• Journal of the Korea Society of Computer and Information
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• v.24 no.10
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• pp.195-203
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• 2019

Inadequate military soldiers cause military fatigue and rejection such as reduced confidence in the military and combat power. The military developed and applied a self-adopting test as a psychological test system to identify soldiers who are not fit to serve in the military in advance and prevent accidents. In this paper, we propose the ontology design process to be used for identifying accident concerns and implement the behavioral patterns and symptoms of maladjustment soldiers as ontology. The ontology design process is validated consistency and suitability as a result of the performance evaluation of ontology implemented. Through ontology design for identifying maladjustment soldiers, it is expected to play an effective role in preventing accidents by providing objective criteria and sharing of information on accident concerns.

• Journal of People, Plants, and Environment
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• v.23 no.3
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• pp.377-385
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• 2020

Background and objective: In the Republic of Korea, military service is mandatory. Some of new recruits have the stress from the special environment, which could cause psychological maladjustment. The military forces have operated education programs such as green camp and healing camp. The study was conducted to investigate changes in psychological and physiological stress by conducting forest healing activities along with plant scent treatment for soldiers participating in a green camp. Methods: A total of 52 soldiers were participated including maladjustment soldiers and those recommended by their military units to protect the unfit soldiers who participated in forest healing activities in the green camp. The programs that were certified by the Korea Forest Service between 2014 and 2019, and were applied for stress reduction and relaxation training were classified into stress-coping programs and forest experience programs. Post-hoc surveys and cortisol measurements were carried out. Results: Green camp soldiers experience and differences in the level of stress responses were found to be very statistically significant between the treatment and control groups. The techniques for coping with stress were not significantly different in the control group, and the treatment group showed statistically significant results. In addition, the results of analyzing changes in the concentration of cortisol and measuring physiological stress were very statistically significant in forest healing activities at 4 p.m. Conclusion: Once green camp soldiers face stressful situations, forest healing programs using forest plant scents for green camp soldiers can have positive responses and forest healing activities can reduce psychological and physiological stress responses, improving maladjustment behaviors caused by stress and positively affecting the reduction of cortisol.

• The Journal of the Convergence on Culture Technology
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• v.5 no.4
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• pp.61-65
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• 2019

This study analyzed the post-training satisfaction level and changes in their thinking of 202 maladjusted soldiers who participated in Green Camp from 2017 to 2018 through survey, and the operational status of Green Camp to 350 military officials. In addition, general matters of military official, matters concerning soldiers entering the Green Camp, matters concerning the use of the Green Camp, and matters related to the consultation of soldiers in their relevant units were analyzed through technical statistics. On March 17, 2019, the Department of Defense identified 6,118 98.4% of the 6,214 maladjusted soldiers with active duty failed to complete military service and discharged, among them, 66% or 4,014 reportedly experienced maladjustment. Therefore, it is necessary to earlier identify soldiers who are discharged due to maladjustment, to apply various methods such as education and career guide by civil expert, to conduct timely education through civil professional hospital so that they can complete their military service normally.

• Journal of the Korea Academia-Industrial cooperation Society
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• v.19 no.4
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• pp.329-341
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• 2018

This study was a qualitative study performed to understand the nature and structure of the suicide attempt process experienced by maladjustment soldiers. The survey participants targeted 10 soldiers who entered 'Camp Green' due to lack of duty by the 00 Corps of ${\bigcirc}{\bigcirc}$ Prefecture. Data were collected by individual in-depth interviews from October 2016 to September 2017 and analyzed using Colaizzi's phenomenological method. The suicide attempt process by maladjusted soldiers was delineated into four categories such as 'A prison without bars', 'Walk on eggshells', 'A pretentious series of life', and 'A life of desperation'; 9 theme clusters; and 25 themes. As a result, maladjusted soldiers had a generally negative experience related to military culture. Soldiers who fail to adapt to military culture will show extreme behavior unless they are able to overcome their depression. Unless specific understanding of the suicide attempt process is attained, the suicide prevention policies of mission-maladjusted soldiers will be ineffective. The results of this study hope to serve as the basis for a suicide prevention and nursing intervention program.

• Journal of Digital Convergence
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• v.14 no.11
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• pp.513-526
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• 2016

The purpose of this study was to examine internet addiction and maladaptation among soldiers and to ascertain how family function mediated among army soldiers. A questionnaire survey was conducted with 313 soldiers currently serving military service and was analysed using the structural equation model. The results were summarized as follows: Internet addiction had a direct effect on military adjustment and family function mediated military adjustment. Moreover, internet addiction had an indirect effect through family function, family function had a partial mediate effect on the relationship between internet addiction and military adjustment among army soldiers. Based on the findings, this study discussed the need to develop preventive and therapeutic programs to enhance army soldiers military adjustment.

