Integration of Manifold Learning and Density Estimation for Fine-Tuned Face Recognition
Huilin Ge,
Zhiyu Zhu,
Jiali Ouyang
et al.
Abstract:With the rapid advancements in data analysis and the increasing complexity of high-dimensional datasets, traditional dimensionality reduction techniques like Local Linear Embedding (LLE) often face challenges in maintaining accuracy and efficiency. This research aims to overcome the limitations of LLE, specifically its reliance on the nearest neighbor concept, its inability to distinguish differences among manifold points, and its underutilization of data discrimination information. To address these issues, we… Show more
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