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PARALLEL COMPUTING FOR MARKOV CHAINS WITH ISLANDS AND PORTS
Title
PARALLEL COMPUTING FOR MARKOV CHAINS WITH ISLANDS AND PORTS
Author
Basnet, Amod
Date Created
2017
Subjects--Topical
Mathematics
Description
We present recursive algorithms to calculate invariant distributions and fundamental matrices of Markov chains specified by the "Islands & Ports'" (IP) model. The state space of the IP model can be partitioned into "islands'" and "ports". An islan...
RUNNING PARALLEL APPLICATIONS ON A HETEROGENEOUS ENVIRONMENT WITH ACCESSIBLE DEVELOPMENT PRACTICES AND AUTOMATIC SCALABILITY
Title
RUNNING PARALLEL APPLICATIONS ON A HETEROGENEOUS ENVIRONMENT WITH ACCESSIBLE DEVELOPMENT PRACTICES AND AUTOMATIC SCALABILITY
Author
Villalobos, Jeremy
Date Created
2011
Subjects--Topical
Computer science, Information technology
Description
Grid computing makes it possible to gather large quantities of resources to work on a problem. In order to exploit this potential, a framework that presents the resources to the user programmer in a form that maintains productivity is necessary. T...
Spatially Explicit Hyperparameter Optimization for Neural Networks
Title
Spatially Explicit Hyperparameter Optimization for Neural Networks
Author
Zheng, Minrui
Date Created
2020
Subjects--Topical
Geodesy
Description
Neural networks as a commonly used machine learning algorithms, such as artificial neural networks (ANNs) and convolutional neural networks (CNNs), have been extensively used in GIScience domain to explore the nonlinear geographic phenomena. Howev...