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Neural Connectivity Model Validation and Prediction Plan

Discovering and validating neural connectivity models to predict individual and population neural firing activity from behavior, enhancing model credibility. The plan includes validating SDO against known connectivity and testing predictions through sensitivity analysis and predictive validity with recorded datasets.

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Neural Connectivity Model Validation and Prediction Plan

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  1. Terry Sanger Simon Giszter

  2. Discovering connectivity

  3. Model Credibility Plan • Validate SDO against known connectivity • Predict neural firing from behavior • Predict behavior from neural firing • Predict individual neural firing from population firing • Predict population firing from connectedpopulation firing

  4. Validation • Test-set validation of all predictions • Sensitivity Analysis: compare predictions on randomly-selected subsets and shuffled data • Predictive validity: compare with recorded EMG and firing datasets

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