Dimensionality-Dependent Generalization Bounds for k-Dimensional Coding Schemes

T Liu, D Tao, D Xu - Neural computation, 2016‏ - ieeexplore.ieee.org
The k-dimensional coding schemes refer to a collection of methods that attempt to represent
data using a set of representative k-dimensional vectors and include nonnegative matrix …

Model-protected multi-task learning

J Liang, Z Liu, J Zhou, X Jiang… - IEEE transactions on …, 2020‏ - ieeexplore.ieee.org
Multi-task learning (MTL) refers to the paradigm of learning multiple related tasks together. In
contrast, in single-task learning (STL) each individual task is learned independently. MTL …

[PDF][PDF] Multi-Task Learning and Its Applications to Biomedical Informatics.

J Zhou - 2014‏ - core.ac.uk
In many fields one needs to build predictive models for a set of related machine learning
tasks, such as information retrieval, computer vision and biomedical informatics …

[کتاب][B] The complexity of algorithmic hypothesis class

T Liu - 2016‏ - search.proquest.com
Statistical learning theory provides the mathematical and theoretical foundations for
statistical learning algorithms and inspires the development of more efficient methods. It is …