• Title/Summary/Keyword: Portfolio Management

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Reinforcement learning portfolio optimization based on portfolio theory (강화학습을 이용한 포트폴리오 투자 프로세스 최적화에 대한 연구)

  • Hyeong-Jin Son;Lim Donhui;Young-Woo Han
    • Proceedings of the Korea Information Processing Society Conference
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    • 2023.11a
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    • pp.961-962
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    • 2023
  • 포트폴리오 구성문제는 과거부터 현재까지 많은 연구가 이루어지고 있다. 현재는 강화학습을 통해 포트폴리오를 구성하는 연구가 많이 진행되고있다. 포트폴리오를 구성함에 있어 종목선택과 각 종목을 얼만큼 투자할 것인지는 둘 다 중요한 문제이다. 본 연구에서는 과거부터 많이 사용해오던 방식을 차용하여 강화학습 방법과 접목시켰고 이를 통해 설명력이 높은 모델을 만들려고 노력하였다. 강화학습에 사용한 모델은 PPO(Proximal Policy Optimization)을 기본으로 하였고 인공신경망은 LSTM을 활용하였다. 실험결과 실험 기간 동안(2023년 3월 30일 부터 108 영업일 까지)의 코스피 수익률은 5%인데 반해 본 연구에서 제시한 모델의 수익률은 평균 약 9%를 기록했다.

A Model for Project Selection of Information System (정보시스템 프로잭트의 선택원리)

  • 지원철
    • Journal of the Korean Operations Research and Management Science Society
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    • v.10 no.1
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    • pp.79-83
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    • 1985
  • This purpose of this study is to suggest a tentative model for project selection of information system. In constructing a mathematical model, quantification of decision criteria is tried to lessen difficulties of measuring benefits of information system project. Suggested model enables us to select projects in the context of portfolio and information system policy.

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Design and Implementation of Integration Management System for Capstone Design (캡스톤 디자인 통합관리 시스템의 설계 및 구현)

  • Kim, Ji-Hye;Cho, Jung-Won
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.10 no.11
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    • pp.3234-3240
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    • 2009
  • The universities introduce and manage education program to improve the problem-solving ability directly associated with respective professional fields as breaking from lecture-concentrated management for the acquisition of knowledge. In this paper, we design and implement a system which standardizes forms of productions induced from capstone design and manages programs integrally according to the predefined schedules. The proposed system intends the successful management of capstone design which is most representative education program for improving practical business ability. Additionally, the system gives practical assistance for applying employment and entering higher educational institution through automatic producing portfolio which comprises total processes for capstone design.

A study on synthetic risk management on market risk of financial assets(focus on VaR model) (시장위험에 대한 금융자산의 종합적 위험관리(VaR모형 중심))

  • 김종권
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.22 no.49
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    • pp.43-57
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    • 1999
  • The recent trend is that risk management has more and more its importance. Neverthless, Korea's risk management is not developed. Even most banks does gap, duration in ALM for risk management, development and operation of VaR stressed at BIS have elementary level. In the case of Fallon and Pritsker, Marshall, gamma model is superior to delta model and Monte Carlo Simulation is improved at its result, as sample number is increased. And, nonparametric model is superior to parametric model. In the case of Korea's stock portfolio, VaR of Monte Carlo Simulation and Full Variance Covariance Model is less than that of Diagonal Model. The reason is that VaR of Full Variance Covariance Model is more precise than that of Diagonal Model. By the way, in the case of interest rate, result of monte carlo simulation is less than that of delta-gamma analysis on 95% confidence level. But, result of 99% is reversed. Therefore, result of which method is not dominated. It means two fact at forecast on volatility of stock and interest rate portfolio. First, in Delta-gamma method and Monte Carlo Simulation, assumption of distribution affects Value at Risk. Second, Value at Risk depends on test method. And, if option price is included, test results will have difference between the two. Therefore, If interest rate futures and option market is open, Korea's findings is supposed to like results of other advanced countries. And, every banks try to develop its internal model.

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Divergence of knowledge production strategies for emerging technologies between late industrialized countries: Focusing on quantum technology

  • Kang, Inje;Choung, Jae-Yong;Kang, Dong-in;Park, Inyong
    • ETRI Journal
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    • v.43 no.2
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    • pp.246-259
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    • 2021
  • Traditional wisdom on how late industrialized countries follow the technology trajectories of preceding economies is in need of reformation as these countries have attained industrial leadership in a growing number of fields. However, current understandings about these countries' development of their emerging technologies have yet to investigate the divergence of idiosyncratic technology trajectories. The aim of this paper was to explore how their knowledge production strategies in emerging technology sectors are diverging. Specifically, this research examines the changing patterns of knowledge production in quantum technology in South Korea and China by developing a knowledge portfolio and knowledge strategic diagram. According to the knowledge portfolio, the relative literature position differs. In the knowledge strategic diagram, there are diverging patterns in the emerging keywords sector. This paper contributes to the literature by demonstrating the diverging strategies of late industrialized countries in their transition from catch-up to post-catch-up paradigms and provides policy implications for countries developing an idiosyncratic trajectory in emerging technology sectors.

