• 제목/요약/키워드: Opinion analysis

검색결과 1,269건 처리시간 0.028초

Deconstructing Opinion Survey: A Case Study

  • Alanazi, Entesar
    • International Journal of Computer Science & Network Security
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    • 제21권4호
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    • pp.52-58
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    • 2021
  • Questionnaires and surveys are increasingly being used to collect information from participants of empirical software engineering studies. Usually, such data is analyzed using statistical methods to show an overall picture of participants' agreement or disagreement. In general, the whole survey population is considered as one group with some methods to extract varieties. Sometimes, there are different opinions in the same group, but they are not well discovered. In some cases of the analysis, the population may be divided into subgroups according to some data. The opinions of different segments of the population may be the same. Even though the existing approach can capture the general trends, there is a risk that the opinions of different sub-groups are lost. The problem becomes more complex in longitudinal studies where minority opinions might fade over time. Longitudinal survey data may include several interesting patterns that can be extracted using a clustering process. It can discover new information and give attention to different opinions. We suggest using a data mining approach to finding the diversity among the different groups in longitudinal studies. Our study shows that diversity can be revealed and tracked over time using the clustering approach, and the minorities have an opportunity to be heard.

Research on Community Knowledge Modeling of Readers Based on Interest Labels

  • Kai, Wang;Wei, Pan;Xingzhi, Chen
    • Journal of Information Processing Systems
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    • 제19권1호
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    • pp.55-66
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    • 2023
  • Community portraits can deeply explore the characteristics of community structures and describe the personalized knowledge needs of community users, which is of great practical significance for improving community recommendation services, as well as the accuracy of resource push. The current community portraits generally have the problems of weak perception of interest characteristics and low degree of integration of topic information. To resolve this problem, the reader community portrait method based on the thematic and timeliness characteristics of interest labels (UIT) is proposed. First, community opinion leaders are identified based on multi-feature calculations, and then the topic features of their texts are identified based on the LDA topic model. On this basis, a semantic mapping including "reader community-opinion leader-text content" was established. Second, the readers' interest similarity of the labels was dynamically updated, and two kinds of tag parameters were integrated, namely, the intensity of interest labels and the stability of interest labels. Finally, the similarity distance between the opinion leader and the topic of interest was calculated to obtain the dynamic interest set of the opinion leaders. Experimental analysis was conducted on real data from the Douban reading community. The experimental results show that the UIT has the highest average F value (0.551) compared to the state-of-the-art approaches, which indicates that the UIT has better performance in the smooth time dimension.

아파트 소음환경에 대한 거주자의 주관적 평가 (A Research of the residents′ subjective opinion on the apartment noise)

  • 곽경숙;박병전
    • 한국주거학회:학술대회논문집
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    • 한국주거학회 1996년도 학술발표대회논문집
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    • pp.95-101
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    • 1996
  • The purpose of this study is to research the residents' subjective opinion the apartment noise. To attain this purpose. we investigated 182 residents' responses at “Da” apartment in Chonju. . Analysis showed the following results. The residents which are living in the building next to the road strongly felt the external traffic noise. The residents living on the first to fifth above the sixth to fifteenth also are suffering from the internal noise. Generally speaking. the apartment residents' life are considerably disturbing with noises. Especially this disturbance was serious in summer.

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Political Diversity and Participation: A Systematic Review of the Measurement and Relationship

  • Jun, Najin
    • Asian Journal for Public Opinion Research
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    • 제1권2호
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    • pp.103-127
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    • 2014
  • This study reviews existing research on the measurement of and the relationship between political diversity and political participation. It addresses the inconsistency in the arguments of existing studies researching the influence of political diversity on political participation. It attempts to find the cause in the variety of approaches to conceptualize and operationalize the two variables. As the measure of political diversity, political network heterogeneity and network attributes are discussed in detail in specific relation to political participation. As for political participation, an in-depth analysis of various ways to understand different forms of political involvement is presented. Implications for public opinion research are discussed.

Expert Opinion Elicitation Process Using a Fuzzy Probability

  • Yu, Donghan
    • Nuclear Engineering and Technology
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    • 제29권1호
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    • pp.25-34
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    • 1997
  • This study presents a new approach for expert opinion elicitation process to assess an uncertainty inherent in accident management. The need to work with rare event and limited data in accident management leads analysis to use expert opinions extensively. Unlike the conventional approach using point-valued probabilities, the study proposes the concept of fuzzy probability to represent expert opinion. The use of fuzzy probability has an advantage over the conventional approach when an expert's judgment is used under limited dat3 and imprecise knowledge. The study demonstrates a method of combining and propagating fuzzy probabilities. finally, the proposed methodology is applied to the evaluation of the probability of a bottom head failure for the flooded case in the Peach Bottom BWR nuclear power plant.

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요구사항 정의의 신뢰성과 만족도 향상을 위한 분석 도구 설계에 관한 연구 (Study for Design of Analysis Tool for Improvement of Requirements Reliability and Satisfaction)

  • 이은서
    • 정보처리학회논문지:소프트웨어 및 데이터공학
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    • 제4권12호
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    • pp.537-542
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    • 2015
  • 소프트웨어 공학에서 요구사항 분석은 전체 시스템의 성공률을 좌우한다. 요구사항에서 발생되는 오류는 전체 시스템에 영향을 주게 되고, 그 결과 고객의 만족도가 낮아진다. 따라서 요구사항 단계에서 정확한 분석을 위하여 이해관계자 간의 의견을 교환하고 수정할 수 있는 도구가 필요하게 된다. 본 논문에서는 이와 같은 문제를 해결하기 위하여 이해관계자 간의 의견을 교환할 수 있는 도구를 설계하고자 한다.

