This book is directed towards people in the financial community who are involved in evaluating, developing, or using market models and trading systems. Kernel regression (KR) is a modeling techniques that is particularly attractive for financial market applications. Although the primary emphasis of this book is on financial madeling, the methodology can easily be applied to any high dimensional modeling problem. KR has many attractive features that make it a modeling technique that should be in the arsenal of any data mining software suite