Data-Driven Kernels via Semi-supervised Clustering on the Manifold.
Jared LundellCharles DuHadwayDan VenturaPublished in: ICMLA (2015)
Keyphrases
- semi supervised clustering
- data driven
- semi supervised
- metric learning
- feature space
- pairwise constraints
- unsupervised clustering
- semi supervised learning
- kernel function
- background knowledge
- nonnegative matrix factorization
- semi supervised classification
- labeled data
- unlabeled data
- support vector
- high dimensional
- low dimensional
- clustering algorithm
- pairwise
- k means
- document clustering
- hidden markov random fields
- kernel methods
- face recognition
- linear combination
- supervised classification
- logic programs
- dimensionality reduction
- knowledge base
- learning algorithm
- data sets