Natural language processing (NLP) is an emerging research area in which we study how machines can be used to perceive and alter the text written in natural languages. We can perform different tasks on natural languages by analyzing them through various annotational tasks like parsing, chunking, part-of-speech tagging and lexical analysis etc. These annotational tasks depend on morphological structure of a particular natural language. The focus of this work is part-of-speech tagging (POS tagging) on Hindi language. Part-of-speech tagging also known as grammatical tagging is a process of assigning different grammatical categories to each word of a given text. These grammatical categories can be noun, verb, time, date, number etc. Hindi is the most widely used and official language of India. It is also among the top five most spoken languages of the world. For English and other languages, a diverse range of POS taggers are available, but these POS taggers can not be applied on the Hindi language as Hindi is one of the most morphologically rich language. Furthermore there is a significant difference between the morphological structures of these languages. Thus in this work, a POS tagger system is presented for the Hindi language. For Hindi POS tagging a hybrid approach is presented in this paper which combines "Probability-based and Rule-based" approaches. For known word tagging a Unigram model of probability class is used, whereas for tagging unknown words various lexical and contextual features are used. Various finite state machine automata are constructed for demonstrating different rules and then regular expressions are used to implement these rules. A tagset is also prepared for this task, which contains 29 standard part-of-speech tags. The tagset also includes two unique tags, i.e., date tag and time tag. These date and time tags support all possible formats. Regular expressions are used to implement all pattern based tags like time, date, number and special symbols. The aim of the presented approach is to increase the correctness of an automatic Hindi POS tagging while bounding the requirement of a large human-made corpus. This hybrid approach uses a probability-based model to increase automatic tagging and a rule-based model to bound the requirement of an already trained corpus. This approach is based on very small labeled training set (around 9,000 words) and yields 96.54% of best precision and 95.08% of average precision. The approach also yields best accuracy of 91.39% and an average accuracy of 88.15%.
Journal of the Korea Academia-Industrial cooperation Society
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v.18
no.3
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pp.175-184
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2017
This study was conducted to identify factors influencing turnover intention of nurses that were cohort quarantined during the Middle East Respiratory Syndrome(MERS) outbreak. Subjects of this study were 267 nurses from three hospitals that came in direct or indirect contact with diagnosed MERS and suspected MERS patients and were group quarantined during the 2015 MERS breakout. The data were collected from October 1, 2015 through November 30, 2015. The collected data were evaluated based on descriptive statistics, t-tests, ANOVA and multivariate regression conducted using the SPSS/WIN 21.0 program. The factors influencing turnover intention were work experience and usual stress levels. While nurses tending to MERS patients had the highest stress levels (p<.001), different types of patient care during the MERS outbreak did not yield to a statistically significant turnover intention. Theresults of this study indicate that work experience and usual stress levels impact turnover intention of nurses and because the stress resulting from the MERS outbreak did not significantly affect the turnover intention, further human resource management is required to reduce the usual stress levels of nurses.
The purpose of this study is to compare the educational needs of public officials and private employees for health and welfare in order to improve education program. Data were collected from 2,290 public officials and 1,991 private employees and were analyzed using frequency analysis and independent sample t-test. Private employees recognized that education and training are more enough than public officials. In addition, private employees took the gathering training classes more than public officials. Private employees reported that they are more satisfied than public officials with regard to leader consideration, peers' will of participation and institutional conditions. However, public officials reported that they are more satisfied than private employee officials with regard to the degree of sharing of information and education for new policies. Public officials preferred three or two days of training, but private employees preferred one or two days. Both public officials and private employees preferred gathering training classes and blended learning as an effective education type. Based on this research, invigoration of health and welfare education and the management of its plan were discussed.
The purpose of this study was to examine the relationship among burnout, compassion fatigue, compassion satisfaction and social support of clinical dental hygienists. The subjects in the study were 313 dental hygienist who were randomly selected in dental clinic and hospital, which were located in Daejeon, South and North Chungcheong province. Data were gathered using structured questionnaires from June 17 to July 31, 2013. The major findings of the study were as follows: 1. As for burnout by general characteristics, there were statistically significant difference according to age, marital status, clinical career, agency work type and job position. 2. The relationship of burnout and other variables was analyzed, and compassion fatigue had a significant positive effect on burnout, and compassion satisfaction and social support had negative effects on burnout. 3. As a result of analyzing which variables affected burnout, it's found that burnout were under the influence of agency work type, compassion fatigue, compassion satisfaction and social support. These variables made a 56.9% prediction of burnout. These findings provide strong empirical evidence for the importance of compassion fatigue, compassion satisfaction and social support in explaining burnout of clinical dental hygienists. Therefore, the effective human resource management programs should be developed to consideration with the dental hygienist work environment and the quality of service.
The shape of land surface work as a cradle for various environmental processes and human activities. As spatially distributed process modelings become increasing important in current research communities, a classification system that delineates land surface into characteristic geomorphological units is a pre-requisite for sustainable land use planning and management. Existing classification systems are either morphometric or generic, which have limitations to characterize continuous ecological processes over the landscape. A new classification system was developed to delineate the land surface into different geomorphological units from Digital Elevation Models(DEMs). This model assumes that there are pedo-geomorphological units in which distinct sets of hydrological, pedological, and consequent ecological processes occur. The classification system first divides the whole landsurface into eight soil-landscape units. Possible energy and material nows over the land surface were interpreted using a continuity equation of mass flow along the hillslope, and subsequently implemented in terrain analysis procedures. The developed models were tested at a 12$\textrm{km}^2$ area in Yangpyeong-gun, Kyeongi-do, Korea. The method proposed effectively delineates land surface into distinct pedo-geomorphological units, which identify the geomorphological characteristics over a large area at a low cost. The delineated landscape units mal provide a basic information for natural resource survey and environmental modeling practices.
