?url_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rft.title=KLASIFIKASI+DIARE+NOSOKOMIAL+PADA+LANSIA+MENGGUNAKAN%0D%0A%0D%0ASUPPORT+VECTOR+MACHINE&rft.creator=YOLANDA+MEILANI+SIRAIT%2C+1617051127&rft.subject=004+Pemrosesan+data+dan+ilmu+komputer&rft.description=Diare+merupakan+penyakit+potensial+Kejadian+Luar+Biasa+(KLB)+yang+sering%0D%0Adisertai+dengan+kematian.+Satu+faktor+infeksi+penyebab+diare+adalah+infeksi%0D%0Anosokomial%2C+yaitu+infeksi+yang+didapat+dari+rumah+sakit.+Beberapa+faktor+risiko%0D%0Ainfeksi+diare+nosokomial+adalah+usia%2C+lama+rawat+inap%2C+jumlah+antibiotik%2C+dan%0D%0Apemberian+pipa%2Fselang+makanan+atau+pipa+nasogastrik%2C+paparan+kemoterapi%0D%0Asitotoksik%2C+penggunaan+terapi+penekan+asam%2C+penghambat+pompa+proton+(PPIs)%2C%0D%0Akontak+dengan+sistem+perawatan+kesehatan.+Penelitian+ini+bertujuan+untuk%0D%0Amengetahui+hubungan+antara+faktor+risiko+dan+diare+nosokomial+dengan%0D%0Aklasifikasi+menggunakan+algoritma+Support+Vector+Machine.+Penelitian+ini%0D%0Amenggunakan+218+dataset+lansia+dengan+48+diare+dan+170+non-diare.+Penelitian+ini%0D%0Amengimplementasikan+metode+Support+Vector+Machine+dengan+10-Fold+Cross%0D%0AValidation+dan+package+boruta+sebagai+feature+selection.+Klasifikasi+pada%0D%0Apenelitian+ini+mendapatkan+AUC+terbaik+oleh+kernel+Gaussian%2C+dengan+93.81%25%0D%0Adata+train+dan+83%25+data+tes+untuk+percobaan+tanpa+feature+selection%2C+dan+95.30%25%0D%0Adata+train+dan+85.91%25+data+tes+untuk+percobaan+dengan+feature+selection.%0D%0AKata+Kunci%3A+Klasifikasi%2C+Diare+Nosokomial%2C+Algoritma+Boruta%2C+Support+Vector%0D%0AMachine%2C+AUC+Diarrhea+includes+as+an+outbreak+disease+that+often+caused+death.+One+significant%0D%0Aeffect+of+diarrhea+infection+is+a+nosocomial+infection%2C+which+is+an+infection%0D%0Aobtained+from+a+hospital.+Some+of+the+risk+factors+for+nosocomial+diarrheal%0D%0Ainfections+are+age%2C+length+of+hospitalization%2C+several+antibiotics%2C+feeding+tube%2Ftube%0D%0Aor+nasogastric+tube%2C+exposure+to+cytotoxic+chemotherapy%2C+acid-suppressing%0D%0Atherapy%2C+proton+pump+inhibitors+(PPIs)%2C+contact+with+the+health+care+system.+This%0D%0Astudy+aims+to+determine+the+relationship+between+risk+factors+and+nosocomial%0D%0Adiarrhea+with+classification+using+the+Support+Vector+Machine+algorithm.+This%0D%0Astudy+used+218+elderly+datasets+with+48+diarrhea+and+170+non-diarrhea.+This%0D%0A%0D%0Aresearch+implements+the+Support+Vector+Machine+method+with+10-Fold+Cross-%0D%0AValidation+and+packages+boruta+as+feature+selection.+The+classification+in+this%0D%0A%0D%0Astudy+obtained+the+best+AUC+by+the+Gaussian+kernel%2C+with+93.81%25+train+data+and%0D%0A83%25+test+data+for+experiments+without+feature+selection%2C+and+95.30%25+train+data+and%0D%0A85.91%25+test+data+for+experiments+with+feature+selection.%0D%0AKeywords%3A+Classification%2C+Nosocomial+Diarrhea%2C+Boruta+Algorithm%2C+Support%0D%0AVector+Machine%2C+AUC&rft.publisher=FAKULTAS++MATIMATIKA+DAN+ILMU+PENGETAHUAN+ALAM&rft.date=2021&rft.type=Skripsi&rft.type=NonPeerReviewed&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F60212%2F1%2FABSTRAK%2520-%2520Yolanda%2520Meilani%2520Sirait.pdf&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F60212%2F2%2FSKRIPSI%2520FULL%2520-%2520Yolanda%2520Meilani%2520Sirait.pdf&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F60212%2F3%2FSKRIPSI%2520TANPA%2520BAB%2520PEMBAHASAN%2520-%2520Yolanda%2520Meilani%2520Sirait.pdf&rft.identifier=++YOLANDA+MEILANI+SIRAIT%2C+1617051127++(2021)+KLASIFIKASI+DIARE+NOSOKOMIAL+PADA+LANSIA+MENGGUNAKAN+SUPPORT+VECTOR+MACHINE.++FAKULTAS+MATIMATIKA+DAN+ILMU+PENGETAHUAN+ALAM%2C+UNIVERSITAS+LAMPUNG.+++++&rft.relation=http%3A%2F%2Fdigilib.unila.ac.id%2F60212%2F