A research paper published entitled Dimensionality Reduction Evolution and Validation
Mohammed Bajalan recently published this paper in the Journal of the International Organization of Scientific Research in the area of Chemoinformatics, and Bioinformatics dimensionality reduction.
In this paper, proposing visualized and quantitative evaluation methods for validation dimensionality reduction techniques performance. Four well known techniques for dimensionality reduction evaluated, verify the capacity of generating a lower dimensional chemical space with minimum information error. Real chemical database used to generate a sample with specific structure as an input to evolution process. The evaluation is performed in two ways, to read more visit the following link: