Avtor/Urednik | Gamberger, Dragan; Lavrač, Nada; Grošelj, Ciril | |
Naslov | Uporaba izločitvenih pravil za zanesljivo diagnostiko | |
Prevedeni naslov | Exploiting exclusion rules for reliable diagnosis | |
Tip | članek | |
Vir | Inform Med Slov Print Ed | |
Vol. in št. | Letnik 5, št. 1-2 | |
Leto izdaje | 1998 | |
Obseg | str. 23-9 | |
Jezik | slo | |
Abstrakt | Medicine and other critical applications require the use of reliable diagnostic rules, since a single wrong prediction may be very dangerous or costly. The problem of the induction of reliable rules is hard because theoretically no induction process by itself can guarantee the correctness of induced hypotheses. Additionally, in practice the problem is even harder due to the presence of noise in training instances and due to training instances that may not be representative for all the domain space. This paper presents a method that allows for the construction of reliable hypotheses from the available data. The induced hypotheses in the form of exclusion rules enable trustworthy predictions and provide the information about the prediction confidence level. | |
Deskriptorji | DIAGNOSIS, COMPUTER-ASSISTED CORONARY DISEASE DECISION MAKING, COMPUTER-ASSISTED |