?url_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rft.title=KLASIFIKASI+STUNTING+DI+KABUPATEN+LAMPUNG+BARAT%0D%0ABERDASARKAN+DATA+ANTROPOMETRI+MENGGUNAKAN%0D%0AANALISIS+ALGORITMA+SUPPORT+VECTOR+MACHINE+DAN%0D%0A%0D%0AXTREME+GRADIENT+BOOSTING&rft.creator=NESA+%2C+DWI+CAHYANI&rft.subject=000+Ilmu+komputer%2C+informasi+dan+pekerjaan+umum&rft.description=Komponen+penting+dalam+memastikan+tumbuh+kembang+anak+adalah+pemenuhan+gizi%0D%0Ayang+baik%2C+salah+satu+konsekuensi+yang+didapatkan+apabila+seorang+anak+kekurangan%0D%0Aasupan+gizi+adalah+stunting.+Diagnosis+stunting+pada+saat+ini+masih+dilakukan+melalui%0D%0Apemeriksaan+dalam+yang+membutuhkan+waktu+dan+biaya+yang+relatif+mahal.+Terdapat%0D%0Asebuah+gagasan+yang+dapat+dilakukan+dengan+menggunakan+bantuan+machine+learning%2C%0D%0Atepatnya+pada+bagian+klasifikasi+dengan+menggunakan+metode+SVM+dan+XGBoost.%0D%0APenelitian+ini+berfokus+pada+implementasi+data+stunting+di+Kabupaten+Lampung+Barat%0D%0Adan+membandingkan+kedua+metode+yang+digunakan.+Perbandingan+yang+dilakukan%0D%0Ayaitu+perbandingan+hasil+pengujian+dengan+menggunakan+confussion+matrix.+Selain+itu%0D%0Aperbandingan+juga+dilakukan+dengan+membandingkan+waktu+komputasi+yang%0D%0Adibutuhkan.+Pada+penelitian+ini+proses+pembagian+dataset+akan+dilakukan+dengan%0D%0Amenggunakan+k-fold+cross+validation+(k%3D10).+Berdasarkan+hasil+pengujian+didapatkan%0D%0Abahwa+hasil+implementasi+dengan+metode+XGBoost+mendapatkan+hasil+yang+lebih+baik%0D%0Ayaitu+akurasi+sebesar+99.79%25+dengan+waktu+komputasi+rata-rata+per+pengujian+yaitu%0D%0A0.43+menit%2C+sedangkan+SVM+mendapatkan+hasil+akurasi+sebesar+99.35%25+dengan+waktu%0D%0Akomputasi+rata-rata+per+pengujian+yaitu+18.09+menit.%0D%0AKata+kunci+%3A+Stunting%2C+Klasifikasi%2C+SVM%2C+XGBoost%0D%0A%0D%0AABSTRACT%0D%0A%0D%0ASTUNTING+CLASSIFICATION+IN+WEST+LAMPUNG+REGENCY+BASED+ON%0D%0AANTHROPOMETRIC+DATA+USING+ALGORITHM+ANALYSIS+OF%0D%0ASUPPORT+VECTOR+MACHINE+AND+XTREME+GRADIENT+BOOSTING%0D%0A%0D%0ABy%0D%0A%0D%0ANESA+DWI+CAHYANI%0D%0A%0D%0AAn+important+component+in+ensuring+children's+growth+and+development+is+the%0D%0Afulfilment+of+good+nutrition%2C+one+of+the+consequences+obtained+if+a+child+lacks%0D%0Anutritional+intake+is+stunting.+The+diagnosis+of+stunting+at+this+time+is+still+carried+out%0D%0Athrough+an+internal+examination+which+requires+time+and+relatively+expensive+costs.%0D%0AThere+is+an+idea+that+can+be+done+using+the+help+of+machine+learning%2C+precisely+in+the%0D%0Aclassification+section+using+the+SVM+and+XGBoost+methods.+This+research+focusses+on%0D%0Athe+implementation+of+stunting+data+in+West+Lampung+Regency+and+compares+the+two%0D%0Amethods+used.+The+comparison+that+is+done+is+a+comparison+of+the+test+results+using+a%0D%0Aconfussion+matrix.+In+addition%2C+the+comparison+is+also+carried+out+by+comparing+the%0D%0Arequired+computational+time.+In+this+research%2C+the+dataset+division+process+will+be%0D%0Acarried+out+using+k-fold+cross+validation+(k%3D10).+Based+on+the+test+results%2C+it+was+found%0D%0Athat+the+implementation+results+with+the+XGBoost+method+got+better+results%2C+namely%0D%0A99.79%25+accuracy+with+an+average+computing+time+per+test+of+0.43+minutes%2C+while+SVM%0D%0Agot+an+accuracy+result+of+99.35%25+with+an+average+computing+time+per+test+of+18.09%0D%0Aminutes.%0D%0AKeywords+%3A+Stunting%2C+Classficiation%2C+SVM%2C+XGBoost&rft.publisher=FAKULTAS+MATEMATIKA+DAN+ILMU+PENGETAHUAN+ALAM&rft.date=2024-06-21&rft.type=Skripsi&rft.type=NonPeerReviewed&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F85670%2F1%2FNesaDwiCahyani_Abstract%2520-%2520Nesa%2520Dwi%2520Cahyani.pdf&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F85670%2F2%2FNesaDwiCahyani_FullSkripsi%2520-%2520Nesa%2520Dwi%2520Cahyani.pdf&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F85670%2F3%2FNesaDwiCahyani_Tanpa%2520Pembahasan%2520-%2520Nesa%2520Dwi%2520Cahyani.pdf&rft.identifier=++NESA+%2C+DWI+CAHYANI++(2024)+KLASIFIKASI+STUNTING+DI+KABUPATEN+LAMPUNG+BARAT+BERDASARKAN+DATA+ANTROPOMETRI+MENGGUNAKAN+ANALISIS+ALGORITMA+SUPPORT+VECTOR+MACHINE+DAN+XTREME+GRADIENT+BOOSTING.++FAKULTAS+MATEMATIKA+DAN+ILMU+PENGETAHUAN+ALAM%2C+UNIVERSITAS+LAMPUNG.+++++&rft.relation=http%3A%2F%2Fdigilib.unila.ac.id%2F85670%2F