Data Prosiding - Tahun 2019
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The Comparison Of Machine Learning Model To Predict Bankruptcy: Indonesian Stock Exchange Data
Author
Dr. Ednawati Rainarli, S.Si., M.Si.
Abstrak
This study aims to determine the Machine Learning Model used to predict bankruptcy. The data was conducted from the financial statements of two public companies reported by the Indonesia Stock Exchange from 2009 to 2015. This research method uses an analysis feature in which the accounting ratios are used in statistical analysis of financial statements that handle missing values, choose the correlation feature related to class, and dealing with unbalanced datasets. This problem was resolved at the beginning of the preprocessing phase. The training process uses pre-processing results to fit the data with the prediction model. Accuracy is used to measure the performance of the model in predicting bankruptcy. The result is Sequential Minimal Optimization (SMO) with linear kernel function that works best to predict 1 year before bankruptcy with an accuracy of 91.57% and SMO with Radial Basis Function (RBF) works well to predict 2 years before bankruptcy; the accuracy is 93.8%. This study shows the effect of feature selection and normalization processes in making correct predictions using the SMO method.
Nama Prosiding
IOP Conference Series: Materials Science and Engineering,
Volume 662 Nomor 5
URL
https://iopscience.iop.org/article/10.1088/1757-899X/662/5/052019/meta
DOI
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Blind Scanner Server And Batch Programming Implementation In The Process Of Automatically Scan Document
Author
Eko Budi Setiawan, S.Kom., M.T
Abstrak
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Nama Prosiding
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Volume 66 Nomor -
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Development Of Entrepreneurial Characteristics And A Good Business System In Rural Communities Using Information Technology
Author
Assoc. Prof. Dr Ely Suhayati, S.E., M.Si., Ak. CA
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Nama Prosiding
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Volume 0 Nomor -
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Visual Communication Morphology Study In A Stall Banner Street Vendors Of Lamongan
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Knowledge Management System Architecture Design
Author
Geraldi Catur Pamuji, S.Kom., M.Kom
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Volume 0 Nomor -
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Risk Analysis Of Dutch Healthcare Company Information System
Author
Geraldi Catur Pamuji, S.Kom., M.Kom
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Volume 0 Nomor -
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Analysis Of Raw Material Ordering With Economic Order Quantity Method
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Nama Prosiding
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Volume 66 Nomor -
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Predicting Student Interests Against Laptop Specifications Through Application Of Data Mining Using
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Volume 66 Nomor -
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Online Diploma Supplement Information System Modelling For Indonesian Higher Education Institution
Author
Irawan Afrianto, S.T, M.T Andri Heryandi, MT.
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Nama Prosiding
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Volume 66 Nomor -
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Implementation Of User Centered Design Method In Designing Android-Based Journal Reminder Applicatio
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Nama Prosiding
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Volume 66 Nomor -
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