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- Resource Type:
- Thesis
- Creator:
- Wilson, Joshua Randy
- Abstract:
- Business documents represent useful information which could benefit from automatic interpretation. The task of document layout analysis seeks to identify and localize semantic structures in documents. Contemporary techniques approach this as a strictly visual task. However, recent progress in Natural Language Processing (NLP) has enabled the incorporation of language information. Multimodal techniques have been proposed for the task of document layout analysis. These models make use of region based object detection techniques which require defining surrogate tasks such as region proposals and non-max suppression. This thesis presents LayoutLMDet, a multimodal layout analysis model. LayoutLMDet approaches object detection as a direct set prediction task as described in "End-to-End Object Detection with Transformers". Using bipartite matching, LayoutLMDet removes the need for surrogate tasks, simplifying implementation. Leveraging a pretrained transformer encoder, LayoutLMDet is able to achieve a mean average precision of 49.5 on the DocLayNet test dataset. A qualitative comparison of LayoutLMDets performance on the DocBank dataset highlights the impact of data selection.
- Thesis Degree:
- Master of Applied Science (M.App.Sc.)
- Thesis Degree Discipline:
- Engineering, Electrical and Computer
- Date Created:
- 2023
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- Resource Type:
- Thesis
- Creator:
- Wenzel, Abra
- Abstract:
- Moose and caribou hair tufting is an important Subarctic women's artform in the Mackenzie Valley, Northwest Territories. However, tuftings and tufters have historically been identified following non-Indigenous ideologies rooted in colonialism and capitalist values, resulting in labels such as "craft", and "artisan", that are difficult to change. This practice has undervalued, if not dismissed, Indigenous artists, their artistry and by and large their art. This dissertation takes a multi-sited approach using archival records, museum objects, and interviews with tourism shop employees, and especially with tufting artists to elucidate the complex ways artists have employed their art to traverse cultural borders. In tracing the history of tufting, I discuss how women have used their artistry as acts of agential resistance to re-assert their own cultural and place-rooted relationships and meanings in the face of centuries of colonial violations. The central objective of my research is to make clear the dimensions of significance engaged with in hair tuftings by Dene, Métis, and Inuvialuit artists. I show how important values such as skill, landscape, and culture are a connected whole that is embodied within each tufting. A second objective is to uncover how important Indigenous values were and continue to be impacted by colonization. In my early chapters, I explain how Western values were imposed on Indigenous peoples and livelihoods. Thus, the Indigenous values attached to artistic making were regarded as inferior as viewed through Western critics' lenses. Third, I discuss the ways tufters have used their creations as sites of sovereignty to continuously negotiate and challenge colonial endeavors and carry these vital knowledges and values into the future. A critical outcome of this research has been the deconstruction of the colonial spaces that have silenced Indigenous peoples and their textile creations. Here I have offered a revisionist narrative that is informed by artists, Elders, and community members to provide a critical understanding of the multiplicity of values that are essential to Indigenous societies. Finally, this dissertation reflects on my positionality as an anthropologist and highlights to importance of "listening" as a methodology.
- Thesis Degree:
- Doctor of Philosophy (Ph.D.)
- Thesis Degree Discipline:
- Anthropology
- Date Created:
- 2023
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- Resource Type:
- Thesis
- Creator:
- Rojas Anaya, Daniel
- Abstract:
- Hugo Santiago's films about the apocalypse of the fictional city of Aquilea work as an allegory to Argentina's blood bath during General Onganía's and General Videla's dictatorships (1966-1983). Invasion (1969) and The Sidewalks of Saturn (1985) portray an obsessive nostalgia that motivates the character's ideological performance of memento mori and pro patria mori. These tropes perpetuate a tradition that I have coined as the defeated defender myth, which expresses the glorification of the willingness to self-sacrifice as a heroic act and is reminiscent of the Argentine emblematic gaucho-martyrs tradition. Thus, philosopher Steve Rose's model of suicide (2015) contributes to understanding the influence of nostalgia and future nostalgia in enforcing the major and minor phenomenological forces that shape these tragic identities. Ultimately, this thesis finds that this romanticization of self-sacrifice illustrates Hugo Santiago's project of constructing an insurrectionary national identity that conversely practices a murderous cult of memory.
