• Title/Summary/Keyword: Information Gaps

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Analysis of recurrent event data with incomplete observation gaps using piecewise models

  • Kim, Yang-Jin
    • Journal of the Korean Data and Information Science Society
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    • v.25 no.5
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    • pp.1117-1125
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    • 2014
  • In a longitudinal study, subjects can experience same type of events repeatedly. Also, there may exist intermittent dropouts resulting in repeated observation gaps during which no recurrent events are observed. Furthermore, when such observation gaps have incomplete forms caused by the unknown termination times of observation gaps, ordinary approaches result in biased estimates. In this study, we investigate the effect of ignoring observation gaps and propose methods to overcome this problem. For estimating the distribution of unknown termination times, an interval-censored mechanism is applied and two cases are considered. Simulation studies are carried out to evaluate the performance of the proposed method. Conviction data of young drivers with several suspensions are analyzed to illustrate the suggested approach.

Bridging Research and Extension Gaps of Paddy Yield in Andhra Pradesh, India

  • Kumar, K. Nirmal Ravi
    • Agribusiness and Information Management
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    • v.10 no.1
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    • pp.1-15
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    • 2018
  • Many paddy cultivating farmers in the country are forced to use their limited resources to produce adequate food for their family, leading to the degradation and reduction in potential of these resources. The yield levels of paddy at the farmers' level and in the Front Line Demonstrations (FLDs) conducted in the farmers' fields is not at par with potential yield of the paddy variety. The gap between potential yield of crop variety and yield realized in FLDs refers to Research gap and the yield gap between FLDs and due to farmers' practice refers to Extension gap. The earlier studies conducted in India in general and in Andhra Pradesh in particular highlighted the existence of both research and extension gaps with reference to paddy. It is essential that, the narrowing of both research and extension gaps is not static, but dynamic considering the influence of technological interventions in boosting paddy yields at FLDs level and at farmers' level and also with the improvement of the yield potential of paddy varieties. This calls for integrated and holistic approaches to address these two gaps and with this background, the researcher aimed at this in depth study. The findings revealed that, research gaps are high with reference to weed management and pest management and extension gaps are high with reference to farm mechanization followed by fertilizer management. Reliable source of seed, capital use and frequency of meetings with Scientists or Agricultural Officers significantly influence the extension gaps in paddy. Farmers also prioritized socio-economic and technical constraints and the analysis infers that, it is high time now for the farmers to adopt the planned technological interventions on scientific scale to minimize the extension gaps to the extent possible. As the enabling environment in the State of Andhra Pradesh is highly encouraging for the farmers with relevant policy instruments in the form of subsidized inputs, free power, credit at concessional rates of interest, constructing irrigation projects etc., the adoption of the proposed technological interventions significantly contribute to minimizing both research and extension gaps in paddy cultivation in Kurnool district of Andhra Pradesh.

The effects of visual and auditory information as A tool of emotional value assessment (감성 가치 평가를 위한 시각적, 청각적 매체의 효용)

  • Kim Myung-Suk;Lee Eun-Chang
    • Journal of Science of Art and Design
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    • v.1
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    • pp.95-123
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    • 1999
  • The goal of this research is a visual and auditory tool development enabling designers to have the same emotional value with users in the process of user centered design. Through the research, we intend to show the aid measure for making cognitive gaps narrow between users and designer in the process of transforming and understanding the emotional needs as a verbal image. because In the business practice of design, most of tools and techniques for assessment and analysis of emotional needs are those used usually in the marketing fields. So the information generated and transformed from users to designers have a form of physical words. When the designer's understanding of the emotional needs is considered as a product mediated communication process, the morphologic and cognitive information gaps become obvious. This difference could be a false basis in designing with emotional user needs. So the alternative needs assessment sub-tools of visual and auditory information form was embodied mainly for designer's cognitive gaps and inter-cultural emotional needs assessment. As the method of embodiment, Firstly, adjectives related to emotion were classified in their cognitive dimension. Secondly, visual and auditory data were extracted, and then the relativity verified. Finally, the practicality and effectiveness were tested through the database generation. In view of the results so far achieved, 1. We could find being of the big information cognitive gaps in the verbal assessment of emotional needs between designers and users. 2. With the visual and auditory assessment tool, we could make the big cognitive gaps narrower than we expected. 3. Also, we could find the chance that the fidelity, recognition, and friendliness of design for emotional user needs would become better.

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The Relationship between Information Literacy and Developmental Trends in Early Childhood (유아의 정보화 능력에 따른 유아발달 경향 탐색)

  • Jo, Jun-Oh;Hwang, Hae-Ik
    • Korean Journal of Child Studies
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    • v.32 no.5
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    • pp.151-165
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    • 2011
  • The purpose of this study was to examine the relationship between the information literacy of preschoolers and their developmental trends. The subjects in this study were 122 preschoolers. After taking tests in information literacy and early childhood development, the collected data was analyzed. The findings of the study were as follows : First, there were gaps among the preschoolers in the level of early childhood development according to the relative levels of their information literacy. When a post-hoc analysis was carried out to investigate intergroup differences in detail, there were statistically significant gaps between the preschoolers with excellent information literacy and those with intermediate-or poor information literacy, and between the preschoolers with intermediate information literacy and those with poor information literacy. Second, the differences in terms of the levels of information literacy and the impact these differences made to their body, cognition, language, sociability and emotions which comprise the five subfactors of the early childhood development inventory were checked after the mutual influence of the five subfactors was controlled. As a result, statistically significant gaps were apparent in all the subfactors of early childhood development according to relative levels of information literacy. The preschoolers who had a better level of information literacy exhibited a statistically significantly better level of development in every subfactor.

