J. Pazzani, "Active learning using on-line algorithms," Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 850-858, 2011Nguyen, H.T., and Smeulders, A. Active Learning Using Pre-clustering. In Proc. Int'l Conf. on Machine Learning (...
The idea to combine clustering and active learning has ap- peared in previous work. In (McCallum & Nigam, 1998), a naive Bayes classifier is trained over both labeled and unlabeled data using an EM algorithm. Under the con- dition that the overwhelming majority of the data is un- ...
During the active learning process, the clustering is adjusted using the coarse-to-fine strategy in order to balance between the advantage of large clusters and the accuracy of the data representation. The results of experiments in image databases show a better performance of our algorithm compared...
文献“Active Learning using a Variational Dirichlet Processing model for pre-clustering and classificati...
Nguyen, T., Smeulders, A.: Active learning using pre-clustering. In: ICML, pp. 79–79 (2004) Nocedal, J., Wright, S.: Numerical Optimization, pp. 529–562. Springer, Berlin (2000) Google Scholar Pinillo, R., Abisset-Chavanne, E., Ammar, A., et al.: A multidimensional data-dr...
文献“Active Learning using a Variational Dirichlet Processing model for pre-clustering and classification of underwater stereo imagery(2011)”提出了一种利用预聚类协助选择代表性样例的主动学习方法; 文献“Dual strategy active learning(2007)”利用样例的不确定性及其先验分布密度进行样例选择以获取优质样例; 文...
Robert Munro Monarch, Human-in-the-Loop Machine Learning: Active learning and annotation for human-centered AI, Manning, Aug. 2021, ISBN 9781638351030, p. 424. Google Scholar [27] Hieu Nguyen, Arnold Smeulders Active learning using pre-clustering ICML (2004), 10.1145/1015330.1015349 Google Scholar...
Nguyen, H. T., & Smeulders, A. (2004). Active learning using pre-clustering. InProceedings of the 21st international conference on machine learning (ICML’ 04)(pp. 623–630). Qian, B., Wang, X., Wang, J., Li, H., Cao, N., Zhi, W., & Davisdon, I. (2013). Fast pairwise...
This is not specific to active learning, but having a limited labeling budget (the reason we are probably using AL on the first place) certainly does not help. So how do you train a classifier when you do not know how many classes are there? Apart from unsupervised clustering (perhaps ...
这里，主动学习（Active Learning）出现了，它通过智能地选择有代表性的数据样本来进行标记和训练，从而...