Title | THE USE OF BIPLOT ANALYSIS AND EUCLIDEAN DISTANCE WITH PROCRUSTES MEASURE FOR OUTLIERS DETECTION |
---|---|
Author | Fanny Novika, Siswadi dan Toni Bakhtiar |
Abstract | Outlier is an object that has unique characteristics compared with other objects. Detection of outlier needs to be performed in order to avoid errors in decision-making related to data. Another reason for the detection of outlier is to determine the cause and the meaning of the difference from the outliers. Two methods for detection of outlier are Minimum Covariance Determinant (MCD) and Fast Minimum Covariance Determinant (FMCD). Unfortunately, MCD and FMCD require a longer iteration thus it is difficult to detect outlier in large data. In this work, we introduce alternative methods to detect outliers i.e. direct and indirect biplot analyses and direct and indirect Euclidean distances and then we determine the effectiveness of methods in detecting outlier using Procrustes measure. The larger the size of Procrustes measure, the better the method for detecting the outliers. There are six data used in the simulation analysis, i.e. the generated data with the characteristics of one group data, one group data with the outlier, one group data with the top and bottom outliers, twogroup data, three-group data. Inferred data criteria based on simulation analysis results that MCD, FMCD, indirect biplot and indirect Euclidean distance can’t detect outlier of grouped data. Applicative analysis is the detection of outliers in the welfare data of the Indonesian people based on seven indicators. Papua and DKI Jakarta provinces are concluded as outliers based on all methods. Further analysis reveals that direct Euclidean, indirect Euclidean, and indirect biplot are the best methods. However, direct Euclidean is the simplest method. |
Journal Link | https://www.ijemr.net/ojs/index.php/ojs/article/view/424 |
Admin | 25 Aug 2021
This thesis is about quality product and quality service performance of motor
vehicle sharia insurance of takaful company Asuransi ABC Syariah , PT and that
influence for their client. This thesis r...
Admin | 25 Aug 2021
The research is described the analysis in PT Bosowa Asuransi for increase the premium income property insurance. The researchers conducted a study in PT Bosowa Insurance, Global Tower 2rd Floor, Jl. J...
Admin | 19 Aug 2021
One indicator of moderate risk level. The right ships for boats. In this study will test
how big the incidence of roro ferry boat related to the history of pending losses in PT
ASDP. The object of t...
Repository Admin | 04 Aug 2021
Penelitian ini dilakukan untuk mencari tahu hubungan antara Faktor Manusia dan Faktor Teknis dengan Risiko Kecelakaan Pesawat Komersial. Data primer diperoleh dari penyebaran kuisioner melalui google...
Admin | 19 Aug 2021
Tujuan dari penelitian ini adalah untuk mengetahui bagaimana proses perpanjangan
polis asuransi kesehatan kumpulan dilakukan di Unit Bisnis Syariah PT. Asuransi
Bintang Tbk, pada produk Asuransi Kes...
Admin | 10 Aug 2021
This study is to answered the problem that how much the premium income
and claim as partialy and simultaneously have influence toward underwriting
result.
The purpose of this study is to obtain the...
Admin | 19 Aug 2021
Repository Admin | 23 Aug 2021
Admin | 16 Aug 2021
Penelitian ini bertujuan untuk mengetahui tentang pengaruh kontribusi, klaim dan
hasil investasi terhadap surplus underwriting. Penelitian dilakukan terhadap
perusahaan reasuransi unit syariah PT Re...
Admin | 25 Aug 2021
The objective of this research is to get influence or not influence between tabarru
'earnings income to underwriting result, shariah facultative fire reinsurance claim
expense to underwriting result...
Repository Admin | 08 Jan 2024
Indry Berliana Nurhayati, 20144010. Laporan Magang Profesi.
Jakarta : Konsentrasi Aktuaria, Program Studi Ilmu Aktuaria. Sekolah Tinggi Manajemen Asuransi Trisakti, Jakarta 2023.
Pelaksanaan Magang...
Admin | 24 Jun 2021
This research was conducted with the aim to find out the effect training and
implementation SOP on service quality in the operation division of PT Asuransi
Jiwa Nasional.The research method used is...
Admin | 01 Jul 2021
Fraud has been serious problem in henlth insuramce, this is because it can lead to higher in health insurance premiumms and prolong the claints process. Technological changes und the loopholes in the...
Repository Admin | 01 Apr 2021
Risk is an uncertainty that can cause a loss. The risk of an accident will always be there. Accident is an unfortunate incident that happens unexpectedly and unintentionally, typically resulting in da...
Admin | 03 Aug 2021
Penelitian ini bertujuan untuk mengetahui hubungan hasil investasi dan beban
operasional dengan laba bersih perusahaan asuransi syariah umum. Metode yang
digunakan dalam penelitian ini adalah kuanti...
Admin | 10 Aug 2021
Penelitian ini dilakukan untuk mengetahui pengaruh fasilitas rawat inap dan kualitas
pelayanan terhadap kepuasan pasien di kelas 3 peserta BPJS Kesehatan. Data
menggunakan data primer dan sekunder d...
Admin | 16 Aug 2021
Penelitian ini bertujuan untuk mengetahui tentang pengaruh kontribusi, klaim dan
hasil investasi terhadap surplus underwriting. Penelitian dilakukan terhadap
perusahaan reasuransi unit syariah PT Re...
Putri Melati Kresna Dewi | 16 Jun 2021
Admin | 19 Aug 2021
One indicator of moderate risk level. The right ships for boats. In this study will test
how big the incidence of roro ferry boat related to the history of pending losses in PT
ASDP. The object of t...