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 | 15 Jun 2021
The more complex lifestyle in modern times, making insurance an important requirement for many people. Besides lifestyle, there is also a purpose for work, where the company guarantees the safety of i...
Admin | 12 Aug 2021
Penelitian ini bertujuan untuk mengetahui pengaruh pendapatan premi netto
asuransi dan beban klaim netto terhadap hasil underwriting Asuransi General.
Metode yang digunakan dalam penelitian ini adal...
Admin | 03 Aug 2021
Tujuan dari penelitian ini adalah untuk mengetahui perbedaan tarip premi produk
Asuransi Jiwa Kredit berdasarkan Tabel Mortalitas CSO 80 dan Tabel Mortalitas CSO 80 yang telah dimodifikasi oleh AJB B...
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 | 12 Aug 2021
This research is to answer the problem how big influence agent
commission and policy cost to net premium income at PT Bosowa Insurance in
year 2012-2016. The purpose of this study is to obtain empir...
Repository Admin | 24 Jun 2021
This thesis aims to (1) analyze the effect of premium revenue and claim expenses against the income of PT Asuransi BRIngin Life Sharia (2) determine the influence of premium income and claims expenses...
Admin | 21 Jun 2021
PT Bosowa Insurance is one of the general insurance companies. One type
of insurance product is fire insurance. This work practice report aims to find out
the process for issuing fire insurance poli...
Repository Admin | 30 Jun 2021
Repository Admin | 15 Jun 2021
Insurance marketing activities is one of the main pillars and so the spearhead in the insurance business both general insurance and life tnsuramce. Level of competition is getting tougher and harder i...
Repository Admin | 27 Sep 2021
Penelitian dengan judul Penurunan Omset Penjualan Usaha Mikro Kecil dan Menengah (UMKM) yang berjualan disekitar Kampus selama pandemic covid 19, tujuan untuk mengetahui tingkat penurunan omset dihada...
Repository Admin | 24 Jun 2021
Indonesia Pada perusahaan yang diteliti telah mengalami penurunan jumlah penerimaan klaim, namun pencapaian target kerja klaim yang diukur Clasing Ratio tetap tidak tecapui mulai dari tahun 2012-2016....
Admin | 16 Aug 2021
Penelitian ini bertujuan untuk mengetahui pengaruh premi retrosesi dan klaim
retrosesi terhadap hasil underwriting . Penelitian dilakukan terhadap perusahaan
reasuransi PT. Reasuransi Nasional Indon...
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...
Repository Admin | 09 Jan 2023
Skripsi merupakan persyaratan kelulusan seorang mahasiswa, yang harus dijalani melalui proses proposal skripsi terlebih dahulu. Pada penulisan skripsi diperlukan aturan atau susunan tersendiri yang ha...
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...
Admin | 01 Jul 2021
Penelitian ini bertujuan untuk mengetahui apakah terdapat pengaruh dari biaya
komisi reasuransi dan pendapatan komisi retrosesi terhadap hasil Underwriting
bruto asuransi kebakaran pada bisnis fakul...
Admin | 04 Aug 2021
Penelitian ini dilakukan untuk mencari tahu hubungan antara Rasio Underwriting,
Rasio komisi dengan Risk Based Capital pada perusahaan asuransi umum yang
tercatat di Bursa Efek Indonesia pada tahun...
Repository Admin | 27 Apr 2022
Tujuan dari penelitian ini adalah untuk menguraikan dan menjelaskan fenomena yang terjadi di masyarakat saat ini guna menjalankan usaha secara mandiri dan bebas. Menjadi wirausahawan atau pemilik bisn...
Repository Admin | 30 Aug 2021
This research is for knowing the effect of service quality and claim settlement toward customers satisfaction of pt asuransi bangun askrida. This research used quantitative description method. 60 samp...