• Title/Summary/Keyword: Technology Valuation Model

Search Result 162, Processing Time 0.025 seconds

Efficient Hangul Word Processor (HWP) Malware Detection Using Semi-Supervised Learning with Augmented Data Utility Valuation (효율적인 HWP 악성코드 탐지를 위한 데이터 유용성 검증 및 확보 기반 준지도학습 기법)

  • JinHyuk Son;Gihyuk Ko;Ho-Mook Cho;Young-Kuk Kim
    • Journal of the Korea Institute of Information Security & Cryptology
    • /
    • v.34 no.1
    • /
    • pp.71-82
    • /
    • 2024
  • With the advancement of information and communication technology (ICT), the use of electronic document types such as PDF, MS Office, and HWP files has increased. Such trend has led the cyber attackers increasingly try to spread malicious documents through e-mails and messengers. To counter such attacks, AI-based methodologies have been actively employed in order to detect malicious document files. The main challenge in detecting malicious HWP(Hangul Word Processor) files is the lack of quality dataset due to its usage is limited in Korea, compared to PDF and MS-Office files that are highly being utilized worldwide. To address this limitation, data augmentation have been proposed to diversify training data by transforming existing dataset, but as the usefulness of the augmented data is not evaluated, augmented data could end up harming model's performance. In this paper, we propose an effective semi-supervised learning technique in detecting malicious HWP document files, which improves overall AI model performance via quantifying the utility of augmented data and filtering out useless training data.

Statistical Analysis of Extreme Values of Financial Ratios (재무비율의 극단치에 대한 통계적 분석)

  • Joo, Jihwan
    • Knowledge Management Research
    • /
    • v.22 no.2
    • /
    • pp.247-268
    • /
    • 2021
  • Investors mainly use PER and PBR among financial ratios for valuation and investment decision-making. I conduct an analysis of two basic financial ratios from a statistical perspective. Financial ratios contain key accounting numbers which reflect firm fundamentals and are useful for valuation or risk analysis such as enterprise credit evaluation and default prediction. The distribution of financial data tends to be extremely heavy-tailed, and PER and PBR show exceedingly high level of kurtosis and their extreme cases often contain significant information on financial risk. In this respect, Extreme Value Theory is required to fit its right tail more precisely. I introduce not only GPD but exGPD. GPD is conventionally preferred model in Extreme Value Theory and exGPD is log-transformed distribution of GPD. exGPD has recently proposed as an alternative of GPD(Lee and Kim, 2019). First, I conduct a simulation for comparing performances of the two distributions using the goodness of fit measures and the estimation of 90-99% percentiles. I also conduct an empirical analysis of Information Technology firms in Korea. Finally, exGPD shows better performance especially for PBR, suggesting that exGPD could be an alternative for GPD for the analysis of financial ratios.

A Study on the Measurement of Monetary Value for Service Quality of Construction Technology Information (건설기술정보 서비스 품질에 대한 금전적 가치 측정에 관한 연구)

  • Kim, Nam-Gon;Jeong, Seong-Yun
    • Journal of the Korean Society for Library and Information Science
    • /
    • v.53 no.2
    • /
    • pp.201-221
    • /
    • 2019
  • The Korea Institute of Civil Engineering and Building Technology provides the documents and information on the construction technology through the Construction Technology Digital Library System to enhance the technological competitiveness of the construction engineers. The purpose of this study is to measure the monetary value of information service quality in order to improve the documents and information service quality provided by this system. For this purpose, a questionnaire model was designed to apply the DBDC- CVM. We surveyed the members of 300 this systems for the amount of information that they are willing to pay to maximize the quality of information service. The correlation between the dependent variable and the explanatory variables was analyzed with the basic statistics of the survey results. The independent variables affecting the dependent variable are statistically significant. The logit model is used to estimate the monetary value of individual respondents who are willing to pay for information service quality. In previous research, we measured the use value of information service. On the other hand, this study shows that the measurement of value based on information service quality is different from previous research.

Evidence-Based Benefit-Risk Assessment of Medication (근거에 기반한 의약품의 유익성-위해성 평가)

