| 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 | 30 Jun 2021
Penelitian ini berjudul Hubungan Pemahaman dan Persepsi Risiko Terhadap Minat
Beli Polis Asuransi Kebakaran Pada Masyrakat Di Kelurahan Kedung Halang, Bogor,
penelitian ini bertujuan untuk mengetahu...
Repository Admin | 15 Jun 2021
Marketing insurance has a target to increase sales for the benefit of a company. While interest and public awareness to use insurance services is very small due to lack of knowledge about insurance. T...
Putri Melati Kresna Dewi | 16 Jun 2021
The background of this research is to find out the importance of analyzing the process of receiving SPAJ on Buncassurance Units at PT Tokio Marine Life Insurance Indonesia. As we know, even though the...
Repository Admin | 06 Sep 2021
Repository Admin | 02 Sep 2021
zulhayker | 19 Mar 2021
AMELIA SAPTYARANI, Analisis Biplot Untuk Return On Asset Dan Return On Equity Pada Perusahaan Asuransi Jiwa Nasional.
Dibimbing oleh Ibu Fanny Novika, M.Si dan Bapak I Nyoman Winata, S.E,M.M.
Anal...
Admin | 30 Jun 2021
Penelitian ini bertujuan untuk membandingkan model analisis trend serta
menerapkan model trend terbaik pada peramalan hasil underwriting, hasil investasi,
beban usaha dan laba bersih. Data yang digu...
Admin | 03 Aug 2021
This thesis examines the effect of service quality and premium of claims on Client
satisfaction on BPJS Kesehatan in the first Health Facility of BPJS Kesehatan This
research was conducted on third...
Admin | 01 Jul 2021
Penelitian ini bertujuan untuk mengetahui pengaruh aset, pendapatan premi bruto dan beban usaha terhadap laba usaha. Penelitian dilakukan terhadap perusahaan reasuransi PT. Reasuransi Nasional Indones...
Repository Admin | 17 Jun 2021
The benefits of credit for the economy of modern society are generally recognized as a key facior in accelerating economic growth, but the use of credit has many complex problems. One of them is that...
Admin | 03 Aug 2021
This thesis examines the effect of service quality and premium of claims on Client
satisfaction on BPJS Kesehatan in the first Health Facility of BPJS Kesehatan This
research was conducted on third...
Admin | 04 Aug 2021
Penelitian ini dilakukan untuk mencari tahu hubungan antara Own Retention Ratio,
dan Loss Ratio dengan Risk Based Capital di PT Asuransi Ramayana Tbk Periode
2008-2017. (1) Untuk mengetahui hubungan...
Repository Admin | 17 Jun 2021
The benefits of credit for the economy of modern society are generally recognized as a key facior in accelerating economic growth, but the use of credit has many complex problems. One of them is that...
Admin | 19 Aug 2021
This research aims to examine the connection corporate image and quality service
motor vehicle insurance to customer satisfaction of PT Asuransi Staco Mandiri main branch
Office Jakarta. The data us...
Admin | 24 Aug 2021
Penelitian ini bertujuan untuk mengetahui pengaruh pemasaran digital dan
kualitas pelayanan terhadap minat beli asuransi kecelakaan diri. Metode yang
digunakan dalam penelitian ini adalah kuantitati...
Repository Admin | 06 Sep 2021
This study aims to determine the effect of service quality and employee
performance on customer satisfaction, especially for motor vehicle insurance
customers. The method used in this study is quant...
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...
Admin | 12 Aug 2021
Penelitian ini untuk menjawab masalah seberapa besar pengaruh pendapatan
premi bersih dan biaya klaim atas hasil underwriting pada PT Harta Aman
Pratama, Tbk pada tahun 2012-2016. Tujuan penelitian...
Admin | 24 Jun 2021
This thesis aims to examine the influence of the age of the vessel in determining
the premium rate on the undewriting results ofmarine hull insurance of PT
Asuransi Purna Artanugraha. Aspect of this...
Admin | 03 Aug 2021
Manajeman Klaim menjadi hal yang sangat penting dalam bisnis asuransi dan
berperan dalam mebangun citra perusahaan. Dimana TPA PT. XYZ sebagai
administrator Asuransi dituntut untuk memberikan analis...