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dicepro - Hyperparameter Search Space Visualization3 days ago
Overview | The Two Strategies | "all" - Independent sampling | "restrictionEspace" - Linked sampling | Visualizing the Search Space | "all" - Independent space | "restrictionEspace" - Restricted space | Simulated Data | Running the optimization | Strategy "all" - Independent sampling | Strategy "restrictionEspace" - linked sampling | Comparing the Two Strategies | Session Info
dicepro - Real Data Workflow (BlueCode + CellMixtures)3 days ago
Overview | Data Loading | BlueCode Reference Signature Matrix | CellMixtures Bulk Dataset | Data Inspection | Gene Overlap | Expression Distribution | Deconvolution with dicepro() | Results | Optimal Hyperparameters | Hyperparameter Optimization Report | Pareto Frontier | Estimated Cell-Type Proportions | Top Contributing Cell Types | Per-Sample Composition | Compartment-Level Summary | Session Info
dicepro - Simulated Data Workflow3 days ago
Overview | Strategy 1 -- Fully Synthetic Simulation | Data Generation | Noise Model Sanity Check | Deconvolution | Results | Optimal Hyperparameters | Hyperparameter Optimisation Report | Pareto Frontier | Recovered vs True Proportions | Per-Cell-Type Correlation | Quantitative Performance Metrics | Strategy 2 -- BlueCode-Based Simulation | Compartment Structure | Proportion Distribution by Compartment | Comparing Both Strategies | Session Info
dicepro - Simulated Data Workflow9 days ago
Overview | Strategy 1 -- Fully Synthetic Simulation | Data Generation | Noise Model Sanity Check | Deconvolution | Results | Optimal Hyperparameters | Hyperparameter Optimisation Report | Pareto Frontier | Recovered vs True Proportions | Per-Cell-Type Correlation | Quantitative Performance Metrics | Strategy 2 -- BlueCode-Based Simulation | Compartment Structure | Proportion Distribution by Compartment | Comparing Both Strategies | Session Info
dicepro - Hyperparameter Search Space Visualization2 months ago
Overview | The Two Strategies | "all" - Independent sampling | "restrictionEspace" - Linked sampling | Visualizing the Search Space | "all" - Independent space | "restrictionEspace" - Restricted space | Simulated Data | Running the optimization | Strategy "all" - Independent sampling | Strategy "restrictionEspace" - linked sampling | Comparing the Two Strategies | Session Info
dicepro - Real Data Workflow (BlueCode + CellMixtures)2 months ago
Overview | Data Loading | BlueCode Reference Signature Matrix | CellMixtures Bulk Dataset | Data Inspection | Gene Overlap | Expression Distribution | Deconvolution with dicepro() | Results | Optimal Hyperparameters | Hyperparameter Optimization Report | Pareto Frontier | Estimated Cell-Type Proportions | Top Contributing Cell Types | Per-Sample Composition | Compartment-Level Summary | Session Info