Semantic Information Market For The Metaverse: An Auction Based Approach

Lotfi, Ismail; Niyato, Dusit; Sun, Sumei; Kim, Dong In; Erol‐Kantarci, Melike; Miao, Yuan

doi:10.1109/fnwf55208.2022.00115

Cited by 23 publications

(10 citation statements)

References 13 publications

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“…Technological developments are unstoppable at this time, making training with the theme of technology highly sought after by trainees, especially teachers [24]. This is bearing in mind that to increase the professionalism of a teacher one of which is the mastery of technology to improve the quality of learning in the classroom [25]. This is supported by several trainings that have been carried out to date, which show that the training with the theme of learning technology innovation was well received by the participants [26], [27].…”

Section: Evaluation Of the Results Of Using Virtual Realitymentioning

confidence: 99%

Implementation of Metaverse-Based Virtual Reality Technology in Archieving Subjects in Vocational High Schools

Basuki,

Churiyah,

Dharma

et al. 2023

Spekta

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Background: The problem that occurs to the participants is that the learning media used in the learning process is currently not up to date, so that technological updates are needed to improve the quality of learning. However, to facilitate learning through the integration of the latest technology requires various teacher competencies, namely knowledge, attitudes and skills. Contribution: The contribution of this program is that the community service to conduct training and mentoring activities on how to develop metaversal-based virtual reality learning media to improve the quality of teachers at state vocational high school 1 Ngawi. Method: This service is carried out through five stages of activity, including analysis of field needs, manufacture of virtual reality products, early socialization, provide assistance and evaluation of the results of using virtual reality. Results: The result of this service activity is that the trainees understand the steps for developing learning media with virtual reality technology. This is based on the results of evaluating the achievement of training and mentoring programs involving 27 participants showing that based on the aspects of convenience, usefulness, attractiveness, and satisfaction, an average score of 92% is obtained. Conclusion: The conclusion of this program is that the metaverse-based virtual reality learning media that was introduced to the participants was very easy to apply, useful, interesting, and the participants were satisfied with the training provided

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Section: Evaluation Of the Results Of Using Virtual Realitymentioning

confidence: 99%

Implementation of Metaverse-Based Virtual Reality Technology in Archieving Subjects in Vocational High Schools

Basuki,

Churiyah,

Dharma

et al. 2023

Spekta

View full text Add to dashboard Cite

show abstract

“…The FL platform is willing to pay higher fees for recruiting users with high-value data, and data owners (also known as users) also evaluate local data and bid, which poses winner decision issues and data value pricing problem. For example, in [17], the data value function takes into account information such as data size and weather conditions.…”

Section: Motivationmentioning

confidence: 99%

“…Before participating in the task, the IoV node needs to evaluate the local data [17]. To quantify the potential contribution of the IoV node to the FL task, we consider two aspects of the local data: the data size and the data distribution.…”

Section: Data Quality Function and Model Quality Functionmentioning

confidence: 99%

A Truthful Reverse Auction Mechanism for Federated Learning Utility Maximization Resource Allocation in Edge–Cloud Collaboration

Liu,

Zhang,

Wang

et al. 2023

Mathematics

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Federated learning is a promising technique in cloud computing and edge computing environments, and designing a reasonable resource allocation scheme for federated learning is particularly important. In this paper, we propose an auction mechanism for federated learning resource allocation in the edge–cloud collaborative environment, which can motivate data owners to participate in federated learning and effectively utilize the resources and computing power of edge servers, thereby reducing the pressure on cloud services. Specifically, we formulate the federated learning platform data value maximization problem as an integer programming model with multiple constraints, develop a resource allocation algorithm based on the monotone submodular value function, devise a payment algorithm based on critical price theory and demonstrate that the mechanism satisfies truthfulness and individual rationality.

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“…SemCom for information transmission addresses Metaverse's need for rapid, relevant data exchange amidst its rapidly changing information landscape [17]. It is tailored to swiftly and accurately transmit data immediately pertinent to users' current context and activities, significantly contributing to low latency and high reliability in Metaverse environments [16].…”

Section: Semantic Communications For Information Transmissionmentioning

confidence: 99%

“…Semantic-aware network management represents a strategic application of Sem-Com, focusing on the intelligent allocation and optimization of network resources based on the semantic importance of data [17]. Instead of mere data volume or network traffic, this approach evaluates the relevance and significance of the data to ensure that critical and contextually pertinent information receives priority.…”

Section: Semantic-aware Network Managementmentioning

confidence: 99%

Semantic communications and generative artificial intelligence for user-centric metaverse services

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First and foremost, I extend my deepest thanks to my supervisor, Professor Dusit Niyato. From my perspective, he exemplifies the ideal doctoral advisor, combining the roles of a mentor, guide, and friend with his unwavering commitment, genuine passion for research, steadfast support, and selfless mentorship. His consistent dedication to his students' best interests has greatly motivated my pursuit of research excellence and desire to contribute to the scientific community.I am indebted to my Thesis Advisory Committee, Prof. Soong Boon Hee and Prof.Rui Tan, for their invaluable guidance, insightful critiques, and encouragement throughout my doctoral journey. My heartfelt thanks go to all my collaborators who have contributed immensely to my research and growth: Prof. Abbas

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Semantic Information Market For The Metaverse: An Auction Based Approach

Cited by 23 publications

References 13 publications

Implementation of Metaverse-Based Virtual Reality Technology in Archieving Subjects in Vocational High Schools

Implementation of Metaverse-Based Virtual Reality Technology in Archieving Subjects in Vocational High Schools

A Truthful Reverse Auction Mechanism for Federated Learning Utility Maximization Resource Allocation in Edge–Cloud Collaboration

Semantic communications and generative artificial intelligence for user-centric metaverse services

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