Global ETD Search
Search theses and dissertations gathered from participating repositories worldwide. Every result links back to the library that holds it. No account is needed.
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Showing 1 to 5 of 5 for “"Random walk with restart"”.
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Exploring Personalized Route Recommendation Based on Travel Behaviors of Historical GPS Trajectories
… of locations not yet visited, are estimated with the Optimized Random Walk with Restart technique. Furthermore, the temporal dependency of travel behaviors is considered by constructing a time difference interval histogram. A behavior graph is generated to allow the maximum probability route …
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A multilayer network approach to quantifying biologically-derived systematic risk in biomedical finance
… project set. Using shortest path distance and Random Walk with Restart (RWR) relevance, indication and target similarity between projects are quantitatively evaluated. Comparing average sales correlations to the log of average RWR relevance for classes of compounds reveals notable relationships …
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Towards the integration of genomic profiles and gene interaction networks for machine learning
"With the advent of big data, scientists are collecting biological data faster than they have in the past, including genomic profiles which describe individuals by thousands of genes at a time. Adding to this library of knowledge are gene interaction networks, which model overarching cellular …
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Inferring effective cancer combination therapies using network-based multi-omics data integration
… of cancer biology, biomarkers and therapeutics, with a focus on network modelling and machine learning. In Chapter 2, I presented the drug combination and cancer cell line data, and the computational methods applied. Through data integration, this Thesis created one of the most extensive drug …
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Networked time series imputation via position-aware graph enhanced variational autoencoders
Submission published under a 24 month embargo labeled 'U of I Access', the embargo will last until 2025-05-01