Free Software Distribution Notice

This document discusses freely distributed software. As this software is provided at no cost, the authors assume no responsibility for program behavior or output reliability. Although the biased ARTMAP neural network implementations have been tested and used internally for three years, this does not guarantee that the pattern recognition algorithms are correct or bug-free. The software is provided solely for research and educational purposes. The authors bear no responsibility for any applications of biased ARTMAP, including but not limited to financial liabilities. Users are strongly encouraged to exercise caution when utilizing these machine learning implementations, ensuring they are not misused in ways that could lead to financial or other losses. We recommend performing necessary validation tests and benchmark evaluations before deployment to verify algorithm correctness and system stability, particularly when integrating these neural network modules into production environments.