System and method for real-time geo-physical social group matching and generation

A system for real-time geophysical social group matching, comprising:

• a computing system comprising a plurality of processors, memory, and a network interface;
• a customer portal comprising a first plurality of programming instructions that, when operating on at least one of the plurality of processors, cause the computing system to:
• receive and store customer profile data;
• receive real-time sensor data from a customer's mobile device;
• process the sensor data to determine the customer's current state by applying an activity recognition algorithm using overlapping time windows to classify real-time movement patterns and infer availability for group formation;
• and
• a geospatial processing subsystem comprising a second plurality of programming instructions that, when operating on at least one of the plurality of processors, cause the computing system to:
• implement spatial indexing for proximity queries;
• utilize adaptive location hashing that dynamically adjusts spatial resolution based on population density while maintaining precision sufficient for proximity-based group matching;
• and
• a social grouping and recommendation subsystem comprising a third plurality of programming instructions that, when operating on at least one of the processors, cause the computing system to:
• receive a group formation request from a customer;
• retrieve relevant customer and venue profiles;
• process customer profiles and real-time data through an ensemble machine learning algorithm that combines collaborative filtering using matrix factorization with content-based filtering using neural network feature extraction to identify similarities, wherein the ensemble machine learning algorithm weights predictions based on temporal dynamics of user interactions;
• match customers based on the identified similarities to create a proposed social group;
• facilitate communication between matched customers;
• and
• establish a final social group upon receiving acceptances.