In the pursuit of achieving ever-increasing accuracy, large and complex neural networks are usually developed. Such models demand high computational resources therefore cannot be deployed on edge devices. It is great interest to build resource-efficient general purpose due their usefulness in several application areas. this work, we strive effectively combine strengths both CNN Transformer prop...

The present study was intended to explore the electoral politics on basis of aimed voter turnout in same election. carried with help descriptive research. Primary as well secondary data collected for generalization results. results and finding were amalgamated study.

Amalgamated logic programming can be used to express relationships between two theories which can be interpreted as a transformation from one theory to another, so providing a form of logical update. In a system representing objects as theories this can explain state updates of objects but it does not account properly for object identiiers. We describe a notion of rebinding for object identiier...

We consider nonparametric estimation of a one-dimensional piecewise-smooth function observed with white Gaussian noise on an interval. We propose a two-step estimation procedure, where one first detects jump points by a wavelet-based procedure and then estimates the function on each smooth segment separately by bridge regression splines. We prove the asymptotic optimality (in the minimax sense)...

In this paper we prove a combination theorem for Veech subgroups of the mapping class group analogous to the first Klein-Maskit combination theorem for Kleinian groups in which two Fuchsian subgroups are amalgamated along a parabolic subgroup. As a corollary, we construct subgroups of the mapping class group (for all genus at least 2), which are isomorphic to non-abelian closed surface groups i...

In a multiagent system (MAS), agents can have different opinions about a given problem. In order to solve the problem collectively they have to reach consensus about the ontology of the problem. A solution to probabilistic reasoning in such an environment by using a social network of trust is given. It is shown that frame logic can be annotated and amalgamated by using this approachwhich gives ...

IMPORTANCE Dermoscopic triage algorithms have been shown to improve beginners' abilities for identifying pigmented skin lesions requiring biopsy. OBJECTIVE To estimate the diagnostic accuracy of the Triage Amalgamated Dermoscopic Algorithm (TADA) for pigmented and nonpigmented skin cancers. Secondarily, to compare TADAs performance to those of existing triage algorithms for the identification...