Image_1_A two-stage hybrid gene selection algorithm combined with machine learning models to predict the rupture status in intracranial aneurysms.TIF by Qingqing Li (1505614)

“…First, we used the Fast Correlation-Based Filter (FCBF) algorithm to filter a large number of irrelevant and redundant genes in the raw dataset, and then used the wrapper feature selection method based on the he Multi-layer Perceptron (MLP) neural network and the Particle Swarm Optimization (PSO), accuracy (ACC) and mean square error (MSE) were then used as the evaluation criteria. …”

Image_3_A two-stage hybrid gene selection algorithm combined with machine learning models to predict the rupture status in intracranial aneurysms.TIF by Qingqing Li (1505614)

“…First, we used the Fast Correlation-Based Filter (FCBF) algorithm to filter a large number of irrelevant and redundant genes in the raw dataset, and then used the wrapper feature selection method based on the he Multi-layer Perceptron (MLP) neural network and the Particle Swarm Optimization (PSO), accuracy (ACC) and mean square error (MSE) were then used as the evaluation criteria. …”

BRIDES node selection process for scenario Ap and Model B³D¹E²S³ (3, 0, 0, 1, 2, 3). by Cindy Bouchard (6844979)

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Raw Data for the Thesis: "<i>Enhancing RNAi-Based Pest Control through Effective Target Gene Selection and Optimal dsRNA Design</i>" by Doga CEDDEN (12675286)

“…The chapter argues that unbiased, screen-based approaches outperform hypothesis-driven gene selection due to the unpredictable influence of cellular processes on RNAi efficacy. …”

Average FDR with and . by Nand Sharma (21519845)

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FDR and Runtime for ALARM. by Nand Sharma (21519845)

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FDR (). by Nand Sharma (21519845)

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FDR (). by Nand Sharma (21519845)

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ALARM networks with different partial orderings. by Nand Sharma (21519845)

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Average Runtime in seconds. by Nand Sharma (21519845)

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Average Hamming Distance with and . by Nand Sharma (21519845)

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Average FDR with and . by Nand Sharma (21519845)

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Subset lattice for partial orderings with on four nodes . by Nand Sharma (21519845)

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Subset lattices with parent set constraints. by Nand Sharma (21519845)

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Average Hamming Distance with and . by Nand Sharma (21519845)

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Subset lattice for BNs with four nodes . by Nand Sharma (21519845)

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Subset lattices with parent set constraints and best sinks identified by CausNet-partial as an example. by Nand Sharma (21519845)

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Graphical illustration of sample size estimation for the study protocol. by Müge Yalçin (16486563)

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Study design flow chart. by Müge Yalçin (16486563)

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Results of the BRIDES node selection procedure for two scenarios and three weighted models. by Cindy Bouchard (6844979)

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