- Thesis Degree:
- Master of Arts (M.A.)
- Thesis Degree Discipline:
- Film Studies
- Date Created:
- 2023
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- Resource Type:
- Thesis
- Creator:
- St-Aubin, Bruno
- Abstract:
- Simulation is inherently multi-disciplinary. It requires knowledge about the system under study, expertise in simulation theory to define models and programming skills to implement models. Geospatial simulation requires an additional layer of expertise in topology, geospatial data structures, spatial analysis, computational geometry, and other related topics. Commercial modeling and simulation software can be used to provide an environment to facilitate simulation studies for users. However, these software tend to be narrowly scoped to specific business applications and tightly couple model and simulator. As such, it is difficult to expand their usage and reuse them outside of the application domain they were intended for. The Discrete Event System Specification (DEVS) is a modular and hierarchical simulation formalism that clearly separates the model, simulator and experiments. It can be used break down the disciplinary silos within which single-use simulators are built and allow users to study real-world systems from a broad range of application domains. In this research, we present an architecture that facilitates the operationalization of DEVS based, geospatial simulation environments in multidisciplinary projects. The architecture relies on a clear definition of roles and responsibilities to leverage the different skillsets in an organization. It considers a series of business processes for modelers, subject matter experts, web developers and end users. It relies on a web-based architecture to provide simulation as a service capability and support users across the entire simulation lifecycle. It seeks to democratize DEVS simulation by making use of the strengths and skills available in larger organizations and by providing the necessary tools for collaboration. Importantly, it preserves key features of DEVS (genericity, modularity, flexibility, etc.) and encourages users to follow best practices in model documentation to foster model reusability and improve model discoverability. It relies on modeling and simulation as a service to overcome technological barriers of entry for DEVS simulation and provide a set of reusable tools to design simulation-based, web applications for end users.
- Thesis Degree:
- Doctor of Philosophy (Ph.D.)
- Thesis Degree Discipline:
- Engineering, Electrical and Computer
- Date Created:
- 2023
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- Resource Type:
- Thesis
- Creator:
- Petropoulos, Amanda
- Abstract:
- Intermediate care units have been proposed to meet the needs of incarcerated individuals with moderate mental health needs. Few studies have examined their profiles, and nature and effectiveness of interventions received. In the current study, the profiles of 295 incarcerated men in Canadian federal institutions were examined. File reviews were conducted over a 12 month period to extract treatment information as well as assess changes in number of incidents of self-harm, attempted suicide, overdose, and violence, and mental health needs. Coarsened exact matching and descriptive analyses revealed differences in the profiles across three treatment levels (mental health care delivered in: intermediate care units, treatment centres or mainstream institutions); roughly 30% improvement on all outcomes was observed across the groups. Overall findings highlight the need to further explore how best to meet the needs of incarcerated individuals assessed with moderate mental health needs, as this remains important for future management.
- Thesis Degree:
- Master of Arts (M.A.)
- Thesis Degree Discipline:
- Psychology
- Date Created:
- 2023
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- Resource Type:
- Thesis
- Creator:
- Pejemsky, Anya Danilovna
- Abstract:
- Single-crew aircraft persistently have a high accident rate; these accidents are associated with high mental workload (MWL). The aviation industry would benefit from a passive MWL monitoring system that would predict flight performance. Passive biosensors offer an economical and non-intrusive method for indexing MWL. Many studies have overemphasized tonic data while ignoring phasic data. The present study explores the viability of a phasic data centered model in indexing MWL to predict flight performance. The study had non-pilots fly a simulator. Cardiovascular and epidermal data, objective and subjective MWL states, subjective reports of simulator sickness, and a variety of flight performance indicators were measured. The data were decomposed into several components to build formative latent variables that were pruned based on an objective MWL measure to then predict flight performance measures. The results indicate that phasic components explain more variance in flight performance than objective and subjective MWL and tonic data.
- Thesis Degree:
- Master of Arts (M.A.)
