• Title/Summary/Keyword: Popularity

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Korean Entity Linking based on KorBERT and Popularity (KorBERT와 Popularity 정보에 기반한 한국어 개체연결 )

  • Jeong Heo;Kyung-Man Bae;Soo-Jong Lim
    • Annual Conference on Human and Language Technology
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    • 2022.10a
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    • pp.502-506
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    • 2022
  • 본 논문에서는 KorBERT와 개체 인기정보(popularity)를 이용한 개체연결 기술을 소개한다. 멘션인식(mention detection)은 KorBERT를 이용한 토큰분류 문제로 학습하여 모델을 구성하였고, 개체 모호성해소(entity disambiguation)는 멘션 컨텍스트와 개체후보 컨텍스트 간의 의미적 연관성에 대한 KorBERT기반 이진분류 문제로 학습하여 모델을 구성하였다. 개체 인기정보는 위키피디아의 hyperlink, inlink, length 정보를 활용하였다. 멘션인식은 ETRI 개체명 인식기를 이용한 모델과 비교하였을 경우, ETRI 평가데이터에서는 F1 0.0312, 국립국어원 평가데이터에서는 F1 0.1106의 성능 개선이 있었다. 개체 모호성해소는 KorBERT 모델과 Popularity 모델을 혼용한 모델(hybrid)에서 가장 우수한 성능을 보였다. ETRI 평가데이터에서는 Hybrid 모델에서의 개체 모호성 해소의 성능이 Acc. 0.8911 이고, 국립국어원 평가데이터에서는 Acc. 0.793 이였다. 최종적으로 멘션인식 모델과 개체 모호성해소 모델을 통합한 개체연결 성능은 ETRI 평가데이터에서는 F1 0.7617 이고, 국립국어원 평가데이터에서는 F1 0.6784 였다.

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How Long Will Your Videos Remain Popular? Empirical Study with Deep Learning and Survival Analysis

  • Min Gyeong Choi;Jae Hong Park
    • Asia pacific journal of information systems
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    • v.33 no.2
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    • pp.282-297
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    • 2023
  • One of the emerging trends in the marketing field is digital video marketing. Online videos offer rich content typically containing more information than any other type of content (e.g., audible or textual content). Accordingly, previous researchers have examined factors influencing videos' popularity. However, few studies have examined what causes a video to remain popular. Some videos achieve continuous, ongoing popularity, while others fade out quickly. For practitioners, videos at the recommendation slots may serve as strong communication channels, as many potential consumers are exposed to such videos. So,this study will provide practitioners important advice regarding how to choose videos that will survive as long-lasting favorites, allowing them to advertise in a cost-effective manner. Using deep learning techniques, this study extracts text from videos and measured the videos' tones, including factual and emotional tones. Additionally, we measure the aesthetic score by analyzing the thumbnail images in the data. We then empirically show that the cognitive features of a video, such as the tone of a message and the aesthetic assessment of a thumbnail image, play an important role in determining videos' long-term popularity. We believe that this is the first study of its kind to examine new factors that aid in ensuring a video remains popular using both deep learning and econometric methodologies.

Preadolescent's Clothing Conformity, Awareness, and Satisfaction as Related to Family Background and Popularity (사춘기 여학생의 의복의 동조성, 인식도, 만족도와 가정배경 및 학급내 인기도간의 상관연구)

  • Lee Kyung Nam;Lee In Ja
    • Journal of the Korean Society of Clothing and Textiles
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    • v.10 no.1
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    • pp.19-26
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    • 1986
  • The purpose of this study is to investigate the relationship between clothing behaviors, background and popularity for a group of junior-high school girls in seoul, Korea. background : father's education, type of housing and economic level. popularity : Sociometric test. For statistical analyses of the data from 446 respondents, F-test, t-test, $x^2$-test, M. and S.D. were used. The findings were as follows : 1. (1) Father's education correlated significantly with $\ulcorner$Awareness$\lrcorner$at p<.05, and with $\ulcorner$satisfaction$\lrcorner$ at P<.005. (2) Type of housing correlated significantly with $\ulcorner$conformity$\lrcorner$-at p<.005, and with significantly $\ulcorner$satisfaction$\lrcorner$ at p<.01. (3) Economic level correlated significantly $\ulcorner$conformity$\lrcorner$ at p<.05, and with significantly $\ulcorner$satisfaction$\lrcorner$ at p<.005. 2. A significantly positive relationship was found between popularity and background. The higher the economic level and father's education are, the more popular are they- in their classroom. They also were found to have their own houses. On the contrary, the less the economic level and father's education are, the less popular are they in their classroom. They, in most cases, live in rent houses. 3. A positive relationship was not found between popularity and clothing behaviors.

