Yaser S. Abu-Mostafa, Malik Magdon-Ismail, Hsuan-Tien Lin
xii, 201 pages :
illustrations (chiefly color) ;
26 cm
Includes bibliographical references (pages 183-186) and index
1. The learning problem -- 2. Training versus testing -- 3. The linear model -- 4. Overfitting -- 5. Three learning principles -- Epilogue -- Further reading -- Appendix : Proof of the VC bound -- Notation