  • Lee, Eui-Kyung
    • The Journal of Health Technology Assessment
    • /
    • v.1 no.1
    • /
    • pp.22-26
    • /
    • 2013
  • Objectives: Balancing benefits and risks through the drug life cycle has been discussed for many decades. The objective of this study was to review the processes and tools currently proposed for benefit-risk assessment of medicinal drugs. It aimed to establish scientific and efficient drug safety management system based on the synthetic analysis of benefit-risk evidence. Methods: We conducted a review of exiting literatures published by regulatory agencies or initiatives. Not only quantitative methodologies but also qualitative method were compared to understand their key characteristics for the benefit and risk assessment of drugs. Results: Recently, benefit-risk assessments have more structured approaches to decision making as part of regulatory science. Regulatory agencies such as European Medicines Agency, FDA have prepared plans to apply benefit-risk assessment to regulatory decision making. Also many initiatives such as IMI (Innovative Medicine Initiative) have conducted research and published reports about benefit-risk assessment. For benefit-risk assessment, four kinds of methods are necessary. Frameworks such as BRAT (Benefit Risk Action Team) framework, PrOACT-URL provide guidance for the whole process of decision-making. Metrics are measurements of risk benefit. The estimation techniques are methods to synthesis and combine evidences from various sources. The utility survey techniques are necessary to explicit preferences of various outcome from stakeholders. Conclusion: There is the lack of widely accepted, validated model for benefit-risk assessment. Nor there is an agreement among academia, industry, and government on methods for the quantitative valuation. It is also limited by available evidence and underlying assumptions. Nevertheless, benefit-risk assessment is fundamental to improve transparency, consistency and predictability for decision making through the structured systematic approaches.

A Study on the Diffusion Strategies of Wood Culture Using Analytic Hierarchy Process (AHP)

  • Jiyoon YANG;Myungsun YANG;Yeonjung HAN;Myungkil KIM;Won Joung HWANG
    • Journal of the Korean Wood Science and Technology
    • /
    • v.51 no.6
    • /
    • pp.555-568
    • /
    • 2023
  • The diffusion strategies of wood culture were established using the analytic hierarchy process, to prepare a diffusion plan of wood culture and wood utilization in response to climate change due to global warming. 'Standardization of wood culture', 'Valuation of wood culture', and 'Habituation of wood culture' were set as three major implementation strategies and priorities were evaluated. As a result, it was analyzed in the following order: 'Development of systematic education programs for each age group for rational and efficient use of eco-friendly wood materials and development of wood education standard guidelines linked to the curriculum', 'Preparation of scientific basis data on human compatibility and eco-friendliness of wood to ensure the reliability of wood and wood products', and 'Establishment of monitoring and improvement plan through the designation as a model school'. Through this, it was determined that an educational environment, changes in public attitudes through publicity, and expanding opportunities to use wood and wood products were necessary for wood culture diffusion. The results of this study can be used as basic data to derive the diffusion strategies of wood culture and establish a roadmap and policy implementation strategy to revitalize wood culture.

A Series of Rearch for the Theory of Self-estimating Internet Shopping-mall, Business model which uses BMO Estimating Model (BMO 평가모형을 이용한 인터넷 쇼핑몰 비즈니스모델 자가평가 방법론에 관한 사례 연구)

  • Eun, Jong-Seong;Min, Kyung-Se
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
    • /
    • v.2 no.2
    • /
    • pp.49-68
    • /
    • 2007
  • This paper develop self pre-checkup lists for the validity of business model as web business starters can utilize to open business. In particular, self pre-checkup lists invented by Dr. Bruce Merrifield, is reapplied and modified in appropriate to internet shopping mall business. This paper complete many literature reviews to identify appropriate factors of evaluation such as about the characters of internet business, business validity testing theory for internet business model, pros and cons of e-business and startup ventures, factor analysis of technology valuation, and pros and cons for internet shopping mall. This paper define six different factors; scale of sales, the growth rate of market, competitiveness, risk portfolio, industry upside down, and social conditions, as the factors of evaluating the business attractiveness. Meanwhile, it define characters of CEO, content's power, mutual inclusion, commerce, fulfillment, marketing power as the factors of business appropriateness. This paper also conducts several case studies; company I, D, G of applying the former model. This paper sort out internet business model in imaginations by utilizing self pre-checkup lists of business evaluation. Also, the outcomes of evaluation is expected to provide meaningful future business implications.

  • PDF

Estimation in a Model for Determining the Amount of Carbon in Soil and Measurement of the Influences of the Specific Factors (농경지 토양탄소량 결정모형 추정 및 요인별 영향력 계측)