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The Relationship of Food-Related Lifestyle Type and Fast Food Consumption Behaviors of the Middle School Students (일부 중학생의 패스트푸드 소비형태와 식생활 라이프스타일 유형과의 관계)

  • Oh, Sung-Cheon;Jang, Jae-Seon
    • The Korean Journal of Food And Nutrition
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    • v.28 no.1
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    • pp.119-125
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    • 2015
  • This study was analyzed to provide fundamental data on the relationship between fast food consumption behaviors and food-related lifestyle types. Data was collected from 268 middle students in the Incheon region through a self-administered questionnaire. A factor analysis extracted five comprising food-related lifestyle, which we named health seeking (factor 1), taste seeking (factor 2), easy seeking (factor 3), popularity seeking (factor 4) and safety seeking (factor 5). According to the results of the factor analysis, the food-related lifestyle showed that the average consumption was more than 2.95 and, 0.792 in Cronbach alpha coefficient. There were significant differences in the influence factor for the selection of fast food according to taste seeking and, popularity seeking types (p<0.05). Also, the easy seeking and safety seeking lifestyle types showed a significant differences for the reason the choosing criteria of fast food (p<0.05). Especially, the nutrition problem was of the highest importance for the health and safety seeking but an advertisement effect trend appealed more to the taste seeking, easy seeking and popularity seeking lifestyles. There were significant differences in fast food of intake frequency according to health seeking, easy seeking, popularity seeking and safety seeking types (p<0.05). A significant positive result of the internal characteristics of fast food consumption (p<0.05) was shown for the health seeking and safety seeking types. A significant positive result of the external characteristics of fast food consumption (p<0.05) was shown for the popularity seeking and safety seeking types.

Playback Quantity-based Proxy Caching Scheme for Continuous Media Data (재생량에 기반한 연속미디어 데이터 프록시 캐슁 기법)

  • Hong, Hyeon-Ok;Im, Eun-Ji;Jeong, Gi-Dong
    • The KIPS Transactions:PartB
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    • v.9B no.3
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    • pp.303-310
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    • 2002
  • In this paper, we propose a proxy caching scheme that stores a portion of a continuous media object or an entire object on the Internet. The proxy stores the initial fraction of a continuous media object and determines the optimal size of the initial fraction of the continuous media object to be cached based on the object popularity. Under the proposed scheme, the initial latency of most clients and the data transferred from a remote server can be reduced and limited cache storage space can be utilized efficiently. Considering the characteristics of continuous media, we also propose the novel popularity for the continuous media objects based on the amount of the data of each object played by the clients. Finally, we have performed trace-driven simulations to evaluate our caching scheme and the popularity for the continuous media objects. Through these simulations, we have verified that our caching scheme, PPC outperforms other well-known caching schemes in terms of BHR, DSR and replacement and that popularity for the continuous media objects based on the amount of the playback data can enhance the performance of caching scheme.

Document Replacement Policy by Site Popularity in Web Cache (웹 캐시에서 사이트의 인기도에 의한 도큐먼트 교체정책)

  • Yoo, Hang-Suk;Jang, Tea-Mu
    • Journal of Korea Game Society
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    • v.3 no.1
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    • pp.67-73
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    • 2003
  • Most web caches save documents temporarily into themselves on the basis of those documents. And when a corresponding document exists within the cache on wei s request, web cache sends the document to corresponding user. On the contrary, when there is not any document within the cache, web cache requests a new document to the related server to copy the document into the cache and then rum it back to user. Here, web cache uses a replacement policy to change existing document into a new one due to exceeded capacity of cache. Typical replacement policy includes document-based LRU or LFU technique and other various replacement policies are used to replace the documents within cache effectively. However, these replacement policies function only with regard to the time and frequency of document request, not considering the popularity of each web site. Based on replacement policies with regard to documents on frequent requests and the popularity of each web site, this paper aims to present the document replacement policies with regard to the popularity of each web site, which are suitable for latest network environments to enhance the hit-ratio of cache and efficiently manage the contents of cache by effectively replacing documents on intermittent requests by new ones.

