• 제목/요약/키워드: High Level Context

검색결과 398건 처리시간 0.026초

Instance segmentation with pyramid integrated context for aerial objects

  • Juan Wang;Liquan Guo;Minghu Wu;Guanhai Chen;Zishan Liu;Yonggang Ye;Zetao Zhang
    • KSII Transactions on Internet and Information Systems (TIIS)
    • /
    • 제17권3호
    • /
    • pp.701-720
    • /
    • 2023
  • Aerial objects are more challenging to segment than normal objects, which are usually smaller and have less textural detail. In the process of segmentation, target objects are easily omitted and misdetected, which is problematic. To alleviate these issues, we propose local aggregation feature pyramid networks (LAFPNs) and pyramid integrated context modules (PICMs) for aerial object segmentation. First, using an LAFPN, while strengthening the deep features, the extent to which low-level features interfere with high-level features is reduced, and numerous dense and small aerial targets are prevented from being mistakenly detected as a whole. Second, the PICM uses global information to guide local features, which enhances the network's comprehensive understanding of an entire image and reduces the missed detection of small aerial objects due to insufficient texture information. We evaluate our network with the MS COCO dataset using three categories: airplanes, birds, and kites. Compared with Mask R-CNN, our network achieves performance improvements of 1.7%, 4.9%, and 7.7% in terms of the AP metrics for the three categories. Without pretraining or any postprocessing, the segmentation performance of our network for aerial objects is superior to that of several recent methods based on classic algorithms.

Information Privacy Concern in Context-Aware Personalized Services: Results of a Delphi Study