• Journal of Digital Convergence
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• v.16 no.1
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• pp.117-124
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• 2018

The purpose of this study was to evaluate the effects of PAIR leadership program which can make one's own for solving problems of conflicts through understanding of self and the environmental. For this, the PAIR leadership were administered in 10 sessions for 60 minutes with 16 of the adjustment soldiers and 20 of the maladjustment soldiers of the military alternative social workers. The pre-post on the behavioral change will, interpersonal efficacy and the self-regulation level were assessed. The results were as the PAIR he maladjustment soldiers group reported significantly higher score on level of the behavioral change will, interpersonal efficacy and the self-regulation. Also the adjustment soldiers reported significantly on interpersonal efficacy and the self-regulation. This results suggest that the PAIR readership program can be applied effectively for promotion of the behavioral change will, the self-regulation.

• Journal of Convergence for Information Technology
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• v.10 no.11
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• pp.224-231
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• 2020

This study was conducted to develop a group counseling program to solve the problem of maladjustment of military personnel and to verify the effectiveness of the program. The 12 session CBT and ACT program for military soldiers experiencing emotional and behavioral problems was developed and the effectiveness was verified by conducting a program once a week for soldiers in the army units based in South Chungcheong Province. Adult Self Report scale(ASR) was implemented for pre-post test and analysis, and descriptive statistical analysis, cross-analysis, paired sample t-test, and independent sample t-test were performed to analyze the results. The results indicated are as follows: First, the preliminary homogeneity test between groups showed that the two groups had homogeneous demographic characteristics and the characteristics of the variables. Second, as a result of the pre-post test verification, both CBT and ACT groups showed significant changes in problem behavior totals, internalizations, and externalizations. Third, there was no difference between the pre-post-examination of the CBT group and the ACT group. This study is meaningful in that it was involved in the maladjustment problem within the military unit, and compared the effectiveness between the two theories, and proposed the study of control groups and further studies on more diverse and diverse subjects that were not implemented under the circumstances of the unit.

• Journal of Intelligence and Information Systems
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• v.21 no.3
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• pp.1-17
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• 2015

In this paper, we report what we have observed with regards to a prediction model for the military based on enlisted men's internal(cumulative records) and external data(SNS data). This work is significant in the military's efforts to supervise them. In spite of their effort, many commanders have failed to prevent accidents by their subordinates. One of the important duties of officers' work is to take care of their subordinates in prevention unexpected accidents. However, it is hard to prevent accidents so we must attempt to determine a proper method. Our motivation for presenting this paper is to mate it possible to predict accidents using enlisted men's internal and external data. The biggest issue facing the military is the occurrence of accidents by enlisted men related to maladjustment and the relaxation of military discipline. The core method of preventing accidents by soldiers is to identify problems and manage them quickly. Commanders predict accidents by interviewing their soldiers and observing their surroundings. It requires considerable time and effort and results in a significant difference depending on the capabilities of the commanders. In this paper, we seek to predict accidents with objective data which can easily be obtained. Recently, records of enlisted men as well as SNS communication between commanders and soldiers, make it possible to predict and prevent accidents. This paper concerns the application of data mining to identify their interests, predict accidents and make use of internal and external data (SNS). We propose both a topic analysis and decision tree method. The study is conducted in two steps. First, topic analysis is conducted through the SNS of enlisted men. Second, the decision tree method is used to analyze the internal data with the results of the first analysis. The dependent variable for these analysis is the presence of any accidents. In order to analyze their SNS, we require tools such as text mining and topic analysis. We used SAS Enterprise Miner 12.1, which provides a text miner module. Our approach for finding their interests is composed of three main phases; collecting, topic analysis, and converting topic analysis results into points for using independent variables. In the first phase, we collect enlisted men's SNS data by commender's ID. After gathering unstructured SNS data, the topic analysis phase extracts issues from them. For simplicity, 5 topics(vacation, friends, stress, training, and sports) are extracted from 20,000 articles. In the third phase, using these 5 topics, we quantify them as personal points. After quantifying their topic, we include these results in independent variables which are composed of 15 internal data sets. Then, we make two decision trees. The first tree is composed of their internal data only. The second tree is composed of their external data(SNS) as well as their internal data. After that, we compare the results of misclassification from SAS E-miner. The first model's misclassification is 12.1%. On the other hand, second model's misclassification is 7.8%. This method predicts accidents with an accuracy of approximately 92%. The gap of the two models is 4.3%. Finally, we test if the difference between them is meaningful or not, using the McNemar test. The result of test is considered relevant.(p-value : 0.0003) This study has two limitations. First, the results of the experiments cannot be generalized, mainly because the experiment is limited to a small number of enlisted men's data. Additionally, various independent variables used in the decision tree model are used as categorical variables instead of continuous variables. So it suffers a loss of information. In spite of extensive efforts to provide prediction models for the military, commanders' predictions are accurate only when they have sufficient data about their subordinates. Our proposed methodology can provide support to decision-making in the military. This study is expected to contribute to the prevention of accidents in the military based on scientific analysis of enlisted men and proper management of them.