Algorithm Design and Validation
Mosaic ATM designs complex, mathematical algorithms at the core of ATM concept alternatives. Our agile approach begins with algorithms appropriate for proof-of-concept activities and iterates to reach deployment ready algorithms that handle real-world data anomalies and off-nominal situations. We are experts in the development of algorithms that inherently address the uncertainty of input data.
Our expertise in algorithm design and development includes:
- Optimization, including stochastic optimization
- Mixed integer linear programming
- Network optimization
- Various clustering techniques
- Genetic algorithms
- Neural networks and deep learning
- Predictive analytics and machine learning
- Principal components analysis
- Random forests, support vector machines, logistical regression
- Collaborative filtering
- Scheduling
- Trajectory prediction
- Computational geometry
- Algorithm parallelization and performance techniques
