Byzantine Fault-Tolerant Distributed Machine Learning Using Stochastic Gradient Descent (SGD) and Norm-Based Comparative Gradient Elimination (CGE).
Nirupam GuptaShuo LiuNitin H. VaidyaPublished in: CoRR (2020)
Keyphrases
- fault tolerant
- stochastic gradient descent
- machine learning
- distributed systems
- fault tolerance
- least squares
- matrix factorization
- loss function
- step size
- support vector machine
- random forests
- load balancing
- weight vector
- machine learning algorithms
- multiple kernel learning
- online algorithms
- decision trees
- machine learning methods
- alternating least squares
- learning algorithm
- objective function
- supervised learning
- regularization parameter
- monte carlo
- cost function
- active learning
- recommender systems
- lower bound
- importance sampling
- image processing
- feature selection