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PROCEEDINGS OF THE 8TH SEAMS-UGM INTERNATIONAL CONFERENCE ON MATHEMATICS AND ITS APPLICATIONS 2019: Deepening Mathematical Concepts for Wider Application through Multidisciplinary Research and Industries Collaborations最新文献

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Markov chain representation of individual and group lending in microcredit 小额信贷中个人和团体贷款的马尔可夫链表示
Trisha Therese R. Bernardino, Jasmin-Mae B. Santos
Microcredit is a financial tool that provides small amounts of loan to low-income or poor people. An individual or a group can enter microlending and is expected to pay after an agreed period. In this research, a probabilistic approach through Markov chain representations of repayment processes for individual and group lending of two borrowers is revisited; and conditions for absence of strategic default are identified. Results are then extended to the case of three borrowers, as a Markov chain model is presented and a formula for the expected total discounted return of a borrower is obtained.Microcredit is a financial tool that provides small amounts of loan to low-income or poor people. An individual or a group can enter microlending and is expected to pay after an agreed period. In this research, a probabilistic approach through Markov chain representations of repayment processes for individual and group lending of two borrowers is revisited; and conditions for absence of strategic default are identified. Results are then extended to the case of three borrowers, as a Markov chain model is presented and a formula for the expected total discounted return of a borrower is obtained.
小额信贷是一种向低收入者或穷人提供小额贷款的金融工具。个人或团体可以进入小额贷款,并在约定的期限后付款。在本研究中,通过马尔可夫链表示的概率方法对两个借款人的个人和团体贷款的还款过程进行了重新审视;并确定了不存在战略违约的条件。然后将结果推广到三个借款人的情况,给出了马尔可夫链模型,并得到了借款人期望总贴现收益的公式。小额信贷是一种向低收入者或穷人提供小额贷款的金融工具。个人或团体可以进入小额贷款,并在约定的期限后付款。在本研究中,通过马尔可夫链表示的概率方法对两个借款人的个人和团体贷款的还款过程进行了重新审视;并确定了不存在战略违约的条件。然后将结果推广到三个借款人的情况,给出了马尔可夫链模型,并得到了借款人期望总贴现收益的公式。
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引用次数: 0
Forecasting rice production in Luzon using integrated spatio-temporal forecasting framework 基于时空综合预测框架的吕宋岛水稻产量预测
J. D. Urrutia, Joshua Sy Bedana, Chloe Bernice V. Combalicer, Francis Leo T. Mingo
Rice is a staple in every Filipino home where it is eaten three times a day or sometimes more. Luzon is the top producer of rice for the past years among the other two island groups. Rice plays a critical role in food security. This is one of the importance of rice forecasting. This study explores the possibility of using spatial data and temporal data on forecasting the production of rice at the same time. A Spatio-temporal Forecasting model is used to forecast the quarterly harvest of each of the seven rice producing regions of Luzon. This enables the gathered data to be utilized and manipulated for rice production forecasting. The effect of spatial correlations on the prediction accuracy of spatial forecasting is explored. The study showed that Spatio-temporal forecasting model is better than the most commonly used ARIMA forecasting.Rice is a staple in every Filipino home where it is eaten three times a day or sometimes more. Luzon is the top producer of rice for the past years among the other two island groups. Rice plays a critical role in food security. This is one of the importance of rice forecasting. This study explores the possibility of using spatial data and temporal data on forecasting the production of rice at the same time. A Spatio-temporal Forecasting model is used to forecast the quarterly harvest of each of the seven rice producing regions of Luzon. This enables the gathered data to be utilized and manipulated for rice production forecasting. The effect of spatial correlations on the prediction accuracy of spatial forecasting is explored. The study showed that Spatio-temporal forecasting model is better than the most commonly used ARIMA forecasting.