  • Lee, Yon-Nim;Kwon, Oh-Byung
    • Asia pacific journal of information systems
    • /
    • 제20권2호
    • /
    • pp.63-86
    • /
    • 2010
  • Personalized services directly and indirectly acquire personal data, in part, to provide customers with higher-value services that are specifically context-relevant (such as place and time). Information technologies continue to mature and develop, providing greatly improved performance. Sensory networks and intelligent software can now obtain context data, and that is the cornerstone for providing personalized, context-specific services. Yet, the danger of overflowing personal information is increasing because the data retrieved by the sensors usually contains privacy information. Various technical characteristics of context-aware applications have more troubling implications for information privacy. In parallel with increasing use of context for service personalization, information privacy concerns have also increased such as an unrestricted availability of context information. Those privacy concerns are consistently regarded as a critical issue facing context-aware personalized service success. The entire field of information privacy is growing as an important area of research, with many new definitions and terminologies, because of a need for a better understanding of information privacy concepts. Especially, it requires that the factors of information privacy should be revised according to the characteristics of new technologies. However, previous information privacy factors of context-aware applications have at least two shortcomings. First, there has been little overview of the technology characteristics of context-aware computing. Existing studies have only focused on a small subset of the technical characteristics of context-aware computing. Therefore, there has not been a mutually exclusive set of factors that uniquely and completely describe information privacy on context-aware applications. Second, user survey has been widely used to identify factors of information privacy in most studies despite the limitation of users' knowledge and experiences about context-aware computing technology. To date, since context-aware services have not been widely deployed on a commercial scale yet, only very few people have prior experiences with context-aware personalized services. It is difficult to build users' knowledge about context-aware technology even by increasing their understanding in various ways: scenarios, pictures, flash animation, etc. Nevertheless, conducting a survey, assuming that the participants have sufficient experience or understanding about the technologies shown in the survey, may not be absolutely valid. Moreover, some surveys are based solely on simplifying and hence unrealistic assumptions (e.g., they only consider location information as a context data). A better understanding of information privacy concern in context-aware personalized services is highly needed. Hence, the purpose of this paper is to identify a generic set of factors for elemental information privacy concern in context-aware personalized services and to develop a rank-order list of information privacy concern factors. We consider overall technology characteristics to establish a mutually exclusive set of factors. A Delphi survey, a rigorous data collection method, was deployed to obtain a reliable opinion from the experts and to produce a rank-order list. It, therefore, lends itself well to obtaining a set of universal factors of information privacy concern and its priority. An international panel of researchers and practitioners who have the expertise in privacy and context-aware system fields were involved in our research. Delphi rounds formatting will faithfully follow the procedure for the Delphi study proposed by Okoli and Pawlowski. This will involve three general rounds: (1) brainstorming for important factors; (2) narrowing down the original list to the most important ones; and (3) ranking the list of important factors. For this round only, experts were treated as individuals, not panels. Adapted from Okoli and Pawlowski, we outlined the process of administrating the study. We performed three rounds. In the first and second rounds of the Delphi questionnaire, we gathered a set of exclusive factors for information privacy concern in context-aware personalized services. The respondents were asked to provide at least five main factors for the most appropriate understanding of the information privacy concern in the first round. To do so, some of the main factors found in the literature were presented to the participants. The second round of the questionnaire discussed the main factor provided in the first round, fleshed out with relevant sub-factors. Respondents were then requested to evaluate each sub factor's suitability against the corresponding main factors to determine the final sub-factors from the candidate factors. The sub-factors were found from the literature survey. Final factors selected by over 50% of experts. In the third round, a list of factors with corresponding questions was provided, and the respondents were requested to assess the importance of each main factor and its corresponding sub factors. Finally, we calculated the mean rank of each item to make a final result. While analyzing the data, we focused on group consensus rather than individual insistence. To do so, a concordance analysis, which measures the consistency of the experts' responses over successive rounds of the Delphi, was adopted during the survey process. As a result, experts reported that context data collection and high identifiable level of identical data are the most important factor in the main factors and sub factors, respectively. Additional important sub-factors included diverse types of context data collected, tracking and recording functionalities, and embedded and disappeared sensor devices. The average score of each factor is very useful for future context-aware personalized service development in the view of the information privacy. The final factors have the following differences comparing to those proposed in other studies. First, the concern factors differ from existing studies, which are based on privacy issues that may occur during the lifecycle of acquired user information. However, our study helped to clarify these sometimes vague issues by determining which privacy concern issues are viable based on specific technical characteristics in context-aware personalized services. Since a context-aware service differs in its technical characteristics compared to other services, we selected specific characteristics that had a higher potential to increase user's privacy concerns. Secondly, this study considered privacy issues in terms of service delivery and display that were almost overlooked in existing studies by introducing IPOS as the factor division. Lastly, in each factor, it correlated the level of importance with professionals' opinions as to what extent users have privacy concerns. The reason that it did not select the traditional method questionnaire at that time is that context-aware personalized service considered the absolute lack in understanding and experience of users with new technology. For understanding users' privacy concerns, professionals in the Delphi questionnaire process selected context data collection, tracking and recording, and sensory network as the most important factors among technological characteristics of context-aware personalized services. In the creation of a context-aware personalized services, this study demonstrates the importance and relevance of determining an optimal methodology, and which technologies and in what sequence are needed, to acquire what types of users' context information. Most studies focus on which services and systems should be provided and developed by utilizing context information on the supposition, along with the development of context-aware technology. However, the results in this study show that, in terms of users' privacy, it is necessary to pay greater attention to the activities that acquire context information. To inspect the results in the evaluation of sub factor, additional studies would be necessary for approaches on reducing users' privacy concerns toward technological characteristics such as highly identifiable level of identical data, diverse types of context data collected, tracking and recording functionality, embedded and disappearing sensor devices. The factor ranked the next highest level of importance after input is a context-aware service delivery that is related to output. The results show that delivery and display showing services to users in a context-aware personalized services toward the anywhere-anytime-any device concept have been regarded as even more important than in previous computing environment. Considering the concern factors to develop context aware personalized services will help to increase service success rate and hopefully user acceptance for those services. Our future work will be to adopt these factors for qualifying context aware service development projects such as u-city development projects in terms of service quality and hence user acceptance.

