PROJECT TITLE :

A Unified Feature Selection Framework for Graph Embedding on High Dimensional Data

ABSTRACT:

Although graph embedding has been a powerful tool for modeling information intrinsic structures, merely employing all features for knowledge structure discovery might result in noise amplification. This can be significantly severe for top dimensional information with little samples. To satisfy this challenge, this paper proposes a completely unique efficient framework to perform feature choice for graph embedding, in that a category of graph embedding ways is cast as a least squares regression problem. In this framework, a binary feature selector is introduced to naturally handle the feature cardinality in the smallest amount squares formulation. The resultant integral programming problem is then relaxed into a convex Quadratically Constrained Quadratic Program (QCQP) learning downside, that will be efficiently solved via a sequence of accelerated proximal gradient (APG) ways. Since each APG optimization is w.r.t. solely a subset of options, the proposed method is quick and memory economical. The proposed framework is applied to several graph embedding learning problems, together with supervised, unsupervised, and semi-supervised graph embedding. Experimental results on many high dimensional information demonstrated that the proposed method outperformed the considered state-of-the-art ways.


Did you like this research project?

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


PROJECT TITLE : From Pairwise Comparisons and Rating to a Unified Quality Scale ABSTRACT: The purpose of psychometric scaling is to quantify perceptual experiences and comprehend the relationship between an external stimulus,
PROJECT TITLE :Unified Discriminative and Coherent Semi-Supervised Subspace Clustering - 2018ABSTRACT:The ubiquitous large, complex, and high dimensional datasets in computer vision and machine learning generates the matter of
PROJECT TITLE :A Unified View of Social and Temporal Modeling for B2B Marketing Campaign Recommendation - 2018ABSTRACT:Business to Business (B2B) promoting aims at meeting the wants of different businesses rather than individual
PROJECT TITLE :A Unified Control for the DC-AC Interlinking Converters in hybrid AC-DC micro grids - 2017ABSTRACT:A completely unique unified control of the dc-ac interlinking converters (ICs) for autonomous operation of hybrid
PROJECT TITLE :A Unified Control and Power Management Scheme for PV-Battery-Based Hybrid Micro grids for Both Grid-Connected and Islanded Modes - 2017ABSTRACT:Battery storage is sometimes utilized in Photovoltaic (PV) system to

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

Project Enquiry