… Here we take the number of cellular users participating in resource sharing K as 3. The
advantages of “soft decisions” in the system capacity and the cellular communications’ stability …

… communication is made to establish a direct communication between two adjacent devices
without the participation of the base station or without of any other interface node through …

… not to participate to train its local model. Let ui denote the binary decision variable of device
participation, where ui = 1 means device i … After finishing the device participation, the devices …

… , the participating mobile devices should be multimodal. Our main contribution is a spectrally
efficient resource allocation … Section III derives the optimal resource allocation. Perfor- …

… This interference can be managed by suitable resource allocation … and systematic survey
on resource allocation, interference … Then, the available literature on resource allocation …

… radio resource allocated intelligently with the coordination from the eNodeB. In this paper, we
formulate the problem of radio resource allocation … In this way cellular users can participate …

… This allows for improving spectral utilization through the utilization of cellular resources by
the devices participating in D2D. Nevertheless, the improved spectral utilization comes with a …

… devices, extensive research efforts have been spent towards developing efficient resource
allocation in underlying device to device … losses depend on those of the other participants [45]. …

… device-centric distributed resource allocation scheme for interested D2D users. This scheme
reduces the load at BS side, reduce the time for allocating the resource … participating devices…

… In this paper, we present a summarized review of resource allocation in the … resource
allocation problem. Moreover, the paper ascertains the incompetence of current resource allocation …