米饭是每个菲律宾家庭的主食,每天吃三次,有时甚至更多。过去几年,吕宋岛是其他两个岛群中最大的大米生产国。大米在粮食安全中发挥着关键作用。这是水稻预测的重要意义之一。本研究探讨了空间数据和时间数据同时用于水稻产量预测的可能性。利用时空预测模型对吕宋岛7个水稻产区的季度收成进行了预测。这使收集到的数据能够用于水稻产量预测。探讨了空间相关性对空间预报精度的影响。研究表明,时空预测模型优于最常用的ARIMA预测模型。米饭是每个菲律宾家庭的主食,每天吃三次,有时甚至更多。过去几年,吕宋岛是其他两个岛群中最大的大米生产国。大米在粮食安全中发挥着关键作用。这是水稻预测的重要意义之一。本研究探讨了空间数据和时间数据同时用于水稻产量预测的可能性。利用时空预测模型对吕宋岛7个水稻产区的季度收成进行了预测。这使收集到的数据能够用于水稻产量预测。探讨了空间相关性对空间预报精度的影响。研究表明,时空预测模型优于最常用的ARIMA预测模型。
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引用次数: 1
Modeling indemnity of revenue-based crop insurance in Indonesia using time-varying copula models 利用时变copula模型对印尼基于收入的农作物保险赔付进行建模
Atina Ahdika, D. Rosadi, A. R. Effendie, Gunardi
Crop insurance is a potential business line to develop, especially in countries with agricultural bases. In such type of insurance, a loss can be defined as a lack of revenue resulted from the crop yield or the price. The purpose of this paper is to model the variability of revenue-based agricultural losses through the implementation of time-varying copula towards crop yield and price, and to estimate the indemnity of the revenue-based crop insurance. The analysis employs both static and time-varying Normal and Archimedean copula to model the structure of dependency between crop yield and price. Each marginal variable is modeled using ARIMA model. A simple algorithm is proposed to estimate revenue-based losses and indemnity of the revenue-based crop insurance.Crop insurance is a potential business line to develop, especially in countries with agricultural bases. In such type of insurance, a loss can be defined as a lack of revenue resulted from the crop yield or the price. The purpose of this paper is to model the variability of revenue-based agricultural losses through the implementation of time-varying copula towards crop yield and price, and to estimate the indemnity of the revenue-based crop insurance. The analysis employs both static and time-varying Normal and Archimedean copula to model the structure of dependency between crop yield and price. Each marginal variable is modeled using ARIMA model. A simple algorithm is proposed to estimate revenue-based losses and indemnity of the revenue-based crop insurance.
农作物保险是一项有潜力发展的业务,特别是在有农业基础的国家。在这种类型的保险中,损失可以定义为由于作物产量或价格而导致的收入不足。本文的目的是通过对作物产量和价格的时变联结来建立基于收入的农业损失的变异性模型,并估计基于收入的作物保险的赔偿。该分析采用静态和时变的正态和阿基米德联结模型来模拟作物产量和价格之间的依赖关系结构。各边际变量采用ARIMA模型建模。提出了一种简单的基于收入的农作物保险损失与赔偿估计算法。农作物保险是一项有潜力发展的业务,特别是在有农业基础的国家。在这种类型的保险中,损失可以定义为由于作物产量或价格而导致的收入不足。本文的目的是通过对作物产量和价格的时变联结来建立基于收入的农业损失的变异性模型,并估计基于收入的作物保险的赔偿。该分析采用静态和时变的正态和阿基米德联结模型来模拟作物产量和价格之间的依赖关系结构。各边际变量采用ARIMA模型建模。提出了一种简单的基于收入的农作物保险损失与赔偿估计算法。
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引用次数: 2
An HIV/AIDS epidemic model with media coverage, vertical transmission and time delays 具有媒体报道、垂直传播和时间延迟的艾滋病毒/艾滋病流行模型
T. Teng, E. D. Lara-Tuprio, J. M. Macalalag
In this paper, we propose and study a time-delay compartmental model for human immunodeficiency virus (HIV) transmission, a disease which may lead to an advanced stage of infection called acquired immunodeficiency syndrome (AIDS), in a sexually active population with the presence of media coverage. The inclusion of vertical transmission in the recruitment of infected individuals is also considered. Moreover, two time delays are incorporated in the model. One delay τ1 covers the period from the time of gathering statistical data on the total number of infections in the community up to the time that these information are reported to the public through media. The other delay τ2 corresponds to the period that an infected newborn baby reaches the age of sexual maturity. If the threshold value R0 < 1, then the only equilibrium point is the disease-free equilibrium which is globally asymptotically stable. If the threshold values R0 and R00 are both greater than 1, then a unique endemic equilibrium exists, which is globally asymptotically stable when media coverage is not considered. When there is no vertical transmission but media coverage is considered, the system undergoes a Hopf bifurcation at some critical value of the media delay. Numerical simulations are presented to illustrate theoretical results.In this paper, we propose and study a time-delay compartmental model for human immunodeficiency virus (HIV) transmission, a disease which may lead to an advanced stage of infection called acquired immunodeficiency syndrome (AIDS), in a sexually active population with the presence of media coverage. The inclusion of vertical transmission in the recruitment of infected individuals is also considered. Moreover, two time delays are incorporated in the model. One delay τ1 covers the period from the time of gathering statistical data on the total number of infections in the community up to the time that these information are reported to the public through media. The other delay τ2 corresponds to the period that an infected newborn baby reaches the age of sexual maturity. If the threshold value R0 < 1, then the only equilibrium point is the disease-free equilibrium which is globally asymptotically stable. If the threshold values R0 and R00 are both greater than 1, then a unique endemic equilibrium exists, which ...
