I\'d like to write a \"smart monitor\" in Java that sends out an alert any time it detects oncoming performance issues. My Java app is writing data in a structured form
Weka is a popular machine learning/data mining package in Java. This book http://guidetodatamining.com/ might be useful. It does not really address SVM's but it certainly has good classification algorithms, and it is certainly not at all esoteric.