Title :
A survey on active learning strategy
Author :
Sun, Li-li ; Wang, Xi-Zhao
Author_Institution :
Key Lab. of Machine Learning & Comput. Intell., Hebei Univ., Baoding, China
Abstract :
Active learning is a hot topic in machine learning field. The main task of active learning is to automatically select the representative instances for efficiently reducing the sample complexity. This paper presents a brief survey of active learning regarding selection methods, query strategies, applications and other related works.
Keywords :
learning (artificial intelligence); query processing; active learning strategy; machine learning field; query strategy; selection method; Classification algorithms; Complexity theory; Learning systems; Machine learning; Support vector machines; Training; Uncertainty; Active learning; Machine learning; Query strategy; Selective sampling;
Conference_Titel :
Machine Learning and Cybernetics (ICMLC), 2010 International Conference on
Conference_Location :
Qingdao
Print_ISBN :
978-1-4244-6526-2
DOI :
10.1109/ICMLC.2010.5581075
