| 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 |
Repository Admin | 14 Jun 2021
Penelitian ini bertujuan untuk mengetahui pengaruh pendapatan premi neto
asuransi kebakaran dan beban klaim neto asuransi kebakaran terhadap hasil
underwriting asuransi kebakaran. Penelitian dilakuk...
Repository Admin | 01 Apr 2021
Penelitian ini bertujuan untuk mengetahui apakah terdapat pengaruh dari premi retrosesi, klaim recovery retrosesi, dan komisi retrosesi terhadap hasil underwriting secara parsial dan simultan. Penelit...
Repository Admin | 01 Apr 2021
Repository Admin | 24 Jun 2021
Penelitian ini dilakukan dengan tujuan untuk mengetahui pengaruh dan kontribusi
pendapatan premi neto, beban klaim neto, hasil investasi dan jumlah beban usaha
terhadap keuntungan perusahaan asurans...
Repository Admin | 01 Apr 2021
Kehidupan masyarakat saat ini tidak terlepas dari penggunaan internet. Internet cukup mempengaruhi kehidupan sehari-hari, salah satunya dalam pembelian kendaraan bermotor. Melihat dari perubahan pola...
Admin | 30 Jun 2021
This study aimed to determine wether motivation, perception, and attitude
simultaneously affected to intention of buying for life’s insurance product, Population
in this research are people at Perum...
Putri Melati Kresna Dewi | 15 Jun 2021
Karyawan PT Bank Permata yang masih memiliki pinjaman dengan agunan kendaraan bermotor terhadap PT Bank Permata, wajib mengasuransikan kendaraannya kepada asuransi rekanan PT Bank Permata dan diperpan...
Repository Admin | 30 Jun 2021
Penelitian ini dilakukan dengan tujuan untuk mengetahui pengaruh pendapatan
premi neto, beban klaim neto dan hasil investasi terhadap nilai aset perusahaan
asuransi jiwa tahun 2013–2017. Data sekund...
Admin | 01 Jul 2021
Penelitian ini dilakukan untuk mencari tahu hubungan antara Underwriting Ratio dan Loss Ratio terhadap Risk. Based Capilal pada PT. Asuransi Jasa Tania Tbk. Data sekunder diperoleh dari laporan keuang...
Repository Admin | 23 Mar 2021
Penelitian ini bertujuan untuk mengetahui berapa besar pengaruh cadangan premi, pendapatan premi neto, dan Hasil Investasi terhadap laba bersih. Penelitian ini dilakukan di PT AIA FINANCIAL pada perio...
Admin | 19 Aug 2021
The purpose of this study is to determine the ratio of brokerage fee
based on facultative and treaty business and to know how big the comparison or
the difference between the two business. This stud...
Repository Admin | 31 Aug 2022
Kemampuan mengoperasikan komputer atau hard skill merupakan salah satu kemampuan yang perlu dimiliki masyarakat pada era revolusi industri 4.0. Termasuk kemampuan mengoperasikan berbagai macam softwar...
Repository Admin | 23 Nov 2021
The title “Data Entry Processing at PT Asuransi Nipponkoa Indonesia” especially in the Property insurance line of business is chosen to describe the importance tasks and roles of Inputer and its impac...
Repository Admin | 01 Apr 2021
Kinerja keuangan merupakan satu di antara dasar penilaian mengenai kondisi keuangan perusahaan yang dilakukan berdasarkan analisis terhadap rasio keuangan
perusahaan. Kinerja keuangan dapat melihat k...
Repository Admin | 08 Jun 2022
In recent years, general insurance companies have received attention from the public due to their denial of trust, the weakness of human capital, and physical capital goods. This denial has reduced th...
Repository Admin | 23 Mar 2021
Peluang kebangkrutan pada sebuah perusahaan asuransi diartikan sebagai suatu keadaan dimana total beban klaim yang harus dibayarkan lebih besar jumlahnya daripada pendapatan premi ditambah modal awal...
Admin | 24 Jun 2021
This study aimed to find out the influence of claim burden and inflation rate to claim
reserve of property insurance in general insurance companies in Indonesia.
Population in this study is annual f...
Repository Admin | 18 Nov 2021
Admin | 05 Aug 2021
Penelitian ini berjudul Pengaruh Pengetahuan dan Persepsi Mahasiswa Angkatan 2015-2016 terhadap Minat Memilih Konsentrasi Aktuaria di Sekolah Tinggi Manajemen Asuransi Trisakti, penelitian ini bertuju...
Repository Admin | 15 Jun 2021
Insurance company will provide an assurance of protection against the risk guaranteed in the property all risks Insurance policy. However, insurance company also have their own retention or risks for...