Flash Flip Book Applications To Measure The Level Of Nationalism On Primary School Student

Asri, Yessy and Fitriani, Yessy (2019) Flash Flip Book Applications To Measure The Level Of Nationalism On Primary School Student.

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Official URL: http://elib.unikom.ac.id/gdl.php?mod=browse&op=rea...

Abstract

Diabetic retinopathy (DR) is a disease that can lead to blindness. It occurs as a result of microvascular damage in retina and also influenced by diabetes mellitus. It��s like a nightmare because it can even affect the quality of life in social, emotional, and psychological. Blindness process in DR through several stages, start from the early stage to the advanced stage. Therefore the early detection is very important to know the appropriate prevention and treatment. At this research the stage level is divided into Normal, Early NPDR, Advanced NPDR and PDR. The stage classification based on the information of retina data taken from Cipto Mangunkusumo Hospital (RSCM) in Jakarta. There are two mechanism in this experiment, the first uses texture feature of Grey Level Co-occurrence Matrix (GLCM), and the second uses the unique DR features such as microaneurysm, exudates, and blood vessels. The training and testing data is divided using 10-fold Cross Validation. Then the data is processed using morphological techniques and classified using the Extreme Learning Machine (ELM) which known 1000 times faster than the Single Layer Perceptron and it is also suitable for medical image learning. This research resulted the basic information that can be used as a reference of DR stage level category with the accuracy 53.53% for the first mechanism and 52.26% for the second mechanism.

Item Type: Article
Uncontrolled Keywords: Quasi Experiment, Flash Flip Book, Citizenship, One Group Pretest, Design, Nationalism Level
Subjects: Member > dyah@unikom.ac.id
Divisions: Universitas Komputer Indonesia > Perpustakaan UNIKOM
Date Deposited: 31 Jan 2019 10:25
Last Modified: 31 Jan 2019 10:25
URI: https://repository.unikom.ac.id/id/eprint/59773

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