Foreign Capital Inflows and Stock Market Development in Pakistan

  • SAJID, Ali;HASHMI, Muhammad Arsalan;ABDULLAH, A.;HASAN, Muhammad Amin
    • The Journal of Asian Finance, Economics and Business
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    • v.8 no.6
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    • pp.543-552
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    • 2021
  • The study examines how foreign capital inflows affect stock market development in Pakistan for the period from July 2008 to June 2018. Several components of foreign capital inflows were used for empirical analysis, namely, foreign direct investment, foreign portfolio investment, and remittances. Further, market capitalization was used as a proxy for stock market development. The study uses an ARDL model for examining the long-run and short-run relationships between variables. We also analyze the bi-directional causality between the variables through the Granger causality test. Further, the presence of structural breaks was analyzed through the CUSUM and CUSUM Square test. The results suggest that in the long run, remittances have a positive and significant relationship with stock market development. However, foreign direct investment, foreign portfolio investment, and USD-PKR exchange rate do not have a significant impact on stock market development. The results also suggest that in the short run there is a negative relationship between FDI, USD-PKR exchange rate and market capitalization. Contrarily, we found a positive relationship between FPI and market capitalization. The results of Granger causality test suggest that remittances and USD-PKR exchange rate have a causal relationship with stock market development. Finally, we found no evidence of structural breaks in the dataset.

Performance Analysis and Evaluation on the Defense Information Technology Master Plan (국방정보화기본계획 성과 분석 및 평가)

  • Kim, Soojin;Lee, Seungjin;Park, Taehyun;Youn, Woongjick;Sim, Seungbae
    • Journal of Information Technology Services
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    • v.20 no.1
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    • pp.11-27
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    • 2021
  • The defense IT master plan is the plan for promoting defense informatization and is established by the Ministry of National Defense every five years. In addition, an implementation plan has been established in accordance with the master plan every year to promote the informatization project. However, since there is no systematic methodology to check and analyze the master plan comprehensively, it is difficult to judge whether the goals suggested in the master plan are achieved, and continuous monitoring of the project is limited. This study proposes a concept and framework for defense IT investment management and proposes a methodology for examining and analyzing the progress of the defense IT plan by referring to the U.S. Department of Defense's IT Plan and the performance management structure of the national IT master plan. As a methodology for managing defense IT investment, we propose an IT investment management code system from the perspective of an IT portfolio and verify its applicability through case studies. The results of this study are expected to improve the defense IT performance management system and improve the efficiency and effectiveness of the defense IT project.

An Exploration of Sub-account Management Behavior of SNS Users (SNS 사용자의 서브계정 관리행동에 대한 탐색)

  • Park, Sang Cheol
    • The Journal of Information Systems
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    • v.30 no.4
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    • pp.153-171
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    • 2021
  • Purpose This study is to phenomenologically discover key antecedents and outcomes of behavioral process of SNS users who have multiple SNS sub-accounts. Unlike previous studies that focused on user behavior in the context of a specific SNS platform, this study attempts to describe how and why individual manages their multiple sub-accounts across a variety of SNS platforms. Design/methodology/approach By applying the grounded theory methodology (GTM) to elucidate the unique behavior in SNS platforms, this study has conducted in-depth interview with 14 respondents who handle multiple accounts across the SNS platforms. As a results of analyzing the interview manuscripts, this study has extracted 47 concepts, 10 sub-categories and 6 main categories by conducting open coding, axis coding, and selective coding. Findings By analyzing interview data, this study has derived main categories such as account management, impression management, self-categorization, authority to determine the relationship, digital shadow work, and portfolio SNS accounts from qualitative interview data. This study has also conducted a process analysis that represents how main categories could be inter-related. Based on findings, this study provides a new phenomenological perspective to understand the behavioral process of SNS users' sub-account usage experience.

A Theoretical Framework of Strategic Decision Making Supporting Systems (전략의사결정지원시스템 개발을 위한 이론적 프레임워크에 대한 연구)

  • Kim, Yong Jin;Jin, Seung Hye;Lee, Seung Tae
    • Journal of Digital Convergence
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    • v.10 no.10
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    • pp.97-106
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    • 2012
  • In the past, executive managers made a decision based on personal experience and knowledge due to lack of the appropriate and timely information. With the development of information systems and technologies, efficiency and productivity of business operation has been enhanced. In this study, we propose a system design and architecture blue-print related to strategic decision making support system. The proposed system consists of 3 key parts; individual business feasibility test, business portfolio feasibility test, business portfolio management. The three key parts are comprised of 11 components to generate information and knowledge based on various data input from inside and outside of firm. This system is expected to provide objective and reliable output to users. In addition, the proposed strategic decision support system would help respond to a rapidly changing business environment.