Low-Rank Robust Online Distance/Similarity Learning based on the Rescaled Hinge Loss

• Main Authors: Zabihzadeh, Davood, Tuama, Amar, Karami-Mollaee, Ali
• Format: Article in Journal/Newspaper
• Language: unknown
• Published: arXiv 2020
• Subjects: Machine Learning cs.LG; Computer Vision and Pattern Recognition cs.CV; Machine Learning stat.ML; FOS Computer and information sciences; I.5.0; 68T05; Triplets; DML
• Online Access: https://dx.doi.org/10.48550/arxiv.2010.03268; https://arxiv.org/abs/2010.03268

An important challenge in metric learning is scalability to both size and dimension of input data. Online metric learning algorithms are proposed to address this challenge. Existing methods are commonly based on (Passive Aggressive) PA approach. Hence, they can rapidly process large volumes of data...