Magnetic Particle Imaging is an imaging modality that exploits the non-linear magnetization response of superparamagnetic nanoparticles to a dynamic magnetic field. In multivariate case, measurement-based reconstruction approaches are common and involve system matrix whose acquisition time consuming needs be repeated whenever scanning setup changes. Our approach relies on formulae derived from ...

Rapid expansion of the world’s population has negatively impacted environment, notably water quality. As a result, water-quality prediction arisen as hot issue during last decade. Existing techniques fall short in terms good accuracy. Furthermore, presently, dataset available for analysis contains missing values; these values have significant effect on performance classifiers. An automated syst...