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Pengelompokan Tingkat Kesejahteraan Masyarakat di Sumatera Utara dengan Metode K-Means Clustering 苏门答腊岛北部社会福利水平的K-均值聚类分析
Pub Date : 2022-01-23 DOI: 10.24198/jmi.v17.n2.35025.127-135
Sagita Charolina Sihombing, Dina Agnesia Sihombing
Grouping the level of community welfare in North Sumatra Province needs to be done to make it easier for the government to focus on development in cities / districts whose welfare levels are still low. In this study, the level of welfare of the people of North Sumatra was grouped based on several variables. The grouping is done using the K-means clustering method. K-means clustering is one of the clustering methods used to classify large amounts of data. This method produces groups of data based on the number of groups desired. In this study, to determine the best number of groups, the Elbow method was used. The first step in this study was to divide the data into groups of data for the number of groups (k) starting from k = 2 to k = 8. Next, calculate the SSE (Sum of Square Error) from cluster k = 2 to k = 8. After that, create an Elbow graph from the resulting SSE values to determine the most optimal amount of k. Data processing to obtain groups based on the number of clusters (k) was carried out using Matlab 2013b software. Group data from the software is stored in Ms.excel. Meanwhile, the resulting Elbow graphic display is created in the Matlab GUI. From the resulting elbow graph, it can be seen that the SSE value has decreased drastically when k = 2 to k = 5, while from k = 5 to k = 8, the decrease in the graph is not significant. From this we know that the optimal number of clusters is k = 5. So, from the elbow graph, the results show that the North Sumatran people are optimally grouped into five clusters. Cluster 1 is only filled by the city of Medan, cluster 2 consists of North Tapanuli Regency, Toba Regency, Simalungun Regency, Dairi Regency, Karo Regency, Langkat Regency, Humbang Hasundutan Regency, West Pakpak Regency, Samosir Regency, Serdang Bedagai Regency, Padangsidimpuan City, Kota Gunungsitoli, cluster 3 consists of Deli Serdang Regency, Pematangsiantar City, Tebingtinggi City, Binjai City, cluster 4 consists of Labuhanbatu Regency, Asahan Regency, Batu Bara Regency, South Labuhanbatu Regency, North Labuhanbatu Regency, Sibolga City, Tanjungbalai City, and cluster 5 consisting of Nias Regency, Mandailing Natal Regency, South Tapanuli Regency, Central Tapanuli Regency, South Nias Regency, North Padang Lawas Regency, Padang Lawas Regency, North Nias Regency, West Nias Regency.
需要对北苏门答腊省的社区福利水平进行分组,以使政府更容易将重点放在福利水平仍然较低的城市/地区的发展上。在这项研究中,北苏门答腊人民的福利水平基于几个变量进行了分组。使用K-means聚类方法进行分组。K-means聚类是用于对大量数据进行分类的聚类方法之一。此方法根据所需的组数生成数据组。在本研究中,为了确定最佳组数,使用了Elbow方法。本研究的第一步是将数据划分为组数(k)的数据组,从k=2到k=8。接下来,计算从聚类k=2到k=8的SSE(平方误差之和)。之后,根据得到的SSE值创建Elbow图,以确定k的最佳数量。使用Matlab 2013b软件进行数据处理,以获得基于聚类数量(k)的组。软件中的组数据存储在Ms.excel中。同时,在Matlab GUI中创建Elbow图形显示。从所得的肘曲线图中可以看出,当k=2到k=5时,SSE值急剧下降,而从k=5到k=8,曲线图中的下降并不显著。由此我们知道簇的最佳数量为k=5。因此,从肘部图来看,结果表明北苏门答腊人被最佳地分为五个集群。第1组仅由棉兰市组成,第2组由北塔帕努利县、托巴县、西马伦贡县、Dairi县、Karo县、Langkat县、Humbang Hasundutan县、West Pakpak县、Samosir县、Serdang Bedagai县、巴东西丁潘市、Kota Gunungstoli市组成,Binjai市,第4集群由Labuhanbatu Regency、Asahan Regency和Batu Bara Regency组成,南Labuhanbatu Regencyy、北Labuhankatu Regency.Sibolga市、丹戎巴莱市,第5集群由Nias Regency,Mandailing Natal Regency。南Tapanuli Regency,West Nias Regency。
