Streaming classification with emerging new class by class matrix sketching

• Main Authors: MU, Xin, ZHU, Feida, DU, Juan, Ee-peng LIM, ZHOU, Zhi-Hua
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2017
• Subjects: Bag-of-words models; Distance calculation; Empirical evaluations; Large scale data sets; artificial intelligence; Databases and Information Systems
• Online Access: https://ink.library.smu.edu.sg/sis_research/3554; https://ink.library.smu.edu.sg/context/sis_research/article/4555/viewcontent/Streaming_Classification_with_Emerging_New_Class_by_Class_Matrix_Sketching__1_.pdf
• Institution: Singapore Management University

Streaming classification with emerging new class is an important problem of great research challenge and practical value. In many real applications, the task often needs to handle large matrices issues such as textual data in the bag-of-words model and large-scale image analysis. However, the method...