Detail of Publication
Text Language | Japanese |
---|---|
Authors | Masakazu IWAMURA, Seiichi UCHIDA, Shinichiro OMACHI, and Koichi KISE |
Title | Quantity of Information of Recognition —How Many Bits Are Lacking for 100% Recognition?— |
Journal | IEICE Technical Report |
Vol. | 104 |
No. | PRMU-742 |
Presentation number | PRMU2004-237 |
Pages | pp.35-40 |
Reviewed or not | Not reviewed |
Month & Year | March 2005 |
Abstract | The ultimate dream in pattern recognition is to achieve 100% of recognition rate. However, it is not so easy. In this report, for achieving 100% of recognition rate and 0% of rejection rate, we propose a new framework that the discriminator receives not only a pattern itself but also supplementary information about the class that the pattern belongs to. For printed characters, experiments showed that 4 bits are required in the leave-one-out (L) method and 1 bit is in the resubstitution (R) method. Such kind of quantity of information has different characteristics from recognition rates and ambiguity after recognition. This criterion can be a new criterion of a discriminator. |
- Following file is available.
- Entry for BibTeX
@InCollection{IWAMURA2005, author = {Masakazu IWAMURA and Seiichi UCHIDA and Shinichiro OMACHI and Koichi KISE}, title = {Quantity of Information of Recognition ---How Many Bits Are Lacking for 100\% Recognition?---}, booktitle = {IEICE Technical Report}, year = 2005, month = mar, volume = {104}, number = {PRMU-742}, presenID = {PRMU2004-237}, pages = {35--40} }