Deep Learning and Traditional Machine Learning Methods

Cascade

Compact Convolutional Neural Network Cascade for Face Detection

• arXiv: http://arxiv.org/abs/1508.01292
• github: https://github.com/Bkmz21/FD-Evaluation

Bag of Words

Deep Learning Transcends the Bag of Words

• blog: http://www.kdnuggets.com/2015/12/deep-learning-outgrows-bag-words-recurrent-neural-networks.html

Bootstrap

Training Deep Neural Networks on Noisy Labels with Bootstrapping

• arxiv: http://arxiv.org/abs/1412.6596

Decision Tree

Neural Network and Decision Tree

• blog: http://rotationsymmetry.github.io/2015/07/18/neural-network-decision-tree/

Decision Forests, Convolutional Networks and the Models in-Between

• arxiv: http://arxiv.org/abs/1603.01250
• notes: http://blog.csdn.net/stdcoutzyx/article/details/50993124

SVM

Large-scale Learning with SVM and Convolutional for Generic Object Categorization

• paper: http://yann.lecun.com/exdb/publis/pdf/huang-lecun-06.pdf

Convolutional Neural Support Vector Machines:Hybrid Visual Pattern Classifiers for Multi-robot Systems

• paper: http://people.idsia.ch/~nagi/conferences/idsia/icmla2012.pdf

Deep Learning using Linear Support Vector Machines

• paper: http://deeplearning.net/wp-content/uploads/2013/03/dlsvm.pdf