- Thesis Degree Discipline:
- Psychology
- Date Created:
- 2023
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- Resource Type:
- Thesis
- Creator:
- Zhang, Hang
- Abstract:
- Prediction of user intention is an important task in business intelligence and analysis. Our research divides user intention into short-term and long-term, corresponding to the first purchase and repurchase scenarios respectively. To model short-term user consumption intention prediction, we present a comprehensive solution based on extracting user sequence behavior features and computing user different types of interest scores. At the same time, we take environmental context into consideration to explore the occurrence environment of user behavior. To detect long-term intention, we use a combined topic modeling method to extract aspects from user reviews with an unsupervised method. Our research builds a HGNN and RGCN using sentiment polarity, aspects, and items as nodes and edges of the graph neural network. This method entirely considers the close relation between user sentiment polarity change and item features, and the solution shows good performance when compared with the baseline model in the experiments.
- Thesis Degree:
- Master of Information Technology (M.I.T.)
- Thesis Degree Discipline:
- Digital Media
- Date Created:
- 2023
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- Resource Type:
- Thesis
- Creator:
- Zerrad, Yakine
- Abstract:
- Living in space is a subject that attracts the attention of many researchers, astronomers, entrepreneurs, and engineers because it allows the development of new technologies that will be available to humanity in the future. The idea of living beyond the earth is now connected to the planet of Mars, reaching which has become possible, and according to the National Aeronautics and Space Administration, humans can make the journey to Mars; the problem is related to money. The aim of my thesis is to enable students and other interested parties to acknowledge the three points of computational design, space architecture, and the planet Mars to help them to better understand the subject before moving to the design of the Mars habitat, called Z habitat. Moreover, through a series of workshops, I have created a framework that use Rhinoceros 3D and Grasshopper to design a habitat for Mars.
- Thesis Degree:
- Master of Architecture (M.Arch.)
- Thesis Degree Discipline:
- Architecture
- Date Created:
- 2023
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- Resource Type:
- Thesis
- Creator:
- Yaremchuk, Danya Daria
- Abstract:
- Lodgepole and jack pine form a mosaic hybrid zone in western Canada. Introgression occurs between lodgepole and jack pine through this hybrid zone by repeated backcrossing with advanced generation hybrid progeny. Using environmentally-associated SNPs identified by redundancy analyses, we examined patterns of introgression between the northern and southern extents of this hybrid zone to identify differential introgression. Through genomic cline analyses, we found extensive introgression of these SNPs through the hybrid zone. Twenty-eight SNPs had significantly different patterns of introgression between the northern and southern extents. Fine-scale patterns revealed several SNPs that were introgressing more frequently than expected, suggesting adaptive introgression. We found that adaptive introgression is occurring more frequently in the northern hybrid extent compared to the southern hybrid extent, suggesting different environmental pressures. Using gene annotations and major allele frequency maps, we identified evidence of differing environmental pressures resulting in putative local adaptation within this hybrid zone.
- Thesis Degree:
- Master of Science (M.Sc.)
- Thesis Degree Discipline:
- Biology
- Date Created:
- 2023
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- Resource Type:
- Thesis
- Creator:
- Xia, Xuexin
- Abstract:
- Mining is a booming industry and it indirectly involves everyone living in modern society. Tailings, the primary solid waste generated as the side effect of extracting valuable minerals, often require vast facilities to store the large quantity of waste. Failure of tailings storage facilities often causes significant damage both environmentally and economically, and frequently results in fatalities. Nowadays numerical simulation of tailings flows resulting from potential failures has become widespread in practice to assist the design of tailings storage facilities. In this thesis, tailings runout simulations are attempted using a numerical method suitable for large deformation analysis (Material Points Method) employing an advanced rheological model. This study aims to simulate the runout of tailings dam breach incident such as Merriespruit in South Africa using realistic geotechnical properties and producing results that fulfill the expectations from both geo-mechanical and hydrodynamical requirements.
- Thesis Degree:
- Master of Applied Science (M.App.Sc.)
- Thesis Degree Discipline:
- Engineering, Environmental
- Date Created:
- 2023