?url_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rft.title=SEGMENTASI+IKAN+MASKOKI+MENGGUNAKAN%0D%0AMETODE+EXPECTATION+MAXIMIZATION+(EM)&rft.creator=SUSIYANI%2C+1417051137&rft.subject=000+Ilmu+komputer%2C+informasi+dan+pekerjaan+umum&rft.subject=003+Sistem-sistem&rft.description=Goldfish+is+one+type+of+ornamental+fish+that+has+a+variety+of+species%2C+shapes%2C+and%0D%0Acolors.+Goldfish%E2%80%99s+identification+manually+was+difficult%2C+because+several+species%0D%0Ahave+similar+anatomy.+Identification+has+several+important+stages%2C+one+of+which+is%0D%0Asegmentation.+Accurate+segmentation+results+will+provide+maximum+feature%0D%0Aextraction+results+and+inevitably+have+an+impact+on+optimal+identification+results.%0D%0AThis+research+focused+to+separate+the+goldfish+with+an+object+background.%0D%0AGoldfish+species+that+are+segmented+are+Fantail%2C+Oranda%2C+and+Ranchu.+The%0D%0Asegmentation+method+used+is+Expectation+Maximization.+Expectation%0D%0AMaximization+is+an+algorithm+for+estimating+a+parameter+in+a+function+by+using%0D%0AMaximum+Likelihood+Estimation+(MLE)%2C+and+the+function+contains+incomplete%0D%0Adata.+This+research+used+216+of+goldfish's+images.+72+images+were+used+for+each%0D%0A%0D%0Aspecies.+Goldfish+segmentation+evaluation+results+using+the+Expectation-%0D%0AMaximization+method+can+work+with+an+accuracy+rate+of+89.14%25.+The+image+is%0D%0A%0D%0Anot+segmented+properly+due+to+lighting+conditions+that+are+too+bright+and+the+color%0D%0Aof+the+fish+is+similar+to+the+background.%0D%0A%0D%0AKeywords%3A+Goldfish+Segmentation%2C+Expectation-Maximization+(EM)%2C+Image%0D%0AProcessing%0D%0AIkan+Maskoki+adalah+salah+satu+jenis+ikan+hias+yang+memiliki+beragam+spesies%2C%0D%0Abentuk+dan+warna.+Pengenalan+ikan+maskoki+secara+manual+dengan+pengamatan%0D%0Alangsung+sulit+dilakukan.+Spesies+yang+anatominya+hampir+serupa+diperlukan%0D%0Aidentifikasi+ikan+secara+otomatis.+Identifikasi+memiliki+beberapa+tahapan+yang%0D%0Apenting+salah+satunya+yaitu+segmentasi.+Hasil+segmentasi+yang+akurat+akan%0D%0Amemberikan+hasil+ekstraksi+fitur+yang+maksimal+dan+pasti+berdampak+pada+hasil%0D%0Aidentifikasi+yang+optimal.+Penelitian+ini+bertujuan+untuk+memisahkan+objek+ikan%0D%0AMaskoki+dengan+background.+Spesies+ikan+maskoki+yang+disegmentasi+yaitu%0D%0AFantail%2C+Oranda%2C+dan+Ranchu.+Metode+segmentasi+yang+digunakan+adalah%0D%0AExpectation+Maximization.+Expectation+Maximization+adalah+algoritma+untuk%0D%0Amenduga+suatu+parameter+dalam+suatu+fungsi+dengan+menggunakan+Maximum%0D%0ALikelihood+Estimation+(MLE)%2C+dan+fungsi+tersebut+mengandung+data+yang+tidak%0D%0Alengkap.+Dataset+yang+digunakan+berjumlah+216+citra+ikan+maskoki.+Spesies+ikan%0D%0AMaskoki+masing-masing+berjumlah+72+citra.+Hasil+evaluasi+segmentasi+ikan%0D%0AMaskoki+menggunakan+metode+Expectation+Maximization+mampu+bekerja+dengan%0D%0Atingkat+akurasi+mencapai+89%2C14%25.+Citra+tidak+tersegmentasi+dengan+baik%0D%0Adisebabkan+kondisi+pencahayaan+yang+terlalu+terang+dan+warna+ikan+yang+serupa%0D%0Adengan+background-nya%0D%0A%0D%0AKata+Kunci+%3A+Segmentasi+Ikan+Maskoki%2C+Expectation+Maximization+(EM)%2C%0D%0APengolahan+Citra&rft.publisher=FAKULTAS+MATEMATIKA+DAN+ILMU+PENGETAHUAN+ALAM&rft.date=2019&rft.type=Skripsi&rft.type=NonPeerReviewed&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F57723%2F1%2FABSTRAK.pdf&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F57723%2F2%2FSKRIPSI%2520FULL.pdf&rft.format=text&rft.identifier=http%3A%2F%2Fdigilib.unila.ac.id%2F57723%2F3%2FSKRIPSI%2520TANPA%2520BAB%2520PEMBAHASAN.pdf&rft.identifier=++SUSIYANI%2C+1417051137++(2019)+SEGMENTASI+IKAN+MASKOKI+MENGGUNAKAN+METODE+EXPECTATION+MAXIMIZATION+(EM).++FAKULTAS+MATEMATIKA+DAN+ILMU+PENGETAHUAN+ALAM%2C+UNIVERSITAS+LAMPUNG.+++++&rft.relation=http%3A%2F%2Fdigilib.unila.ac.id%2F57723%2F