• Title/Summary/Keyword: Content-based approach

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The Effectiveness of CRM Approach in Improving the Profitability of Korea Professional Baseball Industry Measured by Entropy of ID3 Decision Tree Algorithm

  • Oh, Se-Kyung;Gwak, Chung-Lee;Lee, Mi-Young
    • Journal of Information Technology Applications and Management
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    • v.18 no.3
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    • pp.91-110
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    • 2011
  • Korea professional baseball industry has grown to take the lion's share of the domestic sports industry, but still does not make break even. The purpose of this study is to examine the financial impact of adopting the Customer Relation Management (CRM) approach on the profitability of Korea professional baseball industry. We use a measuring tool called entropy used in ID3 decision tree algorithm. In the paper, we specify five the most important factors that affect spectator satisfaction based on the previous literature, perform survey analysis, calculate entropy values, and find the results. We predicted the change in revenues when we adopt CRM by checking the spectators' willingness to pay more when the conditions of each factor are improved. We find that we can reap significant fruits of the effect of CRM introduction through enhancing 'game content factor' and 'game promotion factor' among the five factors. We also find that we can increase the revenues of domestic professional baseball teams to 2.4 times or 2.1 times the current level if we manage intensively those two factors respectively. It is very surprising to see that the improvement in total revenues makes both ends meet for domestic professional baseball teams. This clearly demonstrates the effectiveness of CRM approach in improving the profitability of organizations.

Multi-Topic Sentiment Analysis using LDA for Online Review (LDA를 이용한 온라인 리뷰의 다중 토픽별 감성분석 - TripAdvisor 사례를 중심으로 -)

  • Hong, Tae-Ho;Niu, Hanying;Ren, Gang;Park, Ji-Young
    • The Journal of Information Systems
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    • v.27 no.1
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    • pp.89-110
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    • 2018
  • Purpose There is much information in customer reviews, but finding key information in many texts is not easy. Business decision makers need a model to solve this problem. In this study we propose a multi-topic sentiment analysis approach using Latent Dirichlet Allocation (LDA) for user-generated contents (UGC). Design/methodology/approach In this paper, we collected a total of 104,039 hotel reviews in seven of the world's top tourist destinations from TripAdvisor (www.tripadvisor.com) and extracted 30 topics related to the hotel from all customer reviews using the LDA model. Six major dimensions (value, cleanliness, rooms, service, location, and sleep quality) were selected from the 30 extracted topics. To analyze data, we employed R language. Findings This study contributes to propose a lexicon-based sentiment analysis approach for the keywords-embedded sentences related to the six dimensions within a review. The performance of the proposed model was evaluated by comparing the sentiment analysis results of each topic with the real attribute ratings provided by the platform. The results show its outperformance, with a high ratio of accuracy and recall. Through our proposed model, it is expected to analyze the customers' sentiments over different topics for those reviews with an absence of the detailed attribute ratings.

Typological Analysis of the Flexibility Concept for Sustainable Housing (지속가능한 주거 개발을 위한 가변성 개념의 유형학적 분석)

  • Mo, Jeong-hyun;Lee, Yeun-sook
    • KIEAE Journal
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    • v.3 no.3
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    • pp.59-66
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    • 2003
  • From an sustainable perspective, one unique characteristic of Open Housing is its ability to individualize variable elements (infill) from the permanent elements (support) in accordance with the residents' needs. Such environment-friendly elements of Open Housing can contribute to increasing the life span of the building, reducing the scope of reconstruction, and minimizing the amount of disposed building materials during demolition. The purpose of this research is to analyze the flexibility concept from a typological perspective, so that the concept of open housing can be better understood and its development can be promoted. The main method of this study was content analysis. Based on literature review of flexibility concept in a typological approach, a primary categories were established to describe the flexibility concept such as time for flexibility, scope, and the degree of openness. Subsequently each criterion was elaborated as follows: planning, supply, and utility in the time stage; internal and external flexibility in its scope; and fixed, semi-free, and free flexibility in its openness degree. This research exposes the lack of comprehensive knowledge of Open Housing caused by rather uniform features of previous studies. This research establishes and promotes a systematic approach for a more holistic meaning of Open Housing. This approach should contribute to the proper utilization and further development of sustainable housing.

