?url_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rft.title=ELASTIC-NET+REGRESSION+ANALYSIS+TO+OVERCOME%0D%0AMULTICOLLINEARITY+PROBLEMS+IN+DENGUE+HEMORRHAGIC%0D%0A%0D%0AFEVER+(DHF)+DATA+IN+INDONESIA&rft.creator=ADINDA+%2C+SARIANTI&rft.subject=500+ilmu+pengetahuan+alam+dan+matematika&rft.subject=510+Matematika&rft.description=Multicollinearity+is+a+common+problem+that+arises+when+there+is+a+strong%0D%0A%0D%0Arelationship+between+independent+variables+in+a+regression+model.+The+Elastic-%0D%0ANet+regression+method+can+be+used+to+solve+this+problem%2C+as+it+is+able+to+shrink+the%0D%0A%0D%0Aregression+coefficient+to+exactly+zero+and+also+perform+simultaneous+variable%0D%0Aselection.+This+study+was+conducted+with+the+aim+of+determining+the+performance%0D%0Aof+the+Elastic-Net+method+in+overcoming+the+problem+of+multicollinearity+and%0D%0Acomparing+its+estimated+value+with+the+Ordinary+Least+Squared+(OLS)+on+dengue%0D%0Acase+data+in+Indonesia+as+well+as+to+find+out+what+factors+affect+dengue+cases+in%0D%0AIndonesia.+From+the+results+of+the+study%2C+it+can+be+concluded+that+the+Elastic-Net%0D%0Amethod+successfully+overcomes+the+multicollinearity+problem+and+produces+a%0D%0Abetter+regression+coefficient+compared+to+OLS+based+on+AIC+measurements.+The%0D%0Aanalysis+showed+that+the+factors+that+influence+dengue+cases+in+Indonesia+are%0D%0Anumber+of+environmental+health+workers+(X2)%2C+the+percentage+of+households+with%0D%0Aproper+sanitation+(X3)%2C+the+percentage+of+households+with+decent+housing+(X4)%2C+the%0D%0Apercentage+of+households+with+decent+drinking+water+(X5)%2C+the+amount+of+rainfall%0D%0A(X6)%2C+number+of+rainy+days+(X7)%2C+and+population+density+(X8).%0D%0A%0D%0AKeywords%3A+Regression+Analysis%2C+Multicollinearity%2C+Elastic-Net%2C+AIC%2C+Dengue%0D%0AKeywords%3A+Hemorrhagic+Fever+(DHF).%0D%0A'%0D%0A%0D%0AMultikolinearitas+adalah+masalah+umum+yang+muncul+ketika+ada+hubungan+yang%0D%0Akuat+antar+variabel+bebas+dalam+model+regresi.+Metode+Regresi+Elastic-Net+dapat%0D%0Adigunakan+untuk+mengatasi+masalah+ini%2C+karena+metode+ini+mampu+menyusutkan%0D%0Akoefisien+regresi+tepat+nol+dan+juga+melakukan+seleksi+variabel+secara+simultan.%0D%0A%0D%0APenelitian+ini+dilakukan+dengan+tujuan+untuk+mengetahui+kinerja+metode+Elastic-%0D%0ANet+dalam+mengatasi+masalah+multikolinearitas+dan+membandingkan+nilai%0D%0A%0D%0Adugaannya+dengan+Metode+Kuadrat+Terkecil+(MKT)+pada+data+kasus+DBD+di%0D%0AIndonesia+serta+mengetahui+faktor-faktor+apa+saja+yang+mempengaruhi+kasus+DBD%0D%0Adi+Indonesia.+Dari+hasil+penelitian%2C+dapat+disimpulkan+bahwa+metode+Elastic-Net%0D%0Aberhasil+mengatasi+masalah+multikolinearitas+dan+menghasilkan+dugaan+koefisien%0D%0Aregresi+yang+lebih+baik+dibandingkan+dengan+MKT+berdasarkan+pada+pengukuran%0D%0AAIC.+Adapun+dari+analisis+yang+dilakukan+diperoleh+faktor-faktor+yang%0D%0Amempengaruhi+kasus+DBD+di+Indonesia+yaitu%2C+jumlah+tenaga+kesehatan%0D%0Alingkungan+(X2)%2C+persentase+rumah+tangga+dengan+sanitasi+layak+(X3)%2C+persentase%0D%0Arumah+tangga+dengan+rumah+layak+huni+(X4)%2C+persentase+rumah+tangga+dengan+air%0D%0Aminum+layak+(X5)%2C+jumlah+curah+hujan+(X6)%2C+jumlah+hari+hujan+(X7)%2C+dan%0D%0Akepadatan+penduduk+(X8).%0D%0A%0D%0AKata+Kunci%3A+Analisis+Regresi%2C+Multikolinearitas%2C+Elastic-Net%2C+AIC%2C+Demam%0D%0AKata+Kunci%3A+Berdarah+Dengue+(DBD).%0D%0A&rft.publisher=FAKULTAS+MATEMATIKA+DAN+ILMU+PENGETAHUAN+ALAM&rft.date=2024-08-08&rft.type=Skripsi&rft.type=NonPeerReviewed&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F82257%2F1%2FABSTRAK%2520-%2520Adinda%2520Sarianti.pdf&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F82257%2F2%2FSKRIPSI%2520FULL%2520-%2520Adinda%2520Sarianti.pdf&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F82257%2F3%2FSKRIPSI%2520TANPA%2520BAB%2520PEMBAHSAN%2520-%2520Adinda%2520Sarianti.pdf&rft.identifier=++ADINDA+%2C+SARIANTI++(2024)+ELASTIC-NET+REGRESSION+ANALYSIS+TO+OVERCOME+MULTICOLLINEARITY+PROBLEMS+IN+DENGUE+HEMORRHAGIC+FEVER+(DHF)+DATA+IN+INDONESIA.++FAKULTAS+MATEMATIKA+DAN+ILMU+PENGETAHUAN+ALAM%2C+UNIVERSITAS+LAMPUNG.+++++&rft.relation=http%3A%2F%2Fdigilib.unila.ac.id%2F82257%2F