スライドシェアの作者 ！＝ 論文の著者です。とりあえず基本的なのだけ学んでいきたい...。
metric learningとは
Wikipedia
Similarity learning - Wikipedia
Tutorial on Metric Learning
http://researchers.lille.inria.fr/abellet/talks/metric_learning_tutorial_CIL.pdf
Aur´elien Bellet, Department of Computer Science Viterbi School of Engineering University of Southern California
Metric Learning(ICML tutorial)
www.slideshare.net
基本
Distance metric learning with application to clustering with side-information.
Xing, Eric P., et al. "Distance metric learning with application to clustering with side-information." Advances in neural information processing systems 15 (2003): 505-512.
www.slideshare.net
Distance metric learning for large margin nearest neighbor classification
http://machinelearning.wustl.edu/mlpapers/paper_files/NIPS2005_265.pdf
Weinberger, Kilian Q., John Blitzer, and Lawrence K. Saul. "Distance metric learning for large margin nearest neighbor classification." Advances in neural information processing systems. 2005.
www.slideshare.net
Information-theoretic metric learning
http://machinelearning.wustl.edu/mlpapers/paper_files/icml2007_DavisKJSD07.pdf
www.slideshare.net
Davis, Jason V., et al. "Information-theoretic metric learning." Proceedings of the 24th international conference on Machine learning. ACM, 2007.
応用
Large scale metric learning from equivalence constraints
Learning, Recognition, and Surveillance @ ICG
Köstinger, Martin, et al. "Large scale metric learning from equivalence constraints." Computer Vision and Pattern Recognition (CVPR), 2012 IEEE Conference on. IEEE, 2012.
Discriminative deep metric learning for face verification in the wild
Hu, Junlin, Jiwen Lu, and Yap-Peng Tan. "Discriminative deep metric learning for face verification in the wild." Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 2014.
MatchNet: Unifying feature and metric learning for patch-based matching
Han, Xufeng, et al. "MatchNet: Unifying feature and metric learning for patch-based matching." Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 2015.
OPEN Face
Image Completion with Deep Learning in TensorFlow
サーベイ
A survey on metric learning for feature vectors and structured data
https://arxiv.org/pdf/1306.6709.pdf
Bellet, Aurélien, Amaury Habrard, and Marc Sebban. "A survey on metric learning for feature vectors and structured data." arXiv preprint arXiv:1306.6709 (2013).
