• Title/Summary/Keyword: Decision Sciences

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Decision Tree Model for Predicting Hospice Palliative Care Use in Terminal Cancer Patients

  • Lee, Hee-Ja;Na, Im-Il;Kang, Kyung-Ah
    • Journal of Hospice and Palliative Care
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    • v.24 no.3
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    • pp.184-193
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    • 2021
  • Purpose: This study attempted to develop clinical guidelines to help patients use hospice and palliative care (HPC) at an appropriate time after writing physician orders for life-sustaining treatment (POLST) by identifying the characteristics of HPC use of patients with terminal cancer. Methods: This retrospective study was conducted to understand the characteristics of HPC use of patients with terminal cancer through decision tree analysis. The participants were 394 terminal cancer patients who were hospitalized at a cancer-specialized hospital in Seoul, South Korea and wrote POLST from January 1, 2019 to March 31, 2021. Results: The predictive model for the characteristics of HPC use showed three main nodes (living together, pain control, and period to death after writing POLST). The decision tree analysis of HPC use by terminal cancer patients showed that the most likely group to use HPC use was terminal cancer patients who had a cohabitant, received pain control, and died 2 months or more after writing a POLST. The probability of HPC usage rate in this group was 87.5%. The next most likely group to use HPC had a cohabitant and received pain control; 64.8% of this group used HPC. Finally, 55.1% of participants who had a cohabitant used HPC, which was a significantly higher proportion than that of participants who did not have a cohabitant (1.7%). Conclusion: This study provides meaningful clinical evidence to help make decisions on HPC use more easily at an appropriate time.

Typical Classification of Rural Area Considering Settlement Environment by Decision Tree Method (정주여건을 고려한 의사결정나무기법 활용 농촌지역 유형화)

  • Bae, Seung-Jong;Kim, Dae-Sik;Eun, Sang-Kyu
    • Journal of The Korean Society of Agricultural Engineers
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    • v.58 no.6
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    • pp.79-92
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    • 2016
  • The objective of this study is to classify the types of rural areas (138 $si{\cdot}gun$) considering settlement environment by Decision Tree Method (CHAID). The CHAID method was used for decision tree algorithm and the seven dependant variables and 5 explanatory variables were selected, respectively. By decision tree method, rural areas were finally classified into six groups through three separate processes. City area, lower area in aging rate and higher area in farmland area ratio was analyzed to be relatively rich rather than other area in the case of settlement environment index. In the future, this study will be able to utilize as a reference to the planning of rural development projects.

A Study of Factors Affecting Decision and Real Estate Investment (부동산투자 결정과정과 의사결정 요인에 관한 연구)

  • Kim, Jin
    • The Journal of the Korea institute of electronic communication sciences
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    • v.7 no.3
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    • pp.625-632
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    • 2012
  • Real Estate investment decision process make a purpose of the investment, the investment environment, cost convenience ananlysis and the investment validity. For this, Real Estate investment intention decision has investment ananlysis and grope for practice. therefore this paper has a purpose for Real Estate investment decision process that solve the more than brilliant course about Real Estate investment.

A Study on the Multiple Output Circuit Implementation (다출력 회로 구현에 관한 연구)

  • Park, Chun-Myoung
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2013.05a
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    • pp.675-676
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    • 2013
  • This paper presents a design method for multiple-output combinational digital logic systems using time domain based on multiplexing and common multi-terminal extension decision diagrams. The common multi-terminal extension decision diagrams represents extension valued multiple-output functions, while time domain based on multiplexing systems transmit several signals on a single lines. The proposed method can reduce the 1)hardware, 2)logic levels and 3)pins. In the logic system design, we use two types of decision diagrams, that is the common binary decision diagrams and common multi-terminal extension decision diagrams.

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Distributed Decision-Making in Wireless Sensor Networks for Online Structural Health Monitoring

  • Ling, Qing;Tian, Zhi;Li, Yue
    • Journal of Communications and Networks
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    • v.11 no.4
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    • pp.350-358
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    • 2009
  • In a wireless sensor network (WSN) setting, this paper presents a distributed decision-making framework and illustrates its application in an online structural health monitoring (SHM) system. The objective is to recover a damage severity vector, which identifies, localizes, and quantifies damages in a structure, via distributive and collaborative decision-making among wireless sensors. Observing the fact that damages are generally scarce in a structure, this paper develops a nonlinear 0-norm minimization formulation to recover the sparse damage severity vector, then relaxes it to a linear and distributively tractable one. An optimal algorithm based on the alternating direction method of multipliers (ADMM) and a heuristic distributed linear programming (DLP) algorithm are proposed to estimate the damage severity vector distributively. By limiting sensors to exchange information among neighboring sensors, the distributed decision-making algorithms reduce communication costs, thus alleviate the channel interference and prolong the network lifetime. Simulation results in monitoring a steel frame structure prove the effectiveness of the proposed algorithms.