A Two Layered Approach for Animation Sketching

  • Sohn, Ei-Sung;Jeon, Jae-Woong;Park, Tae-Jin;Sohn, Won-Sung;Lim, Soon-Bum;Choy, Yoon-Chul
    • Journal of Korea Multimedia Society
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    • v.12 no.12
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    • pp.1736-1744
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    • 2009
  • In this paper, we present an animation sketching system using a two layered approach. Animation sketching is a popular technique to create informal animations but it is often suffered by the low-quality output due to a trade-off between convenience and complexity. Our aim is to support sketching practical animation scenes easily and fast while not complicating the simple sketching interface. The key idea is to combine two conceptual stop motion layers, a whiteboard and cutout animation layer, in a seamless interface. As a background, the whiteboard animation layer handles stroke-oriented objects, while the cutout animation layer takes charge of transform-oriented objects. We found that this approach enables users to express more complicated animation fast while still maintaining a concise sketching interface. We demonstrate the usability and flexibility through resulting animations from user experiments.

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SVC-based Adaptive Video Streaming over Content-Centric Networking

  • Lee, Junghwan;Hwang, Jaehyun;Choi, Nakjung;Yoo, Chuck
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.7 no.10
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    • pp.2430-2447
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    • 2013
  • In recent years, HTTP adaptive streaming (HAS) has attracted considerable attention as the state-of-the-art technology for video transport. HAS dynamically adjusts the quality of video streaming according to the network bandwidth and device capability of users. Content-Centric Networking (CCN) has also emerged as a future Internet architecture, which is a novel communication paradigm that integrates content delivery as a native network primitive. These trends have led to the new research issue of harmonizing HAS with the in-network caching provided by CCN routers. Previous research has shown that the performance of HAS can be improved by using the H.264/SVC(scalable video codec) in the in-network caching environments. However, the previous study did not address the misbehavior that causes video freeze when overestimating the available network bandwidth, which is attributable to the high cache hit rate. Thus, we propose a new SVC-based adaptation algorithm that utilizes a drop timer. Our approach aims to stop the downloading of additional enhancement layers that are not cached in the local CCN routers in a timely manner, thereby preventing excessive consumption of the video buffer. We implemented our algorithm in the SVC-HAS client and deployed a testbed that could run Smooth-Streaming, which is one of the most popular HAS solutions, over CCNx, which is the reference implementation of CCN. Our experimental results showed that the proposed scheme (SLA) could avoid video freeze in an effective manner, but without reducing the high hit rate on the CCN routers or affecting the high video quality on the SVC-HAS client.

Utilization of fashion as the image strategy of female politicians (여성 정치인 이미지 전략으로서의 패션 활용)

  • Choy, Hyonsook
    • The Research Journal of the Costume Culture
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    • v.23 no.4
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    • pp.686-704
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    • 2015
  • As mass media has come to intervene with politics in a more proactive way during modern times, the image of a politician has evolved into a more relevant factor compared with political content. This phenomenon is known as "image politics", and such externalized images as non-verbal cues have grown in importance, along with the numbers of female politicians. Thus image strategy has been instituted as a major research theme in the field of political marketing, especially for female politicians. In accordance with this theme, this study aims to approach fashion as part of image strategy of female politicians, in order to reemphasize political fashion as a valuable resource. The methodologies employed in this study are based on both the literature and positive research. Female politicians have long utilized fashion styles that are, or are assumed to be, the most appealing to their target base of support in a predominantly male-centered sector. In this sense, appropriate choices in the usage of apparel items, colors, hair styles, accessories, and others according to each situation and respective hierarchies are of the utmost importance. When attending official ceremonies and other related meetings, the strategic superiority afforded to a scientific approach based on thorough fashion research, compared with personal taste is imperative. The significance of this study lies within the recognition of the importance of fashion image, and how to utilize fashion for image strategy in practice, through the investigative synthesis and review of major preceding research.

