TY - JOUR KW - Web Mining KW - Supervised Learning KW - Bootstrap KW - Patterns Mining KW - Knowledge Management AU - Rafael León AU - Javier Rainer AU - José Manuel Rojo AU - Ramón Galán AB - We perform a review of Web Mining techniques and we describe a Bootstrap Statistics methodology applied to pattern model classifier optimization and verification for Supervised Learning for Tour-Guide Robot knowledge repository management. It is virtually impossible to test thoroughly Web Page Classifiers and many other Internet Applications with pure empirical data, due to the need for human intervention to generate training sets and test sets. We propose using the computer-based Bootstrap paradigm to design a test environment where they are checked with better reliability. IS - Special Issue on Intelligent Systems and Applications M1 - 6 N2 - We perform a review of Web Mining techniques and we describe a Bootstrap Statistics methodology applied to pattern model classifier optimization and verification for Supervised Learning for Tour-Guide Robot knowledge repository management. It is virtually impossible to test thoroughly Web Page Classifiers and many other Internet Applications with pure empirical data, due to the need for human intervention to generate training sets and test sets. We propose using the computer-based Bootstrap paradigm to design a test environment where they are checked with better reliability. PY - 2012 SP - 13 EP - 19 T2 - International Journal of Interactive Multimedia and Artificial Intelligence TI - Improving Web Learning through model Optimization using Bootstrap for a Tour-Guide Robot UR - http://www.ijimai.org/journal/sites/default/files/IJIMAI20121_6_2.pdf VL - 1 SN - 1989-1660 ER -