Fast Factorization-free Kernel Learning for Unlabeled Chunk Data Streams.
Yi WangNan XueXin FanJiebo LuoRisheng LiuBin ChenHaojie LiZhongxuan LuoPublished in: IJCAI (2018)
Keyphrases
- kernel learning
- data streams
- semi supervised
- kernel function
- multiple kernel learning
- unlabeled data
- kernel matrix
- labeled data
- semi supervised learning
- low rank
- support vector regression
- pairwise constraints
- pairwise
- kernel methods
- learning tasks
- active learning
- unsupervised learning
- concept drift
- data sets
- matrix factorization
- training data
- supervised learning
- singular value decomposition
- machine learning
- data representation
- data points
- dimensionality reduction
- prior knowledge
- class labels
- support vector
- principal component analysis
- feature selection
- least squares