An Alternative Methodology for Stakeholder Analysis in Rural Tourism Development - A Case Study of Social Network Analysis - (농촌관광개발 이해당사자 분석 방법론 - 사회연결망분석 사례 연구 -)

  • Lee, Jou-Yeon;Lee, Yeong-Joo;Lee, Dong-Ho
    • Journal of Korean Society of Rural Planning
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    • v.11 no.3 s.28
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    • pp.29-42
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    • 2005
  • This study aimed to apply a methodological approach, 'social network analysis' to a case study for the understanding of relational structure among stakeholders related to green tourism development. By doing so, this study argued that it is important to identify stakeholder's network structure to help green tourism planners develop collaborative relationship among stakeholders. This study identified the stakeholders regarding a community-based festival development in the southern area of Korea, and investigated two types of networks among them: decision-making power relational and intimate network. Interviewer-administrated survey and in-depth interview were employed for data collection. The data was analyzed by SPSS (version 10.0) and Net-MinerII (version 2.5.0), and by constant comparison method. The result revealed that low different groups of the stakeholders were separated in the intimate networt and that the festival organizational body was not connected with other stakeholders in the decision-making power relational network. The existence of separated groups and weak relationship among the stakeholders appeared to relate to age-group differences, and different views on the festival between the stakeholders.

A Prediction Model for studying the Impact of Separated Families on Students using Decision Tree

  • Ourida Ben boubaker;Ines Hosni;Hala Elhadidy
    • International Journal of Computer Science & Network Security
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    • v.23 no.4
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    • pp.79-84
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    • 2023
  • Social studies show that the number of separated families have lately increased due to different reasons. Despite the causes for family rift, many problems are resulted which affected the children physically and psychologically. This effect may cause them fail in their life especially at school. This paper focuses on the negative reaction of the parents' separation with other factors from the computer science prospective. Since the artificial intelligent field is the most common widespread in computer science, a predictive model is built to predict if a specific child whose parents separated, may complete the school successfully or fail to continue his education. This will be done using Decision Tree that have proved their effectiveness on the predication applications. As an experiment, a sample of individuals is randomly chosen and applied on our prediction model. As a result, this model shows that the separation may cause the child success at school if other factors are satisfied; the intelligent of the guardian, the relation between the parents after the separation, his age at the separation time, etc.

A Handover Algorithm Using Fuzzy Set Theory (퍼지 이론을 이용한 핸드오버 알고리즘)

  • 정한호;김준철;이준환
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.18 no.6
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    • pp.824-834
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    • 1993
  • In cellular mobile communication systems, if the size of a cell is decreasing for economic utilization of frequency resources, frequent handovers may be requested because the time a mobile stays in a cell is decreasing. In general the measured parameters to decide handover including RSSI, BER, and the distance between mobile station and base station, are usually incorrect and handover decision using single parameter insufficient. Therefore, the better handover algorithm should take over the problems of this uncertain measurements, and make the decision more robust and flexible by the consideration of all those decision parameters at the same time. We propose a novel handover algorithm based the multicriteria decision making, in which those parameters are participated in the decision process using aggregation function in fuzzy set theory. As a simulation results, the overall decision making is more reliable and flexible than the conventional method using only one parameter, RSSI in terms of call force ratio, and handover request ratio.

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Spectro-Temporal Filtering Based on Soft Decision for Stereophonic Acoustic Echo Suppression (스테레오 음향학적 에코 제거를 위한 Soft Decision 기반 필터 확장 기법)

  • Lee, Chul Min;Bae, Soo Hyun;Kim, Jeung Hun;Kim, Nam Soo
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.39C no.12
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    • pp.1346-1351
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    • 2014
  • We propose a novel approach for stereophonic acoustic echo suppression using spectro-temporal filtering based on soft decision. Unlike the conventional approaches estimating the echo pathes directly, the proposed technique can estimate stereo echo spectra without any double-talk detector. In order to improve the estimation of echo spectra, the extended power spectrum density matrix and echo overestimation control matrix are applied on this method. In addition, this echo suppression technique is based on soft decision technique using speech absence probability in STFT domain. Experimental results show that the proposed method improves compared with the conventional approaches.

The Relationship Between Maternal and Paternal Parenting Styles and Young Adults' Career Decision-Making: The Mediational Roles of Differentiation of Self (아버지와 어머니의 양육태도와 대학생의 진로결정수준의 관계에서 자아분화의 매개효과)

  • Kwon, So Hee;Lee, Jaerim
    • Journal of Families and Better Life
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    • v.32 no.5
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    • pp.41-61
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    • 2014
  • The purpose of this study was to investigate whether differentiation of self mediates the relationship between parenting styles (i.e., care and overprotection) and the level of career decision-making among young adults. We separately measured the mother's and the father's parenting styles and five dimensions of differentiation of self that S. Je (1989) suggested. The data came from 387 young adults who were juniors and seniors at universities in Seoul and its surrounding cities. Using Baron and Kenny's (1986) steps based on regression, we found that the relationships between both caring and overprotective parenting styles and young adults' level of career decision-making were mediated by four dimensions of differentiation of self (i.e., intellectual functioning vs. emotional functioning, family projection process, emotional cutoff, and family regression) except for integration of self. The results were consistent for both the mother and the father. Bootstrapping tests showed that all of the mediation effects were statistically significant. This study contributes to the literature by showing that young adults' level of career decision-making is not simply determined by inputs such as parenting styles but is also mediated by differentiation of self. The results of this study are meaningful in that both the mother's and the father's parenting styles could make a difference in young adults' level of career decision-making through differentiation of self.