在本文中,我们提出并研究了人类免疫缺陷病毒(HIV)传播的时滞室室模型,这种疾病可能导致感染的晚期阶段,称为获得性免疫缺陷综合征(AIDS),在性活跃人群中存在媒体报道。还考虑将垂直传播纳入受感染个体的招募中。此外,模型中还加入了两个时滞。一个延迟τ1涵盖从收集社区感染总数的统计数据到通过媒体向公众报告这些信息的这段时间。另一个延迟τ2对应于受感染的新生儿达到性成熟年龄的时间。若阈值R0 < 1,则唯一平衡点为全局渐近稳定的无病平衡点。如果阈值R0和R00均大于1,则存在唯一的地方性均衡,当不考虑媒体覆盖时,该均衡全局渐近稳定。当不存在垂直传输但考虑媒体覆盖时,系统在媒体延迟的某个临界值处发生Hopf分岔。通过数值模拟来说明理论结果。在本文中,我们提出并研究了人类免疫缺陷病毒(HIV)传播的时滞室室模型,这种疾病可能导致感染的晚期阶段,称为获得性免疫缺陷综合征(AIDS),在性活跃人群中存在媒体报道。还考虑将垂直传播纳入受感染个体的招募中。此外,模型中还加入了两个时滞。一个延迟τ1涵盖从收集社区感染总数的统计数据到通过媒体向公众报告这些信息的这段时间。另一个延迟τ2对应于受感染的新生儿达到性成熟年龄的时间。若阈值R0 < 1,则唯一平衡点为全局渐近稳定的无病平衡点。如果阈值R0和R00均大于1,则存在唯一的地方性均衡,该均衡…
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引用次数: 5
Upper and lower N-integrals 上下n个积分
Emmanuel A. Cabral, A. Racca
This paper provides alternative definitions of the N−integral using the set of discontinuity Df of the function f. Upper and lower Darboux sums are introduced so that a Darboux characterization of the N−integral similar to the Darboux definition of the Riemann integral is obtained. It is also shown that a function is N− integrable with integral A if and only if for every ∈ >0, there exists an elementary set E with [a, b] E of measure smaller than ∈ and S∞ ⊂ [a, b] Ē such that f is Riemann integrable on Ē and | (R)∫Ēf−A |<∈ Here S∞ is the set of all points in [a, b] such that for every x ∈ S∞, there exists a sequence {xn} in [a,b] with | f (xn)|→∞ as n→∞.
本文利用函数f的不连续集Df给出了N -积分的另一种定义。引入了上、下达布和,从而得到了类似于黎曼积分的达布定义的N -积分的达布特征。也表明,N−可积函数和积分当且仅当对每个∈> 0,存在一组基本E [a, b] E与测量小于∈和S∞⊂[a, b]Ē这样f是黎曼可积的Ē和| (R)∫Ēf−| <∈年代∞是所有点的集合(a、b),这样每x∈S∞,存在一个序列在[a, b] {xn} | f (xn) |→∞N→∞。
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引用次数: 1
A Markov chain grey model: A forecasting of the Philippines electric energy demand 马尔可夫链灰色模型:菲律宾电力需求预测
J. D. Urrutia, Faith E. Antonil
The aim of this paper is to develop a prediction model of energy demand of the Philippines. A Markov Chain Grey Model (MCGM) is proposed to forecast the monthly energy demand of the Philippines. Data were gathered and obtained from the Department of Energy that covers a total of 17 years starting from year 2000 to 2016. The proposed Markov Chain Grey Model (MCGM) is compared to Grey Model (GM) using forecasting accuracy such as Mean Absolute Percentage Error (MAPE), Mean Absolute Error (MAE), Root Mean Square Error (RMSE), Mean Squared Error (MSE), and Normalized Mean Square Error (NMSE). The comparison reveals that MCGM is the best model among the two models to forecast the monthly energy demand of the Philippines in the year 2017 to 2022.The aim of this paper is to develop a prediction model of energy demand of the Philippines. A Markov Chain Grey Model (MCGM) is proposed to forecast the monthly energy demand of the Philippines. Data were gathered and obtained from the Department of Energy that covers a total of 17 years starting from year 2000 to 2016. The proposed Markov Chain Grey Model (MCGM) is compared to Grey Model (GM) using forecasting accuracy such as Mean Absolute Percentage Error (MAPE), Mean Absolute Error (MAE), Root Mean Square Error (RMSE), Mean Squared Error (MSE), and Normalized Mean Square Error (NMSE). The comparison reveals that MCGM is the best model among the two models to forecast the monthly energy demand of the Philippines in the year 2017 to 2022.
