Active Learning Workshop

This workshop is prepared for ITRI

Tutorial

Title	Year	Source
Active Collaborative Filtering	2003	UAI
A Bayesian Approach toward Active Learning for Collaborative Filtering	2004	UAI
Active Collaborative Prediction with Maximum Margin Matrix Factorization	2008	ISAIM
Personalized Active Learning for Collaborative Filtering	2008	SIGIR
Active Learning for Aspect Model in Recommender Systems	2011	CIDM
Active Learning in Recommender Systems	2011	Recommender System Handbook
Non-myopic Active Learning for Recommender Systems Based on Matrix Factorization	2011	IRI
Towards Optimal Active Learning for Matrix Factorization in Recommender Systems	2011	ICTAI
Active Learning for Online Bayesian Matrix Factorization	2012	KDD
Active Learning and Search on Low-Rank Matrices	2013	KDD
Active Matrix Completion	2013	ICDM
Comparing Prediction Models for Active Learning in Recommender Systems	2015	LWA
Matrix Completion with Queries	2015	KDD
Multi-Domain Active Learning for Recommendation	2016	AAAI

Title	Conference	Year
A New Active Labeling Method for Deep Learning	IJCNN	2014
Active Learning for Hyperspectral Image Classification with a Stacked Autoencoders Based Neural Network	ICIP	2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning	ICML	2016
Deep Bayesian Active Learning with Image Data	ICML	2017
Fine-tuning Convolutional Neural Networks for Biomedical Image Analysis: Actively and Incrementally	CVPR	2017
Active learning by learning	AAAI	2015
Learning Active Learning from Data	NIPS	2017
A Meta-Learning Approach to One-Step Active Learning	AutoML Workshop, ECML PKDD	2017
Learning Algorithms for Active Learning	ICML	2017
Meta-Learning Transferable Active Learning Policies by Deep Reinforcement Learning	Rejected by ICLR	2018