Type II error rate from estimation of simulated outcomes using the EE algorithm. حسب Alex Stivala (8356257)

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Comparison of MPNet and ALAAMEE software for ALAAM estimation. حسب Alex Stivala (8356257)

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Configurations used in ALAAMs for directed networks. حسب Alex Stivala (8356257)

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Type I error rate from estimation of simulated outcomes using the EE algorithm. حسب Alex Stivala (8356257)

الموضوعات:

Example ALAAMEE output. حسب Alex Stivala (8356257)

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Type II error rate as the number of runs used for each sample is varied. حسب Alex Stivala (8356257)

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Parameter estimates and estimated standard errors from the EE algorithm. حسب Alex Stivala (8356257)

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Network descriptive statistics for the Deezer networks. حسب Alex Stivala (8356257)

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Example ALAAMEE goodness-of-fit output. حسب Alex Stivala (8356257)

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Illustration of the text transformation process before and after synonym replacement: The process begins with a sample initial text segment (Sample text before synonym replacement’... حسب Enock Niyonkuru (21246879)

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Schematic of the approach: This schematic illustrates the entire workflow of the project. حسب Enock Niyonkuru (21246879)

الموضوعات:

Text Transformation Pipeline: An example of the multi-stage text transformation pipeline applied to a sample abstract (PMID: 30609739). حسب Enock Niyonkuru (21246879)

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Comparative analysis of WordNet replacement impact on data distribution. حسب Enock Niyonkuru (21246879)

الموضوعات:

Comparison of window size for embedding with Wordnet synonym replacement (WN) and without (PM). While Table 1 compared the effects of different values of using a window size of 10,... حسب Enock Niyonkuru (21246879)

الموضوعات:

Non-biomedical word replacement algorithm: This algorithm outlines the process for replacing non-biomedical words in a corpus using WordNet. حسب Enock Niyonkuru (21246879)

الموضوعات:

Comparison of mean interconcept distance for embedding with WordNet synonym replacement (WN) and without (PM). The initial number of unique concepts in the total corpus was 3,018,9... حسب Enock Niyonkuru (21246879)

الموضوعات:

Comparative analysis of WN and PM methodologies: Figure (a) displays the bar chart comparing WN and PM across five distinct concept sets (Methods), highlighting the number of conce... حسب Enock Niyonkuru (21246879)

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DeepB3Pred - code حسب Saleh Musleh (22263718)

Flowchart representation of lion optimization algorithm for hyperparameter tuning in the HCAP model. حسب Mohanad Faeq Ali (21354273)

الموضوعات:

Code حسب Baoqiang Chen (21099509)

"…We divided the dataset into training and test sets, using 70% of the genes for training and 30% for testing. We implemented machine learning algorithms using the following R packages: rpart for Decision Trees, gbm for Gradient Boosting Machines (GBM), ranger for Random Forests, the glm function for Generalized Linear Models (GLM), and xgboost for Extreme Gradient Boosting (XGB). …"