Theory and Algorithms for Memory Based Inference

Abstract : The objectives of this project were to develop new methods for analyzing memory-based techniques in machine learning and general inference problems. The project successfully developed new mathematical results explaining when memory-based methods are useful. Several applications were developed and studied in this project. A system for building transportable agents was developed and several information processing systems have been based on it. Technology has been successfully transitioned to both DoD and commercial entities.