DTs according to their application areas, relevant technologies and concepts depending on type, focus and features, sensor technology used and adaptation or innovation power throughout their life cycle. Design, realization, operation and evolution are guided by experts, engineers, customers, curators, software engineers and visitors, all of whom define adequate quality criteria (QC) and metrics (QM) for DTs and ViMs V&VA.…”

Section: Introductionmentioning

confidence: 99%

“…In this review paper, we examine prominent science databases for occurrences of the terms virtual, museum, digital, twin, emerging, technologies, and sensor in journals, book chapters, conference papers and ePublications. Recent searches in Scopus, IEEEXplore, and Google Scholar with the search string “virtual AND museum AND digital AND twin AND emerging AND technologies AND sensor” yield 43 relevant publications [ 1 , 2 , 3 , 4 , 5 , 6 , 7 , 8 , 9 , 10 , 11 , 12 , 13 , 14 , 15 , 16 , 17 , 18 , 19 , 20 , 21 , 22 , 23 , 24 , 25 , 26 , 27 , 28 , 29 , 30 , 31 , 32 , 33 , 34 , 35 , 36 , 37 , 38 , 39 , 40 , 41 , 42 , 43 ] from the last 13 years, 34 of which were in Scopus, 3 of which were excluded because the keywords were used in other meanings, such as “Siamese twins” (cf. Figure 1 and Figure A1 in the Appendix A ).…”

Section: Introductionmentioning

confidence: 99%

“…Figure 1 and Figure A1 in the Appendix A ). The authors in [ 7 ] proposed dynamic authoring and hybrid recommender methods for accurate AR-based reporting [ 17 ] reported on specific human factors associated with and related to technology use in society, both without reference to virtual museums or use of DT concepts; the author of [ 34 ] dealt with the microscopic motile fauna of aquatic sediments and twin islands.…”

Section: Introductionmentioning

confidence: 99%

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Digital Twins and Enabling Technologies in Museums and Cultural Heritage: An Overview

Luther

Baloian

Biella

et al. 2023

Sensors

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This paper presents an overview of various types of virtual museums (ViM) as native artifacts or as digital twins (DT) of physical museums (PM). Depending on their mission and features, we discuss various enabling technologies and sensor equipment with their specific requirements and complexities, advantages and drawbacks in relation to each other at all stages of a DT’s life cycle. A DT is a virtual construct and embodies innovative concepts based on emerging technologies (ET) using adequate sensor configurations for (meta-)data import and exchange. Our keyword-based search for articles, conference papers, (chapters from) books and reviews yielded 43 contributions and 43 further important references from Industry 4.0, Tourism and Heritage 4.0. After closer examination, a reference corpus of 40 contributions was evaluated in detail and classified along with their variants of DT—content-, communication-, and collaboration-centric and risk-informed ViMs. Their system features correlate with different application areas (AA), new or improved technologies—mostly still under development—and sensors used. Our proposal suggests a template-based, generative approach to DTs using standardized metadata formats, expert/curator software and customers’/visitors’ engagement. It advocates for stakeholders’ collaboration as part of a comprehensive validation and verification assessment (V&VA) throughout the DT’s entire life cycle.

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Hybrid recommendations and dynamic authoring for AR knowledge capture and re-use in diagnosis applications

Cited by 10 publications

References 40 publications

Data Visualization Using Augmented Reality for Education: A Systematic Review

Data Visualization Using Augmented Reality for Education: A Systematic Review

Personalization of Visual Content of Interactive Art in Augmented Reality Based on Individual User Preferences

Digital Twins and Enabling Technologies in Museums and Cultural Heritage: An Overview

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