ALLSH: Active Learning Guided by Local Sensitivity and Hardness.

Shujian Zhang Chengyue Gong Xingchao Liu Pengcheng He Weizhu Chen Mingyuan Zhou

Published in: CoRR (2022)

Keyphrases

active learning
sensitivity analysis
semi supervised
phase transition
random sampling
selective sampling
learning strategies
high sensitivity
np complete

supervised learning
relevance feedback
sample selection
labeled data
unlabeled data
machine learning
neural network
crowd sourced
active learning strategies

batch mode
pool based active learning
np hardness
imbalanced data classification
learning theory
information theoretic
real time
class imbalance
cost sensitive

training examples
online learning
support vector machine
np hard
training set
batch mode active learning
learning algorithm
music emotion classification