PROJECT TITLE :

Phase Transitions and a Model Order Selection Criterion for Spectral Graph Clustering - 2018

ABSTRACT:

One in every of the longstanding open issues in spectral graph clustering (SGC) is the thus-called model order choice problem: automated selection of the correct range of clusters. This is reminiscent of the matter of finding the quantity of connected elements or communities in an undirected graph. We propose an automatic model order selection (AMOS), a resolution to the SGC model selection downside below a random interconnection model employing a novel selection criterion that's based on an asymptotic section transition analysis. AMOS will additional usually be applied to discovering hidden block diagonal structure in symmetric non-negative matrices. Numerical experiments on simulated graphs validate the part transition analysis, and real-world network data are used to validate the performance of the proposed model choice procedure.


Did you like this research project?

To get this research project Guidelines, Training and Code... Click Here


PROJECT TITLE : Phase Asymmetry Ultrasound Despeckling With Fractional Anisotropic Diffusion and Total Variation ABSTRACT: To remove tissue-dependent complex speckle noises from ultrasound images while still keeping various edge
PROJECT TITLE : Blind Deblurring of Natural Stochastic Textures Using an Anisotropic Fractal Model and Phase Retrieval Algorithm ABSTRACT: It has been thoroughly researched for natural photographs the tough inverse problem of
PROJECT TITLE : Multi-Grid Phase Field Skin Tumor Segmentation in 3D Ultrasound Images ABSTRACT: The purpose of this research is to offer a new method for 3D ultrasound skin tumour segmentation. An energy formulation that includes
PROJECT TITLE : Optimal Phase Shift Control to Minimize Reactive Power for a Dual Active Bridge DC-DC Converter ABSTRACT: Under non-unity voltage gain conditions, modulating the phase shift ratios in a dual active bridge (DAB)
PROJECT TITLE : Single-stage AC-AC Converter With Controllable Phase and Amplitude ABSTRACT: In order to regulate power flow in the grid, a single-stage ac-ac converter with variable phase and amplitude (ACCPA) was designed,

Ready to Complete Your Academic MTech Project Work In Affordable Price ?

Project Enquiry