本文的目的是建立菲律宾能源需求的预测模型。提出了一种马尔可夫链灰色模型(MCGM)来预测菲律宾的月能源需求。从能源部收集和获得的数据涵盖了从2000年到2016年的17年。利用平均绝对百分比误差(MAPE)、平均绝对误差(MAE)、均方根误差(RMSE)、均方误差(MSE)和归一化均方误差(NMSE)等预测精度,将所提出的马尔可夫链灰色模型(MCGM)与灰色模型(GM)进行比较。比较表明,MCGM模型是预测菲律宾2017 - 2022年月度能源需求的最佳模型。本文的目的是建立菲律宾能源需求的预测模型。提出了一种马尔可夫链灰色模型(MCGM)来预测菲律宾的月能源需求。从能源部收集和获得的数据涵盖了从2000年到2016年的17年。利用平均绝对百分比误差(MAPE)、平均绝对误差(MAE)、均方根误差(RMSE)、均方误差(MSE)和归一化均方误差(NMSE)等预测精度,将所提出的马尔可夫链灰色模型(MCGM)与灰色模型(GM)进行比较。比较表明,MCGM模型是预测菲律宾2017 - 2022年月度能源需求的最佳模型。
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引用次数: 4
Classical portfolio selection with cluster analysis: Comparison between hierarchical complete linkage and Ward algorithm 基于聚类分析的经典投资组合选择:层次完全联动与Ward算法的比较
La Gubu, D. Rosadi, Abdurakhman
In this paper we present a classical portfolio selection using cluster analysis. By applying complete linkage algorithm and Ward of agglomerative clustering, the stocks are classified into several clusters. A stock in each cluster is selected as cluster representative base on the Sharpe ratio. The selected stocks for each cluster are the stocks which has the best Sharpe ratio. The optimum portfolio is determined using the classical Mean-Variance (MV) portfolio model. Using this procedure, we may obtain the best portfolio efficiently when there are large number of stocks involved in the formulation of the portfolio. For empirical study, we used the daily return of stocks listed on the Indonesia Stock Exchange, which included in the LQ-45 indexed for the period of August 2017 to July 2018. The results of this research show that clustering with hirachical complete linkage and Ward algorithm, LQ-45 stocks are grouped into 7 group of stocks and 9 group of stocks respectively. Thus there are two portfolios that can be formed, namely the portfolio produced by the complete linkage algorithm which consists of 7 stocks and portfolios produced by the Ward algorithm which consists of 9 stocks. Furthermore, it was found that portfolio performance produced using clustering with Ward algorithm was better than portfolio performance produced by the complete linkage algorithm for all risk aversion values.
