Scopus
YÖKSİS Eşleşti
Prognosis of prostate cancer by artificial neural networks
Expert Systems with Applications · Ocak 2010
YÖKSİS Kayıtları
Prognosis of prostate cancer by artificial neural networks
Expert Systems with Applications · 2010 SCI-Expanded 30 atıf
PROFESÖR İSMAİL SARITAŞ →
Prognosis of prostate cancer by artificial neural networks
EXPERT SYSTEMS WITH APPLICATIONS · 2010 SCI-Expanded
DOÇENT İLKER ALİ ÖZKAN →
Prognosis of prostate cancer by artificial neural networks
Expert Systems with Applications · 2010 SCI-Expanded
DOÇENT İLKER ALİ ÖZKAN →
Makale Bilgileri
DergiExpert Systems with Applications
Yayın TarihiOcak 2010
Cilt / Sayfa37 · 6646-6650
Scopus ID2-s2.0-80053578933
Özet
In this study, an artificial neural network has been devised that yields a prognostic result indicating whether patients have cancer or not using their free prostate-specific antigen, total prostate-specific antigen and age data. Though this system does not diagnose cancer conclusively, it helps the doctor in deciding whether a biopsy is necessary by providing information about whether the patient has prostate cancer or not. Data from 121 patients who were definitively diagnosed with cancer after biopsy were used in devising the system. The results of the definitive diagnoses of the patients and the results of the ANN that was performed were analysed using confusion matrix and ROC analyses. As a result of ANN, which was implemented on the basis of these analyses, success rates of 94.11% and 94.44% were achieved for prognosis of disease and validity, respectively. The ANN, which yielded these high rates of reliability, will help doctors make quick and reliable diagnoses without any risks and make it a better option to monitor patients with low prostate cancer risk on whom biopsies must not be carried out through a policy of wait and see. © 2010 Elsevier Ltd. All rights reserved.
Yazarlar (3)
1
Ismail Saritas
2
Ilker Ali Ozkan
3
Unal Sert
Anahtar Kelimeler
Artificial neural network
Prognosis of prostate cancer
Prostate cancer
Prostate-specific antigen
Kurumlar
Selçuk Üniversitesi
Selçuklu Turkey
Metrikler
50
Atıf
3
Yazar
4
Anahtar Kelime