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Image of PENGEMBANGAN MODEL TINGKAT KEPARAHAN KECELAKAAN LAUT MENGGUNAKAN METODE KLASIFIKASI MACHINE LEARNING

Skripsi

PENGEMBANGAN MODEL TINGKAT KEPARAHAN KECELAKAAN LAUT MENGGUNAKAN METODE KLASIFIKASI MACHINE LEARNING

Safitri, Arinda Intan - Personal Name;

Penilaian

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Penilaian anda saat ini :  

Maritime transportation plays an important role in international trade, more than 50,000 merchant ships are involved every day and this causes a large opportunity for maritime accidents. Therefore, to see more about the patterns and factors that influence the accidents that occur, it is necessary to classify the severity level in order to reduce and prevent the risk of more serious accidents. In the severity level classification process, machine learning methods will be used, in which the model will be developed so that the resulting predictions are more optimal. From the results of this analysis, it was found that the type of accident, type of ship, and factors contributed significantly to the severity of the accident, around 50.3% of the human role was the main causal factor in the occurrence of the accident. Based on the results of the comparison of two machine learning models, one of the best models was obtained, namely LGBM (Light Gradient Boosting Machine Classifier) by hyperparameterizing the model.


Availability
Inventory Code Barcode Call Number Location Status
2407002130T142618T1426182024Central Library (REFERENCES)Available but not for loan - Not for Loan
Detail Information
Series Title
-
Call Number
T1426182024
Publisher
Indralaya : Prodi Sistem Komputer, Fakultas Ilmu Komputer., 2024
Collation
xv, 58 hlm.; ilus.; tab.; 29 cm.
Language
Indonesia
ISBN/ISSN
-
Classification
623.820 7
Content Type
Text
Media Type
unmediated
Carrier Type
unspecified
Edition
-
Subject(s)
Prodi Sistem Komputer
Transportasi Laut
Specific Detail Info
-
Statement of Responsibility
UIN Farrah
Other version/related

No other version available

File Attachment
  • PENGEMBANGAN MODEL TINGKAT KEPARAHAN KECELAKAAN LAUT MENGGUNAKAN METODE KLASIFIKASI MACHINE LEARNING
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