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引用次数: 0
Suatu Kasus Dispensable Set pada Fuzzy N-Soft Set 模糊N-软集上的一个可分配集情形
Pub Date : 2022-01-23 DOI: 10.24198/jmi.v17.n2.35522.147-153
Athia Nurindah Sari, Azmi Nazra, Dan Harimpyu
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引用次数: 0
Perbandingan Algortime Dijkstra dan Node Combination Dalam Perhitungan Betweenness Centrality Pada Graf Jaringan Listrik Universitas Padjadjaran Jatinangor 注册算法与节点组合在高校电网图比对中的相互中心性比较
Pub Date : 2022-01-23 DOI: 10.24198/jmi.v17.n2.35549.137-145
Jeane R. M. D. P Chantique, Herlina Napitupulu, Betty Subartini
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引用次数: 0
Cadangan Prospektif Produk Asuransi Jiwa Endowment dengan Metode Gross Premium Valuation 基于毛保费估值方法的前瞻性灵魂保险产品捐赠建议
Pub Date : 2022-01-23 DOI: 10.24198/jmi.v17.n2.34360.97-108
David Eurico, Sandra Kezia, L. Noviyanti, Achmad Zanbar Soleh
Determination of life insurance reserves involving expenses in premiums is important to be calculated correctly so that insurance companies can manage benefit reserves properly. This study will calculate the reserve value of the single life double decrement endowment life insurance product (death and total disability) using the Gross Premium Valuation (GPV) method with a prospective approach. The reserve value obtained from the prospective GPV approach is zero at the beginning of the first year’s reserves. This shows that all incoming premium in the first year are used to cover expenses that must be incurred by the company. Furthermore, the value of GPV reserve will continue to increase so that at the end of the policy year it will be the same as the endowment benefits promised to the policyholder. In this study, administrative expenses, policy expenses, and loyalty bonuses are also involved. The result given is the amount of gross premium that must be paid from the insured woman aged 30 years, with a protection period of 20 years and a premium payment period of 20 years paid at the beginning of each year, which is Rp6.680.206,00 for an interest rate of 7% and Rp6.126.428,00 for an interest rate of 8%. Reserves that must be prepared by the insurance company at the end of the first year are Rp2.581.881,00 for an interest rate of 7% and Rp2.309.611,00 for an interest rate of 8% and will increase until the end of the 20th year of Rp200.000.000,00. The result is that gross premium and reserves will have a smaller value for a higher interest rate. The results of this study can be used by insurance companies as a reference for calculating reserves and interest rate sensitivity used in the GPV method.