Post-earthquake building safety evaluation using consumer-grade surveillance cameras

  • Hsu, Ting Y.;Pham, Quang V.;Chao, Wei C.;Yang, Yuan S.
    • Smart Structures and Systems
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    • v.25 no.5
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    • pp.531-541
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    • 2020
  • This paper demonstrates the possibility of evaluating the safety of a building right after an earthquake using consumer-grade surveillance cameras installed in the building. Two cameras are used in each story to extract the time history of interstory drift during the earthquake based on camera calibration, stereo triangulation, and image template matching techniques. The interstory drift of several markers on the rigid floor are used to estimate the motion of the geometric center using the least square approach, then the horizontal interstory drift of any location on the floor can be estimated. A shaking table collapse test of a steel building was conducted to verify the proposed approach. The results indicate that the accuracy of the interstory drift measured by the cameras is high enough to estimate the damage state of the building based on the fragility curve of the interstory drift ratio. On the other hand, the interstory drift measured by an accelerometer tends to underestimate the damage state when residual interstory drift occurs because the low frequency content of the displacement signal is eliminated when high-pass filtering is employed for baseline correction.

Personal and Socio-Cultural Barriers to Cervical Cancer Screening in Iran, Patient and Provider Perceptions: a Qualitative Study

  • Bayrami, Roghieh;Taghipour, Ali;Ebrahimipour, Hossein
    • Asian Pacific Journal of Cancer Prevention
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    • v.16 no.9
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    • pp.3729-3734
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    • 2015
  • Background: Although cervical cancer is preventable and early screening might decrease the associated mortality, challenges faced by the women and health care providers can postpone early detection. This qualitative study aimed to establish patient and provider perceptions about personal and socio-cultural barriers for cervical cancer screening in Mashhad, Iran. Materials and Methods: In the present study, which was conducted in 2012, eighteen participants, who were selected purposefully, participated in individual in-depth, semi-structured interviews, which were recorded, transcribed verbatim, and analyzed using conventional content analysis and Atlas-Ti software. Results: One theme and two categories were derived from data including: cognitive/behavioral factors (lack of a community-based approach to cervical cancer, lack of awareness, wrong attitude and lack of health seeking behaviors) and socio/cultural issues (socio-cultural invasion, mismatch between tradition, modernity and religious, extra marital relationships and cultural taboos). Conclusions: Providing community based approach education programs and employing social policy are needed for preventing of cervical cancer in Iran.

Premarital Preparation Education Program based on the Integrated Approach Family Relation and Family Resource Management:for Happy Marital Life (가족 및 관리의 통합적 접근에 기반한 결혼준비교육 프로그램: 행복한 부부생활을 위한 결혼준비교육 프로그램)

  • 고선주;이현아;이기영;최진아;유우영
    • Journal of the Korean Home Economics Association
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    • v.41 no.6
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    • pp.47-61
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    • 2003
  • The purpose of this study is to develop and to evaluate the premarital preparation education program based on the integrated approach of family relation and resource management to attempt to reduce marital distress. Using a combination of previous premarital education program and survey result of educational need, it is consisted of 4 sessions (session 1: Meaning and expectation of the marriage, session 2: Couple Communication, session 3: Love and Sexuality, session 4: Family Life Planning) The result of the evaluation, the efficiency of this premarital preparation program was proved. In the 11 couples evaluation data, those who had taken premarital education program were more likely to satisfied program and more likely to invite the others to join this program. When asked what content areas were most helpful, the two top ranking went to the Couple Communication (41.9% rated as helpful), and Family Life Planning (35.5% rated as helpful).

Data Alignment for Data Fusion in Wireless Multimedia Sensor Networks Based on M2M

  • Cruz, Jose Roberto Perez;Hernandez, Saul E. Pomares;Cote, Enrique Munoz De
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.6 no.1
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    • pp.229-240
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    • 2012
  • Advances in MEMS and CMOS technologies have motivated the development of low cost/power sensors and wireless multimedia sensor networks (WMSN). The WMSNs were created to ubiquitously harvest multimedia content. Such networks have allowed researchers and engineers to glimpse at new Machine-to-Machine (M2M) Systems, such as remote monitoring of biosignals for telemedicine networks. These systems require the acquisition of a large number of data streams that are simultaneously generated by multiple distributed devices. This paradigm of data generation and transmission is known as event-streaming. In order to be useful to the application, the collected data requires a preprocessing called data fusion, which entails the temporal alignment task of multimedia data. A practical way to perform this task is in a centralized manner, assuming that the network nodes only function as collector entities. However, by following this scheme, a considerable amount of redundant information is transmitted to the central entity. To decrease such redundancy, data fusion must be performed in a collaborative way. In this paper, we propose a collaborative data alignment approach for event-streaming. Our approach identifies temporal relationships by translating temporal dependencies based on a timeline to causal dependencies of the media involved.