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LLE-based classification algorithm for MMW radar target recognition
Authors:Lei Luo  Yuehua Li  Yinghong Luan
Affiliation:School of Electronic Engineering and Optoelectronic Technology,Nanjing University of Science and Technology,Nanjing 210094,China
Abstract:In this paper,a new multiclass classification algorithm is proposed based on the idea of Locally Linear Embedding(LLE),to avoid the defect of traditional manifold learning algorithms,which can not deal with new sample points.The algorithm defines an error as a criterion by computing a sample's reconstruction weight using LLE.Furthermore,the existence and characteristics of low dimensional manifold in range-profile time-frequency information are explored using manifold learning algorithm,aiming at the proble...
Keywords:Manifold learning  Locally Linear Embedding (LLE)  Multi-class classification  MilliMeter-Wave (MMW)  Target recognition
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