Improving Classifier Confidence using Lossy Label-Invariant Transformations.

Sooyong Jang Insup Lee James Weimer

Published in: AISTATS (2021)

Keyphrases

class labels
label noise
preserving transformations
high confidence
quasi invariant
multi label classification
feature selection
confidence estimates
similarity transformations
geometric transformations

classification process
data compression
support vector
image transformations
linear classifiers
learning algorithm
multilabel classification
affine invariant
decision trees
multi label

classification method
classification algorithm
feature space
semantic labels
training set
confidence values
invariant representations
class membership
confidence measure
training data

classification rate
classification scheme
ensemble learning
machine learning
wavelet transform
confidence scores
confidence level
training examples
image coding
invariant features