Graduate Theses & Dissertations

Support Vector Machines for Automated Galaxy Classification
Support Vector Machines (SVMs) are a deterministic, supervised machine learning algorithm that have been successfully applied to many areas of research. They are heavily grounded in mathematical theory and are effective at processing high-dimensional data. This thesis models a variety of galaxy classification tasks using SVMs and data from the Galaxy Zoo 2 project. SVM parameters were tuned in parallel using resources from Compute Canada, and a total of four experiments were completed to determine if invariance training and ensembles can be utilized to improve classification performance. It was found that SVMs performed well at many of the galaxy classification tasks examined, and the additional techniques explored did not provide a considerable improvement. Author Keywords: Compute Canada, Kernel, SDSS, SHARCNET, Support Vector Machine, SVM
Who Cares? Examining associations between caregiving sensitivity and parent-peer attachment
Although years of research have established that attachment representations are not consistently transmitted from parent to child (also known as the transmission gap), the reasons for this gap remain relatively unknown. This transmission gap exists between parents and peers as well. The purpose of this thesis was to examine the role of caregiving sensitivity in the relationship between parent attachment and peer attachment and to test if caregiving sensitivity helps explains the relationship between parent attachment and peer attachment. This study found support for the transmission of attachment from parent to peers, but not that caregiving sensitivity explains this transmission. Results indicate that parenting caregiving sensitivity questionnaires are inconsistent in assessing the construct of sensitivity. Parenting caregiving sensitivity questionnaires also do not measure the same concepts as peer caregiving sensitivity questionnaires. These findings suggest that assessing caregiving sensitivity in parents differently may help close the transmission gap. Author Keywords: attachment, caregiving, parenting, peer, sensitivity

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