保费中涉及费用的人寿保险准备金的确定对于正确计算保险公司正确管理福利准备金至关重要。本研究将使用总保费估值(GPV)方法和前瞻性方法计算单人寿双递减养老人寿保险产品(死亡和完全残疾)的准备金价值。从预期GPV方法获得的储量值在第一年储量开始时为零。这表明,第一年的所有保费都用于支付公司必须发生的费用。此外,GPV准备金的价值将继续增加,因此在保单年度结束时,它将与承诺给投保人的养老福利相同。在这项研究中,管理费用、政策费用和忠诚度奖金也涉及在内。给出的结果是,30岁的被保险妇女必须支付的总保费金额,保护期为20年,保费支付期为每年年初支付的20年,利率为7%时为6.680.206,00卢比,利率为8%时为6.126.428,00卢比。保险公司在第一年年底必须准备的准备金为7%的2.581.881,00卢比和8%的2.309.611,00卢比,并将增加至第20年年底的200.000.000,00卢比。结果是,利率越高,总保费和准备金的价值就越小。这项研究的结果可供保险公司作为计算GPV方法中使用的准备金和利率敏感性的参考。
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引用次数: 0
Matriks Circulant Kompleks Bentuk Khusus 3 × 3 Berpangkat Bilangan Bulat 复数圆矩阵圆数为3×3的特殊形状
Pub Date : 2022-01-23 DOI: 10.24198/jmi.v17.n2.34441.109-118
Dewinta Mamula, N. Achmad, Resmawan Resmawan
This article identifies the general form of matrix power and trace of an integer power of Special Form of the 3 × 3 Complex Circulant matrix. The research begins to determine the general form of an integer power of Special Form of the 3 × 3 Complex Circulant matrix, followed by determining the general form trace of an integer power of Special Form of the 3 × 3 Complex Circulant matrix. The proof is done by using mathematical induction. The final result of this article is to obtain the general form of the matrix A^n and tr(A^n) for n integers in special form of the 3 × 3 complex Circulant matrix.
本文给出了3 × 3复循环矩阵幂的一般形式和3 × 3复循环矩阵特殊形式的整数幂的迹。首先确定3 × 3复循环矩阵特殊形式的整数幂的一般形式,然后确定3 × 3复循环矩阵特殊形式的整数幂的一般形式轨迹。证明是用数学归纳法完成的。本文的最终结果是在3 × 3复循环矩阵的特殊形式下,得到n个整数的矩阵A^n和tr(A^n)的一般形式。
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引用次数: 0
Radikal Prima-α Gabungan pada (R,S)-Modul
Pub Date : 2022-01-23 DOI: 10.24198/jmi.v17.n2.35488.85-96
Dian Ariesta Yuwaningsih, Rusmining Rusmining
Given R and S are commutative rings, respectively, and (R,S)-module M with the property S = S and for each a ∈ M satisfy a ∈ RaS. A proper (R,S)-submodule P of M is called jontly α-prime (R,S)submodules if for each r ∈ R and m ∈M with r(m+m)S ⊆ P implies r + r ∈ (P :R M) or m + m ∈ P . If M has a jontly α-prime (R,S)submodules then the jointly α-prime radical of M is M or is the intersection of all jontly α-prime (R,S)-submodule of M . In this article, we present some properties of jointly α-prime radicals of an (R,S)module. Furthermore, at the end of this article, the jointly α-prime radical properties of a left multiplication (R,S)-module are presented.
给定R和S分别是交换环,并且(R,S)-模M具有性质S=S,并且对于每个a∈M满足a∈RaS。M的一个适当的(R,S)-子模P称为Jollyα-素数(R,S)子模,如果对于每个R∈R和M∈M,其中R(M+M)S⊆P意味着R+R∈(P:RM)或M+M∈P。如果M有一个共轭α-素数(R,S)子模,则M的联合α-素数根是M,或者是M的所有共轭α-素(R,S)-子模的交集。本文给出了(R,S)模的联合α-素数自由基的一些性质。此外,在本文的最后,给出了左乘法(R,S)-模的联合α-素数根性质。
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引用次数: 0
Model Kasus Demam Berdarah Dengue (DBB) di Kabupaten Majalengka Tahun 2016 Berdasarkan Regresi TELBS 基于TELBS回归的2016年报纸版登革热模型
Pub Date : 2021-08-05 DOI: 10.24198/jmi.v17.n1.32682.5-13
Nurul Gusriani, Firdaniza Firdaniza
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引用次数: 1
Willingness to Pay of Fishermen Insurance Using Logistic Regression with Parameter Estimated by Maximum Likelihood Estimation Based on Newton Raphson Iteration 基于Newton-Raphson迭代的参数最大似然估计的Logistic回归渔民保险支付意愿
Pub Date : 2021-08-05 DOI: 10.24198/jmi.v17.n1.32037.15-21
Yulianus - Brahmantyo, Riaman Riaman, F. Sukono
The high risk of losing fishermen's life while at sea is inversely proportional to their low welfare. Fishermen are also unable to meet their daily needs when they are not going to sea. Fishermen welfare insurance can be a solution for them to meet their daily needs. Willingness to Pay (WTP) of fishermen to participate in fishermen welfare insurance can be analyzed using Logistic Regression with Newton Raphson and Genetic Algorithm approximations. Some of the main factors that can support their WTP to participate in fishermen welfare insurance, are fishermen education, membership in the fishing community, membership in fisherman business cards, and knowledge about the existence of fishermen insurance. From these four factors, Logistic Regression Model is generated which is expected to help the increase of fishermen’s WTP on fishermen insurance in Indonesia.