온라인 소셜 네트워크 서비스 환경에서 유력자의 매개 중심성이 구전 효과에 미치는 영향 (The Impact of Influential's Betweenness Centrality on the WOM Effect under the Online Social Networking Service Environment)

  • 박지혜;서보밀
    • Journal of Information Technology Applications and Management
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    • 제20권2호
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    • pp.127-146
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    • 2013
  • The online social networking services (SNS) have been growing as the means of communication. In this study, we investigated word-of-mouth (WOM) effect under the SNS environment and evaluated the impact of message sender's influence on the WOM effect. Especially, this study focused on the betweenness centrality calculated through the social network analysis (SNA) of SNS network information, and proposed it as the measure of WOM message sender's influence, SNA may provide more accurate and objective measures than subjective self-reporting survey method. Fifty-one Facebook users responded to each of their four Facebook friends, who had been selected based on their betweenness centrality, Statistical analyses were performed using the responses and the betweenness centralities of the Facebook friends. The results showed that the direction (positive vs, negative) of a WOM message in SNS had an impact on the attitude of the message receiver toward the product. Moreover, the betweenness centrality of the message sender as well as his/her opinion leadership had a moderating effect on the WOM effect. Opinion leadership is a measure that has been frequently used for indicating the influence of WOM message sender in the previous studies. Considering the result that the betweenness centrality of the message sender was Significantly correlated to his/her opinion leadership, the betweenness centrality can be used for indicating the influence of WOM message sender.

노인시설의 물리적 환경에 대한 거주노인 의견 조사방법의 분석 : 1990년 이후 해외 학술논문자료를 중심으로 (An Analysis on the Research Method of Elderly Residents' Opinion towards the Physical Environments of the Facilities for the Elderly : Focusing on Foreign Academic Journal Articles since 1990)

  • 이민아
    • 가정과삶의질연구
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    • 제33권2호
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    • pp.35-51
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    • 2015
  • The purpose of this study was to provide information for research about residents' opinion toward the physical environments of elderly facilities, through the analysis and investigation on the research methodology of foreign academic journal articles from 1990 to 2014. The study results were as follows: Firstly, purposive sampling was a large majority of both facilities and elderly residents. In quantitative studies, many researchers have conducted simple random, cluster, or stratified sampling. Diverse facilities in area, size, location, and etc. should be considered for participation. The qualifications for residents' participation should be considered as well, so that they all could have autonomy for study participation. Secondly, questionnaire and semi-structured guide were likely to be used in independent and resident care facilities. On the other hand in assisted living and long-term care facilities, open questions and visual material were used as well. A compatible scale should be developed so that elderly having variable functional level could participate independently in the study. Thirdly, in data collection process, compliance with research ethics and well trained interviewer's skill were important for residents' active responses and minimization of response errors. Enough research period of time and mixed study in data collection will decrease the response error.

The Conformity Effect in Online Product Rating: The Pattern Recognition Approach

  • Kim, Hyung Jun;Kim, Songmi;Kim, Wonjoon
    • International Journal of Contents
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    • 제13권4호
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    • pp.80-87
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    • 2017
  • Since the advent of the Internet, and the development of smart devices, people have begun to spend more time in online platforms; this phenomenon has created a large number of online Words of Mouth (WOM) daily. Under these changes, one of the important aspects to consider is the conformity effect in online WOM; that is, whether an individual's own opinion would be influenced by the majority opinion of other people. This study, therefore, investigates whether there is the conformity effect in online product ratings for Amazon.com using the method called Markov Chain analysis. Markov Chain analysis considers the stochastic process that satisfies the Markov property, and we assume that the generation of online product ratings follows the process. Under the assumption that people are usually independent when they express their opinion in online platforms, we analyze the interdependency among rating sequences, and we find weak evidence that there exists the conformity effect in online product rating. This suggests that people who leave online product ratings consider others' opinions.

상품 리뷰 데이터와 감성 분석 처리 모델링 (Product Review Data and Sentiment Analytical Processing Modeling)

  • 연종흠;이동주;심준호;이상구
    • 한국전자거래학회지
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    • 제16권4호
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    • pp.125-137
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    • 2011
  • 전자 상거래 사이트의 상품 리뷰는 구매 예정자들에게 유용한 정보로 활용될 수 있지만, 방대한 양으로 인해 사용자가 모든 리뷰를 읽는 것은 불가능에 가깝다. 이를 보완하고자 전자 상거래 사이트들은 상품이나 그 특징에 대한 별점 통계, 유용한 리뷰 분류 등을 사용자의 참여나 수작업을 통해 제공하고 있다. 오피니언 마이닝(opinion mining) 혹은 감성 분석(sentiment analysis)은 이러한 일련의 과정을 자동화하는 연구로서, 상품 리뷰의 사용자 의견을 대상으로 그 의견이 긍정적인지, 부정적인지 판단한 후 요약하여 제공한다. 하지만 기존의 감성 분석은 구매예정자에게 유용한 정보, 즉 상품평의 극성을 판별하거나, 상품 특징별 평가 요약 등에만 초점을 맞추고 있어, 상대적으로 의견 정보의 활용도가 낮아지는 문제가 있다. 실제 상품 리뷰에는 상품의 평가 외에도 제품이 가지고 있는 문제점, 고객의 불만 등이 제시되어 있으며, 이를 관리자가 효과적으로 분석하여 의사 결정에 지원에 활용하고자 하는 요구가 늘어나고 있다. 이에 본 논문은 다양한 종류의 의견 정보를 파악하여 데이터 웨어하우스에 저장한 후, 의견 정보를 온라인에서 동적으로 분석하고 통합 처리하는 모델링 방안을 제시한다. 또한 이를 활용하여 실제 전자 상거래 사이트의 한 종류인 어플리케이션 판매 사이트의 리뷰에 대한 분석을 수행하였다.