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Web Caching Strategy based on Documents Popularity (선호도 기반 웹 캐싱 전략)

  • Yoo, Hae-Young;Park, Chel
    • Journal of KIISE:Computer Systems and Theory
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    • v.29 no.9
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    • pp.530-538
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    • 2002
  • In this paper, we propose a new caching strategy for web servers. The proposed algorithm collects on]y the statistics of the requested file, for example the popularity, when a request arrives. And, at times, only files with higher popularity are cached all together. Because the cache remains unchanged until the cache is made newly, web server can use very efficient data structure for cache to determine whether a file is in the cache or not. This increases greatly tile efficiency of cache manipulation. Furthermore, the experiment that is performed with real log files built by web servers shows that the cache hit ratio and the cache hit ratio are better than those produced by LRU. The proposed algorithm has a drawback such that the cache hit ratio may decrease when the popularity of files that is not in the cache explodes instantaneously. But in our opinion, such explosion happens infrequently, and it is easy to implement the web servers to adapt them to such unusual cases.

Document Replacement Policy by Web Site Popularity (웹 사이트의 인기도에 의한 도큐먼트 교체정책)

  • Yoo, Hang-Suk;Chang, Tae-Mu
    • Journal of the Korea Society of Computer and Information
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    • v.13 no.1
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    • pp.227-232
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    • 2008
  • General web caches save documents temporarily into themselves on the basis of those documents. And when a corresponding document exists within the cache on user's request. web cache sends the document to corresponding user. On the contrary. when there is not any document within the cache, web cache requests a new document to the related server to copy the document into the cache and then turn it back to user. Here, web cache uses a replacement policy to change existing document into a new one due to exceeded capacity of cache. Typical replacement policy includes document-based LRU or LFU technique and other various replacement policies are used to replace the documents within cache effectively. However. these replacement policies function only with regard to the time and frequency of document request. not considering the popularity of each web site. Based on replacement policies with regard to documents on frequent requests and the popularity of each web site, this paper aims to present the document replacement policies with regard to the popularity of each web site, which are suitable for latest network environments to enhance the hit-ratio of cache and efficiently manage the contents of cache by effectively replacing documents on intermittent requests by new ones.

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A Study on the Differences of Creative Leadership according to Preschool Children's Peer Popularity (유아의 또래 인기도에 따른 창의적 리더십의 차이연구)

  • Mun, Byung-Hwan;ong, Ji-Myeong;Kim, Hee Young
    • Korean Journal of Childcare and Education
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    • v.9 no.3
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    • pp.33-51
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    • 2013
  • This study identifies the differences of creative leadership according to preschool children's peer popularity. The subjects of this study were 178 5-year-old children in institutes of early childhood education in G city and all collected data were analyzed by t-test. The results of the study are as follows: 1) Children's Peer Popularity and creative leadership in the overall score, and sub-elements such as creative thinking, self-management, respect for others and community care ability of young children have a positive relationship. 2) there were statistically significant differences in the whole creative leadership and sub-elements(creative thinking, self-management, and social leadership, respect for others and community care ability) depending on peer popularity. It suggest that the results of this study have a great value to provide fundamental data for the development of peer relation building program to enhance creative leadership.

The Relations between Aggression and Peer Status among Elementary Students: Moderation Effects of Prosocial Behaviors and Social Competence (초등학생의 공격성과 사회적 선호도, 지각된 인기도의 관계: 친사회적 행동과 사회적 유능성의 조절효과)

  • Lee, Seung-yeon
    • Korean Journal of School Psychology
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    • v.8 no.2
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    • pp.153-173
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    • 2011
  • In a group of 353 elementary students, the present study examined the moderation effects of prosocial behaviors and social competence in the relations between overt/relational aggression and peer status (social preference and perceived popularity). The results indicate that both overt aggression and relational aggression lowered social preference regardless of gender. Prosocial behaviors and social competence did not buffer the negative influence of aggression on social preference. Among boys, overt aggression was a significant predictor of increased perceived popularity. Although inconsistent, relational aggression also predicted boys' perceived popularity. However, among girls, relational aggression, not overt aggression, was associated with perceived popularity. The moderation effects of prosocial behaviors and social competence were significant only among boys. In other words, boys' aggression, although it lowers social preference, contributes to their social influence and dominance when it is effectively combined with positive characteristics. It is necessary to develop new intervention strategies which reflect the adaptive function of aggression within peer groups.