The modernization approach to the regional processes monitoring of the social services provision in the context of the modern public policy

  • Koval, Kristina;Hrechko, Alla;Butko, Mykola;Shevchenko, Oleg;Smyrnov, Ivan;Olyfirenko, Yuliia
    • International Journal of Computer Science & Network Security
    • /
    • 제21권6호
    • /
    • pp.213-221
    • /
    • 2021
  • The modernization approach to monitoring regional processes of providing social services is proposed. The methodological approach is developed in the context of the modern public policy, which includes the following stages: the formation of a system of indicators that characterize the level of the social services modernization; the determination of the levels of regions development by such components as the modernization level of the economic sphere, the modernization level of the demographic component and the modernization level of employment; the determination of weights for each group of indicators and calculation of integrated indicators, ranking of regions; the allocation of criteria for classification and grouping of regions according to the modernization level of the social services sphere; highlighting the most important problems of each region. The proposed method is tested on the example of the Ukraine's regions. According to the results of calculations of the modernization level of the processes of providing social services, the ranking and grouping of the regions was carried out. The rating allowed to distinguish four groups of regions: regions with a high modernization level of social services, regions with above-average levels, as well as regions with medium and low levels. The author's modernization approach to monitoring the processes of providing social services allows to investigate the real state of the main indicators influencing these processes and to identify problem regions in order to develop mechanisms to stimulate their development.

다중프로세서 시스템을 위한 여유시간 기반의 온라인 실시간 스케줄링 알고리즘 (A Laxity Based On-line Real-Time Scheduling Algorithm for Multiprocessor Systems)

  • 조규억;김용석
    • 정보처리학회논문지A
    • /
    • 제16A권6호
    • /
    • pp.437-442
    • /
    • 2009
  • 마감시간을 기준으로 스케줄링하는 EDF (Earliest Deadline Fisrt) 알고리즘이나 여유시간을 기준으로 스케줄링 하는 LLF (Least Laxity First) 알고리즘과 같은 기존의 방식들은 다중프로세서 시스템에서는 스케줄링 성공률이 급격히 낮아지거나 문맥교환 획수가 지나치게 높아 현 실적인 적용에 무리가 있다. 이 둘을 적절히 조합하여 성능을 개선한 것으로서 EDZL (Earliest Deadline Zero Laxity)은 EDF를 기본으로 하고 여유시간이 0에 도달한 태스크에 대해서는 우선적으로 실행하도록 하는 방식이다. 본 논문에서는 LLF와 같이 최소 여유시간의 태스크를 우선 적으로 실행하되 문맥교환은 여유시간이 0에 도달한 태스크가 발생할 경우에만 이루어지도록 한 LLZL (Least Laxity Zero Laxity) 알고리즘을 제안한다. 시뮬레이션 평가결과 LLZL은 준최적으로 알려져 있는 LLF에 근접한 높은 스케줄링 성공률을 보이면서도 문맥교환 오버헤드는 EDF 와 비슷한 낮은 수준을 유지하였다. EDZL과의 비교에 있어서도 스케줄링 성공률, 문맥교환 횟수 두 가지 측면 모두 나은 성능을 보인다.

The effect of interaction between internationalization and strategic pursuance on the use of foreign currency denominated debt: in the context of Korean MNEs

  • Kim, Soonsung;Chung, Jaiho;Cho, Myeong-Hyeon
    • 동아시아경상학회지
    • /
    • 제6권3호
    • /
    • pp.1-15
    • /
    • 2018
  • Purpose - This study investigates the effect of MNEs' characteristics on the use of foreign currency denominated debt in the context of Korean firms. This study examines the relationship between MNEs and the use of foreign debt focusing on the accessibility to the capital market in addition to the motive of hedging against foreign exchange exposure. Research design and methodology - Probit estimation is employed for estimating significant factors in determination of the use of foreign debt by firms. The dependent variable is a dummy variable to indicate whether a firm uses foreign debt or not at the end of 2004. Independent variables include foreign subsidiaries ratio, export to sale, R&D expenditure to sale, and credit rating. Results - The results show that the interaction between the level of internationalization represented by intra-regional diversification and the strategic characteristics embedded in the region of entry affects the use of foreign debt. In case of a high level of diversification within the developing region with a strong pursuit of asset exploitation, MNEs are more likely to use foreign debt, whereas a high level of diversification within the developed region with a strong pursuit of asset seeking, MNEs are less likely to use foreign debt. Conclusions - The differences between MNEs in terms of intra-regional diversification, strategic orientation, and the accessibility to capital markets as well as the hedging motive affect the use of foreign debt.