Genetic Algorithm based Pathfinding System for Analyzing Networks (네트워크 분석을 위한 유전 알고리즘 기반 경로탐색 시스템)

  • Kim, Jun-Woo
    • Journal of the Korea Society of Computer and Information
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    • v.19 no.1
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    • pp.119-130
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    • 2014
  • This paper proposes GAPS, a practical genetic algorithm based pathfinding system for conveniently analyzing various networks. To this end, the GAPS is developed through integration of the intuitive graphic user interface for network modeling, the database management system for managing the data generated in modeling and exploring procedures, and a simple genetic algorithm for analyzing a wide range of networks. Especially, previous genetic algorithms are not appropriate for analyzing the networks with many dead-ends where there are few feasible paths between the given two nodes, however, GAPS is based on the genetic algorithm with the fitness function appropriate for evaluating both feasible and infeasible paths, which enables GAPS to analyze a wide range of networks while maintaining the diversity of the population. The experiment results reveal that GAPS can be used to analyze both networks with many dead-ends and networks with few dead-ends conveniently, and GAPS has several advantages over the previous genetic algorithms for pathfinding problems.

A Multivariate Analysis of Changing Information Gaps in Korea (사회인구학적 배경에 따른 정보격차의 다원모형분석)

  • 심상완;김정석
    • Korea journal of population studies
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    • v.24 no.2
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    • pp.235-253
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    • 2001
  • As we are entering the information society, there are increasing concerns about information gaps which are believed to create serious obstacles to social integration and development. Previous studies on the information gaps in Korea, despite their contributions to our understanding of the issue, appear to be descriptive. This study attempts to analyze the relative importance of residential area, gender, age education, and household income for information gaps and their changes in recent years. Based on the data from two surveys conducted by the Information Culture Center, the study run multivariate logit model analysis of the sue of computer and internet. The result shows that all the variables except residential area have influences on the use of computer and internet. In terms of time change, gender-based difference in the use of digital media has decreased between 1998 and 2000 while the differences by all the other variables have remained constant or increased.

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A Novel Framework Based on CNN-LSTM Neural Network for Prediction of Missing Values in Electricity Consumption Time-Series Datasets

  • Hussain, Syed Nazir;Aziz, Azlan Abd;Hossen, Md. Jakir;Aziz, Nor Azlina Ab;Murthy, G. Ramana;Mustakim, Fajaruddin Bin
    • Journal of Information Processing Systems
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    • v.18 no.1
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    • pp.115-129
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    • 2022
  • Adopting Internet of Things (IoT)-based technologies in smart homes helps users analyze home appliances electricity consumption for better overall cost monitoring. The IoT application like smart home system (SHS) could suffer from large missing values gaps due to several factors such as security attacks, sensor faults, or connection errors. In this paper, a novel framework has been proposed to predict large gaps of missing values from the SHS home appliances electricity consumption time-series datasets. The framework follows a series of steps to detect, predict and reconstruct the input time-series datasets of missing values. A hybrid convolutional neural network-long short term memory (CNN-LSTM) neural network used to forecast large missing values gaps. A comparative experiment has been conducted to evaluate the performance of hybrid CNN-LSTM with its single variant CNN and LSTM in forecasting missing values. The experimental results indicate a performance superiority of the CNN-LSTM model over the single CNN and LSTM neural networks.

An Analysis of Consumer information Gap: Another Consumer Problem in an Information Society (소비자의 정보격차 분석: 정보사회가 가져올 또 하나의 소비자문제)

  • 김기옥
    • Journal of the Korean Home Economics Association
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    • v.38 no.10
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    • pp.97-115
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    • 2000
  • This study stems from the speculation that consumer life will be limited if consumers are not involved in the cyberspace and focuses on the differences of consumer competence as a result of information gaps among consumers. A cluster analysis is applied for cortege students who are ahead of the rest of the society in terms of the information level. Over the half of the students is grouped as a general level of information, about one quarter of those as an advanced level, and about one tenth as a behind level. The levels of consumer competence are very much differed among the three groups of students. This result indicates that information gap will be another source of consumer problem in an information society. Therefore, much more attention should be focused on the information gaps among consumers.

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Outsourcing of Information Systems Functions : An Empirical Study of A Contingency Model (정보시스템 기능의 아웃소싱 : 상황모델의 실증적 연구)

  • Cheon, Myeon-Jung
    • Asia pacific journal of information systems
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    • v.4 no.2
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    • pp.131-164
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    • 1994
  • A contingency model of outsourcing is developed from the information systems (IS) literature and strategic management literature in order to assess the following question: What factors influence change in the extent to which an organization outsources IS functions? Based on the literature, this study identifies four IS factors-gaps in information quality, IS support quality, IS staff quality, and IS cost effectiveness-and three organizational factors-the gap in financial performance, strategic orientation, and the role of information technology in an organization-that influence the change in degree of outsourcing. These factors are hypothesized to influence the change in the extent of an organization's outsourcing of IS functions. From a mail survey of 188 top IS executives in U.S. companies, the results of analysis of covariance and bivariate correlational and multivariate regression analyses provide the following major findings: (a) This study found support for the proposed research model. (b) The change in the degree of IS outsourcing is determined by gaps in information quality, IS support quality, IS cost effectiveness, and financial performance and by the role of IT among IS and organizational factors.

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