CEO's business network is important to the establishment and growth of companies and it is recognized as an essential element in regional development, but the related research and studies including surveys on the characteristics and performance of the CEO's network and its activities are lacking. This study aimed at companies located in the northwestern part of the Chungnam to survey about CEO's network activities, and research about the characteristics and performance expectancy of the network was carried out. As research methods, we discussed the previous studies, designed and analyzed the research models empirically using the survey. Analysis based 3 stages approach showed that the performance expectancy on human resource such as recruit was not affected by any factors overall. CEO's satisfaction affect significantly to the both of performance expectations of finance and general management by types of the network and its differentiated program. Executive activities, # of joining network, and period of activity affected also conditionally. This study have contributions that enable businessmen can take advantage of strategic use on the region's business network activity.
Objectives: The present study is aimed at comprehending the organizational setup of clinical dental hygienists and to establish an organizational setup that fits their roles. Methods: The survey data of 776 clinical dental hygienists who understood the purpose of the study and agreed to write the questionnaire was utilized. Statistical analysis was performed using SPSS Ver. 20.0 program and the significance level was 0.05. Results: The presence of an organizational setup in dental hygienists was surveyed as being higher, with university dental hospital (89.86%) showing the highest. However, the presence of position terms was highest in dental hospitals with 76 subjects (38.78%). Standards for positions most commonly followed hospital regulations in the case of general hospitals (48.42%), whereas they were often based on service period in the case of dental hospitals (48.90%). Salary standards were most commonly determined by service period in all institutions. The job satisfaction of dental hygienists was significantly different according to social status and financial satisfaction depended on having organizational hierarchy for those who work in university dental hospitals. Conclusions: The results of the present study show that dental hygienists who work in organizational setups mostly enjoy high satisfaction in terms of job satisfaction. In other words, the study shows that systemizing the organizational setup of dental hygienists within dental institutions is required, and additional research to achieve efficient human resource management within the organization is necessary as well as institutional utilization of the results of the present study.
Asia-Pacific Journal of Business Venturing and Entrepreneurship
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v.1
no.1
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pp.23-52
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2006
Industry-academy Collaboration alms to produce synergy-empowerment through co-opt between university and business within R&D and human resource management. The lack of indigenous R&D capabilities makes Korean small businesses not have sustainable competitive advantages. While the Korean government has increased the budgetary supports on small businesses since the late 1990s to enhance technological capabilities of small businesses, the competitiveness gap between large and small firms has been widened. The alternative for the government support is considered as active industry-academy collaboration. After exploring various policy measures for the collaboration with classifying them and pointing out their problems from a technological innovation perspective, this study shows the more expected roles of the collaboration to be a catalyst coordinating the R&D activities among the local small businesses, local universities, and public research institutes. Based upon the analyses, this study suggests several policy alternatives to facilitate the technological innovations of small businesses in the regional innovation clusters.
Woo, Chang-Soo;Park, Ho-Hwan;Choi, Myungweon;Oh, Jin Uk;Jang, Myoung-Hak
Asia-Pacific Journal of Business Venturing and Entrepreneurship
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v.10
no.4
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pp.133-145
/
2015
This study investigates the relationships between the characteristics of the succession process and organizational performance as well as the moderating roles of strategic HRM practices in these relationships. Data was collected from 256 successors and HR managers(128 for each) in South Korean family businesses where the succession process either had been completed or was currently underway around time of data collected and analyzed. Our results indicate that the provision of successor training is positively related to organizational performance, while the clarity of the incumbent's role after succession, communication of the decision regarding succession, and the incumbent's propensity to step aside are not significantly related to organizational performance. Further, our results confirm (a) the moderating effects of strategic staffing practices between communication of the decision regarding succession and organizational performance, and (b) the moderating effects of strategic staffing practices between the incumbent's propensity to step aside and organizational performance. The theoretical and practical implications of these findings are discussed.
Journal of the Korean association of regional geographers
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v.21
no.4
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pp.639-648
/
2015
There is a growing interest in Co-operative education as an important way of university-industry collaborations for improving employment competitiveness, recruiting talented human resource, and promoting university-industry collaborations. In this study, we recognize that the paradigm of professional practice have to be changed from internship to Co-operative education. This paper examines the characteristics of Co-operative education in a regional public university through a case study of Central Washington University(CWU), USA. The results of the study and policy implications are as follows. First, the professional practice program of CWU is centered upon Co-operative education and has a high local and regional connectivity in terms of location of institutions that students work for professional practices. Second, the professional practice program of CWU has a high connectivity between majors and jobs, and is characterized by an active participation of students majoring in humanities, social sciences, arts and education. Third, the qualifications of Co-operative education are strict, but programs of Co-operative education are flexibly operated according to the characteristics of departments and colleges. We emphasize that universities in Korea need to focus upon the employment connectivity, the major connectivity, the local and regional connectivity, Therefore, when attempting to introduce Co-operative education. In addition, the management and governance of Co-operative education should be flexible.
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