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 | 04 Aug 2021
Tabarru’ fund in sharia life insurance was obtained from premium paid by
participants. The accumulated tabarru’ fund then invested in order to sufficient
the reserve of tabarru’ fund to pay the bene...
Admin | 09 Aug 2021
This thesis examines the income and expenses of insurance business to net income which are converted in the form of underwriting ratio, loss ratio, and return on assets so this rescarch title is the I...
Admin | 23 Aug 2021
Admin | 24 Aug 2021
Understanding of consumer behaviour is absolutely necessarry especially at
insurance world that is so rapidly and quickly create higher intensity of
competition, ad it became important for makerkete...
Admin | 10 Aug 2021
This research is to find out the sales and underwriting result partially and at the same time have an effect on to net profit of PT Asuransi Allianz Utama Indonesia (period 2012-2016).
The purpose of...
Repository Admin | 04 Aug 2021
Tujuan dari penelitian ini adalah untuk mengetahui dan menganalisis Return on Investment (ROI) yang lebih efektif bagi para investor untuk menginvestasikan uangnya. Variabel dalam penelitian ini adala...
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...
Admin | 19 Aug 2021
Bisnis asuransi di Indonesia merupakan sebuah bisnis yang memiliki potensi besar di masa yang
akan mendatang, namun semakin bertambahnya keluhan pelanggan yang diterima oleh perusahaan
asuransi, mak...
Admin | 04 Aug 2021
Penelitian ini bertujuan untuk mengetahui Pengaruh Strategi Pemasaran
dan Kualitas Pelayanan terhadap Kepuasan Nasabah Direct Business dalam
Asuransi Kendaraan Bermotor Pada PT Asuransi Bangun Askri...
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...
Repository Admin | 30 Aug 2021
Based on the Author thesis entitled “The effect of the premium income rates standardization analysis for vehicle insurance premium, before and after the implementation at PT Bosowa Insurance”, the Aut...
Repository Admin | 23 Jan 2024
Penulisan laporan ini dibuat sebagai pemenuhan persyaratan kelulusan mata kuliah magang profesi pada program studi aktuaria di Sekolah Tinggi Manajemen Asuransi (STMA) Trisakti. Kegiatan magang bertuj...
Putri Melati Kresna Dewi | 23 Jun 2021
Penelitian ini bertujuan untuk mengetahui dan menguji hubungan penilaian fasilitas
klaim dan kualitas pelayanan klaim dengan kepuasan nasabah asuransi kendaraan
bermotor PT Asuransi Adira Dinamika....
Repository Admin | 01 Apr 2021
Penelitian ini bertujuan untuk mengetahui pengaruh pelatihan dan promosi jabatan terhadap kepuasan kerja karyawan. Metode yang digunakan dalam penelitian ini
adalah kuantitatif, hasil dan kesimpulan...
Repository Admin | 05 Aug 2021
This thesis examines the perceptions of prospective actuary to actuary task. The aim of this research was to determine the prospective actuary perception of the tasks actuary and to determine the pros...
Repository Admin | 09 Aug 2021
Tujuan dari penelitian ini untuk mengetahui faktor kepuasan pelanggan saat mengajukan klaim di PT Asuransi Allianz Indonesia Serta mengetahui pengaruh dari kualitas pelayanan bengkel dan prosedur pena...
Admin | 09 Aug 2021
This thesis examines the income and expenses of insurance business to net income which are converted in the form of underwriting ratio, loss ratio, and return on assets so this rescarch title is the I...
Repository Admin | 16 Jun 2021
Surety Bond is an innovative product that is offered by the insurance company as a takeover attempt the potential risk of loss that may be experienced by one of the parties, generally the owner of the...
Repository Admin | 21 Jun 2021
Money Insurance or Money Insurance is an insurance product that guarantees money from various risks that result in a loss during storage and in the shipping process. There are several processes in clo...
Repository Admin | 25 Aug 2021
Penelitian ini dilakukan dengan tujuan untuk menganalisis pengaruh pendapatan premi bruto dan beban klaim bruto terhadap hasil underwriting perusahaan reasuransi di Indonesia tahun 2007-2016. Data yan...