Factors Affecting Public Prejudice and Social Distance on Mental Illness: Analysis of Contextual Effect by Multi-level Analysis

  • Jang, Hyeon-Gap;Lim, Jun-Tae;Oh, Ju-Hwan;Lee, Seon-Young;Kim, Yong-Ik;Lee, Jin-Seok
    • Journal of Preventive Medicine and Public Health
    • /
    • 제45권2호
    • /
    • pp.90-97
    • /
    • 2012
  • Objectives: While there have been many quantitative studies on the public's attitude towards mental illnesses, it is hard to find quantitative study which focused on the contextual effect on the public's attitude. The purpose of this study was to identify factors that affect the public's beliefs and attitudes including contextual effects. Methods: We analyzed survey on the public's beliefs and attitudes towards mental illness in Korea with multi-level analysis. We analyzed the public's beliefs and attitudes in terms of prejudice as an intermediate outcome and social distance as a final outcome. Then, we focused on the associations of factors, which were individual and regional socioeconomic factors, familiarity, and knowledge based on the comparison of the intermediate and final outcomes. Results: Prejudice was not explained by regional variables but was only correlated with individual factors. Prejudice increased with age and decreased by high education level. However, social distance controlling for prejudice increased in females, in people with a high education level, and in regions with a high education level and a high proportion of the old. Therefore, social distance without controlling for prejudice increased in females, in the elderly, in highly educated people, and in regions with a high education and aged community. Conclusions: The result of the multi-level analysis for the regional variables suggests that social distance for mental illness are not only determined by individual factors but also influenced by the surroundings so that it could be tackled sufficiently with appropriate considering of the relevant regional context with individual characteristics.

국민공통기본교육과정 과학과의 해양영역에 관련된 용어 및 탐구의 연계성 분석 (A Relationship Analysis of Terms and Inquiries in Ocean Unit of Science Textbooks Based on the Korean National Common Basic Curriculum)

  • 고영구;윤석태;오강호
    • 한국지구과학회지
    • /
    • 제25권7호
    • /
    • pp.576-585
    • /
    • 2004
  • 이 연구는 국민공통기본교육과정 해양영역의 용어, 학습개념, 탐구를 대상으로 학습 연계성을 분석하였다. 분석 대상 교과서는 제 7 차 교육과정에 의해 집필된 초등학교 4학년, 중학교 7학년, 고등학교 10학년 과학교과서를 사용하였다. 용어의 사용 빈도는 초등학교에서 중 ${\cdot}$ 고등학교로 학교급이 올라가면서 증가하였으나, 용어의 해설은 고등학교로 갈수록 감소하였다. 학습개념은 초${\cdot}$${\cdot}$고등학교에 관계없이 구체적 개념이 형식적 개념보다 많은 것으로 조사되었다. 탐구상황은 순수 과학적 상황이 초${\cdot}$${\cdot}$고등학교 전 과정에서 통해서 가장 높았다. 탐구과정은 초등학교에서 중학교, 고등학교로 올라감에 따라 기본적 탐구과정에서 통합적 탐구과정의 비율이 증가하는 것으로 조사되었다. 탐구활동은 초${\cdot}$${\cdot}$고등학교에서의 토의, 실험, 조사의 탐구활동이 많았으나, 고등학교에서는 견학 및 과제 연구가 전혀 제시되지 않았다. 이러한 결과에서, 기본 교육자료인 교과서에는 학교급에 상관없이 주요 용어에 대한 설명이 필요한 것으로 보인다. 또한, 학습개념과 탐구상황은 학생들의 인지발달과 과학${\cdot}$기술${\cdot}$사회와의 관계에서 전인적 학습이 가능하도록 할 필요가 있다. 특히, 지구과학교육에서 탐구활동은 야외학습을 통한 교육적인 효과가 크기에 적절한 적용이 요구된다.

