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Syed Sohel Author
Subjects of specialization
Affiliation
Neurosurgery, Spine
Neurosurgery Resident Physician, Brown University-Lifespan Hospital
Biography
He is affiliated to Neurosurgery Resident Physician, Brown University-Lifespan Hospital . He is a recipient of many awards and grants for his valuable contributions and discoveries in major area of subject research. His international experience includes various programs, contributions and participation in different countries for diverse fields of study. His research interests reflect in his wide range of publications in various national and international journals.
Publications
Editorial Open Access
Learning Neural Representations and Local Embedding for Nonlinear Dimensionality Mapping
Author(s): Syed Sohel
There are M neural modules, respectively determining individual scopes of M data supports also as their neighboring relations. Neighboring relations among data supports are associated with edges of a graph. Derived from training observations, the graph configuration describes neighboring relations among data supports. All neural modules are further extended for NDR mapping. The extension simply equips every neural module with a posterior weight that represents the image of the centroid of a correspondent data support. The image of each centroid and pictures of its neighboring centroids following the property of locally nonlinear embedding induce nonlinear constraints for optimizing all posterior weights.
This work explores neural approximation for nonlinear d... view more»
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