本文用聚类分析方法提出了一个经典的投资组合选择问题。采用完全联动算法和Ward聚类算法,将股票划分为若干类。根据夏普比率,在每个类中选择一个股票作为类代表。每组所选股票都是夏普比率最高的股票。采用经典的均值-方差(MV)组合模型确定最优投资组合。利用这一方法,当有大量股票参与组合时,我们可以有效地获得最佳组合。为了进行实证研究,我们使用了2017年8月至2018年7月期间纳入LQ-45指数的印度尼西亚证券交易所上市股票的日收益。研究结果表明,采用层次完全联动和Ward算法聚类后,LQ-45股票分别被划分为7组股票和9组股票。因此可以形成两种组合,即由7只股票组成的完全联动算法产生的组合和由9只股票组成的沃德算法产生的组合。进一步发现,对于所有风险规避值,采用Ward算法聚类产生的投资组合绩效优于采用完全联动算法产生的投资组合绩效。
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引用次数: 4
Preface: Proceedings of the 8th SEAMS-UGM International Conference on Mathematics and its Applications 2019 前言:第八届seam - ugm国际数学及其应用会议论文集2019
UtamiHerni, K. Adi, SusyantoNanang, SusantiYeni
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引用次数: 0
Mathematical model analysis of breast cancer stages with side effects on heart in chemotherapy patients 化疗患者乳腺癌分期与心脏副反应的数学模型分析
M. Fathoni, Gunardi, F. A. Kusumo, S. Hutajulu
Breast cancer is the second largest cause of death for women in the world. Cancer treatment is used to kill cancer cells, remove cancer cells through surgery, or prevent cancer from getting the signal needed for cell division. Cancer treatment does not necessarily have a good effect on patients. Breast cancer treatment with chemotherapy can effect heart health. Side effects of chemotherapy on the heart is called cardiotoxicity. Therefore, we have constructed a mathematical model from the breast cancer patient population in the hospital. A population is divided into five sub-populations. They are stage 1 and 2 (A), stage 3 (B), stage 4 (C), disease-free (D), and cardiotoxic (E). The model is constructed by using a differential equation system. The equilibrium point and stability analysis are used to study the dynamics associated with time. Analysis of equilibrium point stability using Routh Hurwitz criteria. Based on the analysis obtained an asymptotic stable equilibrium point. We verified the results of analysis with numerical simulations. Numerical simulations have a result that an equilibrium point is always stable without conditions using a variety of initial conditions. It is evident that the five sub-populations of patients will be stable when they reach the equilibrium point.
乳腺癌是世界上妇女死亡的第二大原因。癌症治疗是用来杀死癌细胞,通过手术切除癌细胞,或者阻止癌细胞获得细胞分裂所需的信号。癌症治疗不一定对病人有好的效果。用化疗治疗乳腺癌会影响心脏健康。化疗对心脏的副作用被称为心脏毒性。因此,我们从医院的乳腺癌患者人群中构建了一个数学模型。一个种群被分成五个亚种群。它们分别是1期和2期(A)、3期(B)、4期(C)、无病期(D)和心毒性期(E)。模型采用微分方程系统构建。利用平衡点和稳定性分析来研究与时间有关的动力学。用劳斯赫维茨准则分析平衡点稳定性。在此基础上得到了一个渐近稳定平衡点。我们用数值模拟验证了分析结果。数值模拟结果表明,在各种初始条件下,平衡点在没有条件的情况下总是稳定的。可见,这5个亚群在达到平衡点时是稳定的。
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引用次数: 7
Multivariate generalized Poisson regression model with exposure and correlation as a function of covariates: Parameter estimation and hypothesis testing 以暴露和相关为协变量函数的多元广义泊松回归模型:参数估计和假设检验
S. Berliana, Purhadi, Sutikno, S. Rahayu
This paper presents the parameter estimation and the simultaneous testing for the parameters of a modified multivariate generalized Poisson regression (MGPR) model that takes into account a measure of exposure and defines the correlation as a function of covariates. An exposure is included in the model to account for population size difference of the analysis units in the study where the exposure is not necessarily the same for each response variable. The correlations between the response variable are defined as a function of the covariates with the assumption that each response variable and their correlations are affected by the same covariates. The Newton method with BHHH algorithm is used to obtain maximum likelihood estimators of the modified MGPR model. The test statistic G2 for simultaneous hypothesis testing is achieved using the likelihood ratio method which is asymptotically chi-square distributed with v degrees of freedom.
本文提出了一个修正的多元广义泊松回归(MGPR)模型的参数估计和参数的同时检验,该模型考虑了暴露的度量,并将相关性定义为协变量的函数。模型中包含了暴露量,以解释研究中分析单元的人口大小差异,其中每个响应变量的暴露量不一定相同。响应变量之间的相关性被定义为协变量的函数,假设每个响应变量及其相关性受到相同协变量的影响。利用牛顿法和BHHH算法对修正后的MGPR模型进行了极大似然估计。同时假设检验的检验统计量G2采用似然比方法,该方法为v自由度渐近卡方分布。
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引用次数: 4
期刊
PROCEEDINGS OF THE 8TH SEAMS-UGM INTERNATIONAL CONFERENCE ON MATHEMATICS AND ITS APPLICATIONS 2019: Deepening Mathematical Concepts for Wider Application through Multidisciplinary Research and Industries Collaborations
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