渔民在海上失去生命的高风险与他们的低福利成反比。当渔民不出海时,他们也无法满足日常需求。渔民福利保险可以满足他们的日常需求。渔民参加渔民福利保险的支付意愿(WTP)可以用Newton Raphson和遗传算法逼近的逻辑回归来分析。能够支持其WTP参与渔民福利保险的一些主要因素是渔民教育、渔民社区会员资格、渔民名片会员资格以及关于渔民保险存在的知识。从这四个因素中生成Logistic回归模型,该模型有望帮助印度尼西亚渔民对渔民保险的WTP增加。
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引用次数: 1
Bilangan Ramsey Multipartit Himpunan untuk Kombinasi Graf Lintasan kecil dan Graf Bintang 组合小路图和星形图的Ramsey多部分邀请数
Pub Date : 2021-08-05 DOI: 10.24198/jmi.v17.n1.33077.1-4
Syafrizal Syafrizal, Anggun Saputri Zain, Narwen Narwen, Effendi Effendi
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引用次数: 0
Designing Graphical User Interface (GUI) for Adjustable Robust Maximum Flow Problem 可调鲁棒最大流量问题的图形用户界面设计
Pub Date : 2021-08-05 DOI: 10.24198/jmi.v17.n1.30288.63-72
D. Chaerani, Naufal Badruzzaman, E. Hertini, E. Rusyaman
Maximum flow problem is one of optimization problems which aims to find the maximum flow value that is traversed in a network system. This problem can be solved using existing algorithms and linear programming. In the case of maximum flow, often the parameters used vary due to certain factors. [1] designed the Robust Counterpart Optimization Model for Maximum Flow Problems by assuming side and flow capacities from an indefinite point to destination point to solve the maximum flow problem with uncertainty. To facilitate the search for solutions with large amounts of data, a Graphical User Interface (GUI) was made. GUI is a pictorial interface of a program that can facilitate its users in completing their work such as counting, making, and so on. In this study, the GUI was created using Maple software and used the Adjustable Robust Counterpart Optimization Model made by [1]. Thus, the search for solutions to maximum flow problems can be resolved quickly and efficiently only by entering the data needed for calculations in the GUI.
最大流量问题是寻找网络系统所经过的最大流量值的优化问题之一。这个问题可以用现有的算法和线性规划来解决。在最大流量的情况下,由于某些因素,所使用的参数通常会发生变化。[1]通过假设从不确定点到目的点的侧流量和流量,设计了最大流问题的鲁棒对等优化模型,解决了不确定的最大流问题。为了方便搜索具有大量数据的解决方案,图形用户界面(GUI)被制作出来。GUI是程序的图形界面,可以方便用户完成计数、制作等工作。在本研究中,使用Maple软件创建GUI,并使用[1]制作的可调鲁棒对等优化模型。因此,只有在GUI中输入计算所需的数据,才能快速有效地解决最大流量问题的解决方案。
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引用次数: 0
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Jurnal Matematika Integratif
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