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The Atlantic Canada Opportunities Agency (ACOA) has created programs with the intention of fostering economic opportunities for the region. There are numerous instances where its programs have not identified the essential needs of a community, thus creating a benign progression towards economic development. Community members must also be actively involved in their economic development through participation in local organizations to ensure community needs are met. The question then arises, are community needs adequately taken into account when ACOA creates its programs? Posing this question...

Dimensionality reduction, also known as manifold learning, is an area of machine learning used for extracting informative features from data for better representation of data or separation between classes. This book presents a cohesive review of linear and nonlinear dimensionality reduction and manifold learning. Three main aspects of dimensionality reduction are covered: spectral dimensionality reduction, probabilistic dimensionality reduction, and neural network-based dimensionality reduction, which have geometric, probabilistic, and information-theoretic points of view to dimensionality...