applying [[NSP.canvas|NSP]] for N(jinhua's mobility ventures cases) and S(vikash's probprog) and using [gpt](https://chatgpt.com/share/67dc2124-6730-8002-bd70-0a9fc56bbf5a)([[mmi2024]], [[🛝mmi24_2]], [[📝moon24_csv_ai_cofounder]]) | Mobility Venture Challenge (Need) | Probabilistic Tool / Theoretical Framework (Solution) | Scaling Tool | | --------------------------------------------------------------------- | ------------------------------------------------------------------- | ------------------------------ | | Predicting Demand and Market Acceptance for New Mobility Technologies | Bayesian Demand Forecasting, Probabilistic Programming | Segmentation, Evaluation | | Resource Allocation in Mobility Ventures | Probabilistic Portfolio Management, Bayesian Portfolio Optimization | Capitalization | | Autonomous Vehicle Safety Assessment | Probabilistic Safety Assessment, Bayesian Inference | Evaluation | | Optimizing Transportation Infrastructure Investments | Bayesian Decision Analysis, Stochastic Optimization | Capitalization, Evaluation | | Land Use and Travel Behavior Prediction | Bayesian Hierarchical Models, Probabilistic Machine Learning | Segmentation, Processification | | Nonlinear Effects in Urban Mobility and Transportation Behavior | Probabilistic Programming, Nonlinear Bayesian Models | Processification, Segmentation | chosen from | **Mobility Venture Challenge (Need)** | **Probabilistic Tool / Theoretical Framework (Solution)** | **Scaling Tool** | | --------------------------------------------------------------------- | ---------------------------------------------------------------------- | ------------------------------------- | | Autonomous Vehicle Safety Assessment | Probabilistic Safety Assessment, Bayesian Inference | Evaluation, Automation | | Sustainable Battery Development and Validation | Bayesian Sequential Testing, Hierarchical Bayesian Modeling | Processification, Professionalization | | Scaling and Validating Aviation Innovations | Markov Decision Processes, Hierarchical Bayesian Modeling | Replication, Evaluation | | Strategic Partnership and Collaboration Optimization | Bayesian Networks, Probabilistic Relational Models | Collaboration, Platformization | | Predicting Demand and Market Acceptance for New Mobility Technologies | Bayesian Demand Forecasting, Probabilistic Programming | Segmentation, Evaluation | | Fleet Routing and Operations Optimization | Markov Decision Processes (MDP), Simulation Optimization | Automation, Processification | | Optimizing Transportation Infrastructure Investments | Bayesian Decision Analysis, Stochastic Optimization | Capitalization, Evaluation | | Land Use and Travel Behavior Prediction | Bayesian Hierarchical Models, Probabilistic Machine Learning | Segmentation, Processification | | Vehicle Design and Performance Safety Optimization | Resource-Rational Decision-Making, Probabilistic Cost-Benefit Analysis | Professionalization, Evaluation | | Transportation and Public Health Impact Analysis | Bayesian Causal Inference, Hierarchical Bayesian Models | Culturalization, Evaluation | | Resource Allocation in Mobility Ventures | Probabilistic Portfolio Management, Bayesian Portfolio Optimization | Capitalization, Professionalization | | Innovation Ecosystem and Market Fit Analysis | Bayesian Network Analysis, Probabilistic Scenario Modeling | Platformization, Culturalization | | Manufacturing and Supply Chain Strategy Decisions | Bayesian Optimization, Simulation-Based Calibration | Automation, Professionalization | | Nonlinear Effects in Urban Mobility and Transportation Behavior | Probabilistic Programming, Nonlinear Bayesian Models | Processification, Segmentation | | Urban Hydrogen Transportation Infrastructure Planning | Probabilistic Feasibility Analysis, Bayesian Infrastructure Modeling | Capitalization, Replication |