The role of an IoT platform in the design of real-time recommender systems

Cha, Sangwhan; Ruiz, Marta Padilla; Wachowicz, Mónica; Tran, Loc; Cao, Hung; Maduako, Ikechukwu

doi:10.1109/wf-iot.2016.7845469

Cited by 33 publications

(21 citation statements)

References 17 publications

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“…AR use cases are also providential in improving challenges associated with accommodation, transportation, and catering solutions. A recommender system was proposed in [ 283 ] to aid tourists’ decision-making, and the authors identified a need for high bandwidth wireless network infrastructure for the system to work optimally. Smart tourism also presents innovative solutions such as self-guided tours, tourist traffic control, remote monitoring, resource management [ 284 ].…”

Section: 6g Use Cases In Industriesmentioning

confidence: 99%

6G Enabled Smart Infrastructure for Sustainable Society: Opportunities, Challenges, and Research Roadmap

Imoize

Adedeji

Tandiya

et al. 2021

Sensors

159

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The 5G wireless communication network is currently faced with the challenge of limited data speed exacerbated by the proliferation of billions of data-intensive applications. To address this problem, researchers are developing cutting-edge technologies for the envisioned 6G wireless communication standards to satisfy the escalating wireless services demands. Though some of the candidate technologies in the 5G standards will apply to 6G wireless networks, key disruptive technologies that will guarantee the desired quality of physical experience to achieve ubiquitous wireless connectivity are expected in 6G. This article first provides a foundational background on the evolution of different wireless communication standards to have a proper insight into the vision and requirements of 6G. Second, we provide a panoramic view of the enabling technologies proposed to facilitate 6G and introduce emerging 6G applications such as multi-sensory–extended reality, digital replica, and more. Next, the technology-driven challenges, social, psychological, health and commercialization issues posed to actualizing 6G, and the probable solutions to tackle these challenges are discussed extensively. Additionally, we present new use cases of the 6G technology in agriculture, education, media and entertainment, logistics and transportation, and tourism. Furthermore, we discuss the multi-faceted communication capabilities of 6G that will contribute significantly to global sustainability and how 6G will bring about a dramatic change in the business arena. Finally, we highlight the research trends, open research issues, and key take-away lessons for future research exploration in 6G wireless communication.

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Section: 6g Use Cases In Industriesmentioning

confidence: 99%

6G Enabled Smart Infrastructure for Sustainable Society: Opportunities, Challenges, and Research Roadmap

Imoize

Adedeji

Tandiya

et al. 2021

Sensors

159

View full text Add to dashboard Cite

show abstract

“…While WLAN/WPAN provide a short range connectivity (about 1-100 metres) to support device-to-device (D2D) communication with a high data rate, LPWAN does not require much power, nor bandwidth to operate and provides long range connectivity (up to 50 kilometres) [35]. Some typical communication technologies of WLAN/WPAN including Radio-frequency Identification (RFID) [36], Bluetooth Low Energy 4.0 [37], Zigbee [38], and Wi-Fi (IEEE 802.11) are applied in different IoT applications such as Smart Tourism [39], Smart Home [40], Connected Health [41]. LPWAN technologies including unlicensed (e.g.…”

Section: ) Communication Technologiesmentioning

confidence: 99%

Analytics Everywhere: Generating Insights From the Internet of Things

2019

Self Cite

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The Internet of Things is expected to generate an unprecedented number of unbounded data streams that will produce a paradigm shift when it comes to data analytics. We are moving away from performing analytics in a public or private cloud to performing analytics locally at the fog and edge resources. In this paper, we propose a network of tasks utilizing edge, fog, and cloud computing that are designed to support an Analytics Everywhere framework. The aim is to integrate a variety of computational resources and analytical capabilities according to a data life-cycle. We demonstrate the proposed framework using an application in smart transit. INDEX TERMS Descriptive analytics, diagnostic analytics, predictive analytics, edge computing, fog computing, cloud computing, Internet of Things.

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“…The authors of Cha et al (2016), Martino and Rossi (2016), and Yavari et al (2016) show how basic Artificial Intelligence (AI) approaches such as planning and clustering can be exploited for offering public services in a personalized fashion. They do not include basic recommendation approaches but, for example, scheduling and clustering that empower functionalities such as route planning and recommending points of interest.…”

Section: Related Workmentioning

confidence: 99%

An overview of recommender systems in the internet of things

Felfernig¹,

Erdeniz²,

Uran³

et al. 2018

J Intell Inf Syst

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The Internet Of Things (IoT) is an emerging paradigm that envisions a networked infrastructure enabling different types of devices to be interconnected. It creates different kinds of artifacts (e.g., services and applications) in various application domains such as health monitoring, sports monitoring, animal monitoring, enhanced retail services, and smart homes. Recommendation technologies can help to more easily identify relevant artifacts and thus will become one of the key technologies in future IoT solutions. In this article, we provide an overview of existing applications of recommendation technologies in the IoT context and present new recommendation techniques on the basis of real-world IoT scenarios.

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The role of an IoT platform in the design of real-time recommender systems

Cited by 33 publications

References 17 publications

6G Enabled Smart Infrastructure for Sustainable Society: Opportunities, Challenges, and Research Roadmap

6G Enabled Smart Infrastructure for Sustainable Society: Opportunities, Challenges, and Research Roadmap

Analytics Everywhere: Generating Insights From the Internet of Things

An overview of recommender systems in the internet of things

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