Development and Validation of Life Safety Awareness Scale of High School Students and Analysis of Interindividual Differences

  • Lee, Soon-Beom;Kim, Eun-Mi;Kong, Ha-Sung
    • International journal of advanced smart convergence
    • /
    • 제11권4호
    • /
    • pp.104-119
    • /
    • 2022
  • Life safety awareness level diagnosis is necessary for customized safety education and continuous safety awareness. As the starting stage of safety education for each life cycle, a scale that has verified the reliability and validity of high school students' life safety awareness has not yet been developed. In this context, the purpose of this study is to develop and validate the life safety awareness scale of high school students and to analyze interindividual differences. Questionnaire data was collected from April to June 2022 from 834 students in the first, second, and third grades of high schools in △△ city in Jeollabuk-do. A final 25-item scale was developed using the preliminary survey, preliminary test, the main test, descriptive statistical analysis, and exploratory and confirmatory factor analysis. This scale consists of four sub-factors: 'safety prevention', 'safety knowledge', 'safety preparation', and 'safety protection'. Good reliability and validity were verified by analysis of content validity and construct validity. The generalizability of the scale was verified by crossover validation between the search group and the crossover group. Based on the interindividual differences analysis, although there was a difference between genders in life safety awareness, there was no difference by grade level and academic achievement. This study is significant in developing the first valid scale that can measure high school students' life safety awareness and providing the necessity and rationale for life safety education by life cycle considering individual gender differences.

An Approach to Improve Romanian Geological Repository Planning

  • Andrei, Veronica;Prisecaru, Ilie
    • Nuclear Engineering and Technology
    • /
    • 제48권2호
    • /
    • pp.495-504
    • /
    • 2016
  • International standards recommend typical phases to be included within any national program for the development of a geological repository dedicated to disposal of the high level radioactive wastes generated in countries using nuclear power. However, these are not universally applicable and the content of each of these phases may need to be adapted for each national situation and regulatory and institutional framework. Several national geological repository programs have faced failures in schedules and have revised their programs to consider an adapted phased management approach. The authors have observed that in the case of those countries in the early phases of a geological repository program where boundary conditions have not been fully defined, international recommendations for handling delays/failures in the national program might not immediately help. This paper considers a case study of the influences of the national context risks on the current planning schedule of the Romanian national geological repository. It proposes an optimum solution for an integrated response to any significant adverse impact arising from these risks, enabling sustainable program planning.

한국어 구문분석을 활용한 이유-감성 패턴 기반의 감성사전 구축 (Sentiment Dictionary Construction Based on Reason-Sentiment Pattern Using Korean Syntax Analysis)

  • 김우현;이희정
    • 산업경영시스템학회지
    • /
    • 제46권4호
    • /
    • pp.142-151
    • /
    • 2023
  • Sentiment analysis is a method used to comprehend feelings, opinions, and attitudes in text, and it is essential for evaluating consumer feedback and social media posts. However, creating sentiment dictionaries, which are necessary for this analysis, is complex and time-consuming because people express their emotions differently depending on the context and domain. In this study, we propose a new method for simplifying this procedure. We utilize syntax analysis of the Korean language to identify and extract sentiment words based on the Reason-Sentiment Pattern, which distinguishes between words expressing feelings and words explaining why those feelings are expressed, making it applicable in various contexts and domains. We also define sentiment words as those with clear polarity, even when used independently and exclude words whose polarity varies with context and domain. This approach enables the extraction of explicit sentiment expressions, enhancing the accuracy of sentiment analysis at the attribute level. Our methodology, validated using Korean cosmetics review datasets from Korean online shopping malls, demonstrates how a sentiment dictionary focused solely on clear polarity words can provide valuable insights for product planners. Understanding the polarity and reasons behind specific attributes enables improvement of product weaknesses and emphasis on strengths. This approach not only reduces dependency on extensive sentiment dictionaries but also offers high accuracy and applicability across various domains.