?url_ver=Z39.88-2004&rft_id=1917051004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rft.title=ANALISIS+KINERJA+BERBAGAI+METODE+KLASIFIKASI+UNTUK%0D%0ADIAGNOSIS+PENYAKIT+HATI+(LIVER)&rft.creator=SALSABILLA++%2C+JULIA+FARHANA&rft.subject=000+Ilmu+komputer%2C+informasi+dan+pekerjaan+umum&rft.subject=001+Ilmu+pengetahuan&rft.subject=100+Filsafat+dan+psikologi&rft.description=Hati+(Liver)+adalah+organ+dalam+tubuh+manusia+yang+memiliki+peran%0D%0Apenting.+Penyakit+hati+(liver)+adalah+gangguan+pada+hati+yang+menyebabkan+organ%0D%0Atersebut+berhenti+berfungsi+dengan+baik.+Tujuan+dari+penelitian+ini+adalah%0D%0Amenerapkan+berbagai+metode+klasifikasi+seperti+Regresi+Logistik+Biner%2C+Random%0D%0AForest%2C+dan+Support+Vector+Machine+untuk+mendiagnosis+penyakit+hati+(liver).%0D%0APenerapan+metode+klasifikasi+ini+diharapkan+dapat+memberikan+informasi+dalam%0D%0Amendiagnosis+penyakit+hati+(liver).+Penelitian+ini+menggunakan+dataset+penyakit%0D%0Ahati+(liver)+yang+diperoleh+dari+situs+web+Kaggle.+Bahasa+pemrograman+yang%0D%0Adigunakan+dalam+penelitian+ini+adalah+Python.+Hasil+penelitian+menunjukkan%0D%0Abahwa+metode+klasifikasi+Regresi+Logistik+Biner%2C+Random+Forest%2C+dan+Support%0D%0AVector+Machine+berhasil+diimplementasikan+untuk+mendiagnosis+penyakit+hati%0D%0A(liver).+Hasil+kinerja+ketiga+metode+tersebut%2C+yaitu+metode+Regresi+Logistik+Biner%0D%0Amemperoleh+nilai+akurasi+sebesar+0.98.+Metode+Support+Vector+Machine%0D%0Amemperoleh+nilai+akurasi+sebesar+0.97.+Metode+Random+Forest+memperoleh+nilai%0D%0Aakurasi+tertinggi+sebesar+0.99.%0D%0AKata+kunci%3A+Machine+Learning%2C+Regresi+Logistik+Biner%2C+Random+Forest%2C+Support%0D%0AVector+Machine%2C+Penyakit+Hati+(Liver).%0D%0A%0D%0AThe+liver+is+an+organ+in+the+human+body+that+has+an+important+role+in+the%0D%0Ahuman+body.+Liver+disease+is+a+disorder+of+the+liver+or+liver+that+causes+the+organ+to%0D%0Astop+functioning+properly.+The+purpose+of+this+research+is+to+apply+various%0D%0Aclassification+methods+of+Binary+Logistic+Regression%2C+Random+Forest%2C+and+Support%0D%0AVector+Machine+to+diagnose+liver+disease.+The+application+of+this+classification%0D%0Amethod+is+expected+to+provide+information+in+diagnosing+liver+disease.+This+research%0D%0Auses+a+liver+disease+dataset+sourced+from+the+Kaggle+website.+The+programming%0D%0Alanguage+used+in+this+research+is+Python.+The+research+results+indicate+that+the%0D%0ABinary+Logistic+Regression%2C+Random+Forest%2C+and+Support+Vector+Machine%0D%0Aclassification+methods+have+been+successfully+implemented+for+diagnosing+liver%0D%0Adisease.+The+performance+results+of+these+three+methods+are+as+follows+Binary%0D%0ALogistic+Regression+achieved+an+accuracy+score+of+0.98%2C+Support+Vector+Machine%0D%0Aachieved+an+accuracy+score+of+0.97%2C+and+Random+Forest+obtained+the+highest%0D%0Aaccuracy+score+of+0.99.%0D%0AKey+words%3A+Machine+Learning%2C+Binary+Logistic+Regression%2C+Random+Forest%2C%0D%0ASupport+Vector+Machine%2C+Liver+Disease.&rft.publisher=FAKULTAS+MATEMATIKA+DAN+ILMU+PENGETAHUAN+ALAM&rft.date=2023-07-31&rft.type=Skripsi&rft.type=NonPeerReviewed&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F75252%2F1%2FABSTRAK.pdf&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F75252%2F2%2FSKRIPSI%2520FULL.pdf&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F75252%2F3%2FSKRIPSI%2520TANPA%2520BAB%2520PEMBAHASAN.pdf&rft.identifier=++SALSABILLA+%2C+JULIA+FARHANA++(2023)+ANALISIS+KINERJA+BERBAGAI+METODE+KLASIFIKASI+UNTUK+DIAGNOSIS+PENYAKIT+HATI+(LIVER).++FAKULTAS+MATEMATIKA+DAN+ILMU+PENGETAHUAN+ALAM%2C+UNIVERSITAS+LAMPUNG.+++++&rft.relation=http%3A%2F%2Fdigilib.unila.ac.id%2F75252%2F