  • Suh, Jeong-Min;Cho, Jae-Hwan;Son, Beung-Gu;Kang, Jum-Soon;Hong, Chang-Oh;Kim, Woon-Won;Park, Jeong-Ho;Lim, Woo-Taik;Jin, Kyung-Ho
    • Journal of Environmental Science International
    • /
    • v.23 no.11
    • /
    • pp.1827-1833
    • /
    • 2014
  • This study has been carried out to present the valuation system of soil carbon sequestration potentials of soil in accordance with the new climate change scenarios(RCP). For that, by analyzing variation of soil carbon of the each type of agricultural land use, it aims to develop technology to increase the amount of carbon emissions and sequestration. Among the factors which affects the estimation of determining the soil carbon model and influence power after the measurement on soil organic carbon, under the center of a causal relationship between the explanatory variables this study were investigated. Chemical fertilizers (NPK) decreased with increasing the amount of soil organic carbon and as with the first experimental results, when cultivating rice than pepper, the fact that soil organic carbon content increased has been found out. The higher the carbon dioxide concentration, the higher the amount of organic carbon in the soil and this result is reliable under a 10% significance level. On the other hand, soil organic carbon, humus carbon and hot water extractable carbon has been found out that was not affected the soils depth, sames as the result of the first year. The higher concentration of carbon dioxide, the higher carbon content of humus and hot water extractable carbon content. According to IPCC 2006 Guidelines and the new climate change scenario RCP 4.5 and the measurement results of the total amount of soil organic carbon to the crops due to abnormal climate weather, 1% increase in atmospheric carbon dioxide concentration was found to be small when compared to the growing rate of increasing 0.01058% of organic carbon in the soil.

Case Studies on the Failure of Commercialization of Technology (기술사업화 실패 사례연구)

  • Kim, Chan-Ho;Ko, Chang-Ryong;Seol, Sung-Soo
    • Journal of Korea Technology Innovation Society
    • /
    • v.15 no.1
    • /
    • pp.203-223
    • /
    • 2012
  • This study aimed to identify the factors of failure in cases where there was feasibility but was not successful in commercializing technology. For the study, 92 feasibility reports for new technologies were collected, and among these 4 studies that showed definite failure in commercialization of technology were analyzed in depth. Further analysis was based the factors pointed out by previous frameworks such as 1) discussion on success or failure in commercialization of technology, 2) that of venture company, and 3) valuation of technology studies. Previous studies pointed out success and failure factors as lack of funding, uncontrollable accidents, managing ability, inability for mass production and so forth, which had little difference to the pre-feasible evaluation of four cases. However, real reason was the lack of understanding technologies such as composition of technologies, production technologies required by stages, and lack of understanding of floor technologies. The misunderstandings were occurred regardless of CEO's experience and expertise. We did not touch the evaluation model of pre-feasibility studies, although we dealt with the failure of the pre-studies. The reason we do not generalize the results of this study is the fact that we dealt with only small cases.

  • PDF

Nodal Analysis of Optimum Operating Condition on Gathering System Considering Coalbed Methane Production Characteristics (석탄층 메탄가스 생산 특성을 고려한 포집시스템 최적 운영조건 노달분석)

  • Jung, Woodong;Cho, Wonjun;Lee, Jeseol;Yu, Hyejin;Seomoon, Hyeok
    • Journal of the Korean Institute of Gas
    • /
    • v.22 no.3
    • /
    • pp.65-73
    • /
    • 2018
  • Coalbed methane has a nonlinear desorption curve depending on the pressure, so an appropriate production system should be constructed considering this phenomenon. The capacity and specification of the coalbed methane gas production facility are determined by the gas flow rate and pressure in the coalbed, which is the external boundary condition of the system. Thus, it is essential to analyze these characteristics in gas production. The gas inflow equation was calculated using the reservoir flow model and utilized as the boundary condition of the whole production facility in this study. Also, to understand the effect of pressure drop on the gas flow in the production facility, the nodal analysis was performed using the flow analysis simulator of production equipment, and we determined the proper specifications and operating conditions of the production facility. This study presents a design criteria as to production and gathering system capable of effectively transporting coalbed methane.

Assessment Framework for Multicriteria Comparison Indicators in Various Electricity Supply Systems (다양한 전력생산 시스템에서 다중기준 비교지표의 평가 체계)

  • Kim Seong-Ho;Kim Tae-Woon
    • Journal of Energy Engineering
    • /
    • v.15 no.1 s.45
    • /
    • pp.74-81
    • /
    • 2006
  • In this study, on the basis of an analytic hierarchy process (AHP) method and through a questionnaire on subjective preference and importance, various power supply systems were comprehensively compared with multiple decision criteria such as environmental, social, healthy, and economic viewpoints and then overall priority was assessed. When a decision-making problem is modelled by a hierarchy structure, the AHP method is regarded as a useful tool for extracting subjective opinions via the aforementioned questionnaire. Here, the overall preferences were obtained by linearly aggregating weighting vector and preference matrix. The energy systems such as nuclear, coal, and LNG power plants were selected because they took share over 90% of domestic electricity supply in Korea. Furthermore, wind power and photovoltaic solar systems were included as representative renewable energy systems in Korea. According to the results of this demonstration study, the following comprehensive comparison indicators were yielded: 1) weighting factors for 4 types of main criteria as well as for 11 types of sub-criteria; 2) preference valuation for 7 types of energy systems under consideration; 3) overall score for each energy systems.