• 디지털융복합연구
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• 제17권3호
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• pp.107-117
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• 2019

블로그, 소셜 미디어 등의 발달로 인해 점점 더 많은 사람들이 본인의 의견이나 감정을 표현하기 위해 온라인상에서 텍스트 문장을 작성한다. 그리고 이같은 온라인 텍스트 문장속에 숨겨져 있는 긍정 또는 부정등의 감성을 찾아내는 연구분야를 감성분석 이라고 한다. 그중에서도 이모션 마이닝은 사람들의 구체적인 이모션을 찾아내는데 초점을 맞춘 연구분야이다. 본 연구에서는 속성선택 방법과 단일 및 앙상블 분류기를 조합하여 효과적인 이모션 마이닝 예측모델을 제시하고자 한다. 이를 위해 두가지 대표적인 오픈 데이터인 Tweet와 SemEval2007 데이터를 이용하여 TF-IDF를 계산하고 백 오브 워즈(BOW: bag-of-words) 형태로 속성 셋을 구성하였다. 그리고 효과적인 이모션 마이닝이 될 수 있는 최적의 속성을 선택하기 위하여 상관관계 기반 속성선택(CFS), 정보획득 속성선택 (IG), 그리고 ReliefF 등 세가지 속성선택 방법을 적용하였다. 선택된 속성을 이용하여 아홉가지 분류기 모델로 이모션 마이닝의 정확도를 비교하였다. 실험 결과, Tweet 데이터는 의사결정나무(DT)가 CFS, IG, ReliefF에 의한 속성을 이용할 경우 정확도가 상승했고, 랜덤서브스페이스(RS)는 CFS, IG에 선택된 속성을 사용할 경우 정확도가 상승했다. SemEval2007 데이터는 ReliefF에 의해 선택된 속성으로 로지스틱 회귀분석(LR)을 적용하였을 때 정확도가 상승했고, 나이브 베이지안 네트워크(NBN)은 CFS, IG에 의한 속성을 사용할 경우 정확도가 상승하였다.

• International Journal of Computer Science & Network Security
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• 제22권1호
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• pp.61-68
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• 2022

The present study was based on developing an AI based model to facilitate the academic registration needs of blind students. The model was developed to enable blind students to submit academic service requests and tasks with ease. The findings from previous studies formed the basis of the study where functionality gaps from the literary research identified by blind students were utilized when the system was devised. Primary simulation data were composed based on several thousand cases. As such, the current study develops a model based on archival insight. Given that the model is theoretical, it was partially applied to help determine how efficient the associated AI tools are and determine how effective they are in real-world settings by incorporating them into the portal that institutions currently use. In this paper, we argue that voice-activated personal assistant (VAPA), text mining, bag of words, and case-based reasoning (CBR) perform better together, compared with other classifiers for analyzing and classifying the text in academic request submission through the VAPA.

• Asian Journal of Atmospheric Environment
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• 제11권1호
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• pp.54-60
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• 2017

Quantifying the trace elements in infinitesimal ambient liquid samples (e.g., single raindrop, cloud/fog water, and the soluble fraction extracted from the particles collected for a short time) is an important task for understanding formation processes, heating/cooling rates, and their health hazards. The purpose of this study is to employ an in-air micro PIXE system for quantitative analysis of the trace elements in a thimbleful of reference liquid sample. The bag type liquid sample holder originally designed with $10{\mu}m$ thick $Mylar^{(R)}$ film retained the original shape without any film perforation and apparent peaks of film blank by the end of the analysis. As one of tasks to be solved, the homogeneity of the elemental distribution in liquid reference species was verified by the X-ray line profiles for several references. It was possible to resolve the significant peaks for whole target elements corresponding to the channel number of micro-PIXE spectrum. The calibration curves for the six target elements (Si, S, Cl, Fe, Ni, and Zn) in standard solutions were successfully plotted by concentration (ppm) and ROI of interest net counts/dose (nC).

• 기본간호학회지
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• 제5권2호
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• pp.313-323
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• 1998

This study was a descriptive research on the level of self-care available to continous ambulatory peritoneal dialysis patients (hereinafter referred to as 'CAPD patient') related to the specific area of infection management. The method employed for the collection of data was a modified instrument of the self-care survey essentially based on Young Sook Choi's instrument. The relevant data was collected from september 1, 1996 to september 30, 1996. The subjects were provided with an open-ended question regarding the reasons behind why they did not seek self-care. The answers provided about self-care compliance were analyzed by SPSS for frequency, percentage, mean, t-test, ANOVA. Reasons for non-compliance were analyzed by content analysis. The results of the study were as follows : 1. The percentage of patients engaging in self-care were according to the following self performed tasks : preparation of dialysis : 30.58 points Dialysate exchange procedures : 49.40 points - Two bag type : 50.50 points - Spike type : 48.80 points - Neo type : 48.90 points Catheter exit site care : 25.13 points More specifically, in relation to the preparation of dialysis as referred to above, those patients engaging in self care was relatively high with respect to the cleaning of the dialysis before use and for the preservation of peritosol. However, in dialysate exchange procedures, data revealed that those patients engaging in self-care are relatively low with respect to putting on a mask during the performance of peritosol exchange. Similary in peritosol exchange procedure and catheter exit care, low levels of self-care performance were found in the area of putting on a mask during the peritosol exchange procedures and catheter line testing procedures, respectively. 2. In general characteristics, there appeared to be no distinction in self-care compliance among CAPD patients. 3. The main reasons for non-compliance were based in the following factor : intellectual, attitude, enviromental surrounding and physical. As a result of the foregoing finding, nurses should provide adequate assistance to promote self-care compliance by CAPD patients by checking the preparation of dialysis, dialysate exchange procedure, and catheter exit site care which recieved low point in this research.