Defending SVMs against poisoning attacks: the hardness and DBSCAN approach.

Hu Ding Fan Yang Jiawei Huang

Published in: UAI (2021)

Keyphrases

ddos attacks
support vector
density based clustering
clustering algorithm
countermeasures
clustering method
multi class
data clustering
classification using support vector machines
kernel function
feature selection

support vector machine svm
structured learning
k means
training support vector machines
maximum margin
machine learning
support vector machine
sparse kernel
security threats
feature space
density based clustering algorithm

training data
multi class classification
computational complexity
watermarking technique
information theoretic
np complete
support vectors
generalization ability
hyperplane
learning theory
phase transition

cost sensitive
svm classifier
security mechanisms
training set
feature vectors
decision trees
spatial clustering
reduced set
logistic regression
kernel methods