• Title/Summary/Keyword: Film marketing

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Comparing Machine Learning Classifiers for Movie WOM Opinion Mining

  • Kim, Yoosin;Kwon, Do Young;Jeong, Seung Ryul
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.9 no.8
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    • pp.3169-3181
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    • 2015
  • Nowadays, online word-of-mouth has become a powerful influencer to marketing and sales in business. Opinion mining and sentiment analysis is frequently adopted at market research and business analytics field for analyzing word-of-mouth content. However, there still remain several challengeable areas for 1) sentiment analysis aiming for Korean word-of-mouth content in film market, 2) availability of machine learning models only using linguistic features, 3) effect of the size of the feature set. This study took a sample of 10,000 movie reviews which had posted extremely negative/positive rating in a movie portal site, and conducted sentiment analysis with four machine learning algorithms: naïve Bayesian, decision tree, neural network, and support vector machines. We found neural network and support vector machine produced better accuracy than naïve Bayesian and decision tree on every size of the feature set. Besides, the performance of them was boosting with increasing of the feature set size.

A Study on Development of Smartphone Mobile Application for Word-of-Mouth Marketing in Low-Budget Independent Film (저예산 독립영화의 구전 마케팅을 위한 스마트폰 모바일 애플리케이션 모델 개발)

  • Kim, Hye-Won
    • Proceedings of the KAIS Fall Conference
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    • 2011.05b
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    • pp.540-543
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    • 2011
  • 본 논문은 저예산영화의 흥행을 위해 구전마케팅을 하기위한 마케팅툴의 개발이 목적이다. 무선인터넷과 모바일의 컨버전스로 천만 명의 사용자를 갖게 될 스마트폰의 저예산 독립영화의 애플리케이션을 개발을 통해 최적의 애프릴케이션 서비스, 기능, 환경 등을 알아낸다. 이로써 저예산 독립영화의 마케팅 기반을 구축하여 한국영화 산업의 발전에 기여하고자 한다.

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A Study on Development of Smartphone Mobile Application for Word-of-Mouth Marketing in Low-Budget Independent Film (저예산 독립영화의 구전 마케팅을 위한 스마트폰 모바일 애플리케이션 모델 개발 연구)

  • Kim, Hye-Won
    • Proceedings of the KAIS Fall Conference
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    • 2011.12a
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    • pp.93-96
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    • 2011
  • 본 논문은 저예산영화의 흥행을 위해 구전마케팅을 하기위한 마케팅툴의 개발이 목적이다. 무선인터넷과 모바일의 컨버전스로 천만 명의 사용자를 갖게 될 스마트폰의 저예산 독립영화의 애플리케이션을 개발을 통해 최적의 애프릴케이션 서비스, 기능, 환경 등을 알아낸다. 이로써 저예산 독립영화의 마케팅 기반을 구축하여 한국영화 산업의 발전에 기여하고자 한다. 이를 위해 컨조인트 설문과 일반 설문을 종합하여 컨조인트 분석을 실시하였다.

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Machine Learning Approach for Prediction of VOD Usage (머신러닝을 활용한 VOD 이용건수 예측)

  • Jeon, Jong Seok;Jang, Ha Eun;Oh, Joo Hee
    • The Journal of the Convergence on Culture Technology
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    • v.8 no.5
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    • pp.507-513
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    • 2022
  • This study developed a model for predicting the number of VOD uses of IPTV, an online market in the film industry. A machine learning-based prediction model was established using the VOD usage data collected by the Korean Film Council from 2017 to 2021. Through literature research and cluster analysis, the difference between the offline market and the online market is revealed, and a new category of VOD usage is proposed. The purpose is to help IPTV companies establish marketing strategies as well as support decision-making by developing a machine learning-based VOD usage prediction model.

Predicting Movie Success based on Machine Learning Using Twitter (트위터를 이용한 기계학습 기반의 영화흥행 예측)

  • Yim, Junyeob;Hwang, Byung-Yeon
    • KIPS Transactions on Software and Data Engineering
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    • v.3 no.7
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    • pp.263-270
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    • 2014
  • This paper suggests a method for predicting a box-office success of the film. Lately, as the growth of the film industry, a variety of studies for the prediction of market demand is being performed. The product life cycle of film is relatively short cultural goods. Therefore, in order to produce stable profits, marketing costs before opening as well as the number of screen after opening need a plan. To fulfill this plan, the demand for the product and the calculation of economic profit scale should be preceded. The cases of existing researches, as a variable for predicting, primarily use the factors of competition of the market or the properties of the film. However, the proportion of the potential audiences who purchase the goods is relatively insufficient. Therefore, in this paper, in order to consider people's perception of a movie, Twitter was utilized as one of the survey samples. The existing variables and the information extracted from Twitter are defined as off-line and on-line element, and applied those two elements in machine learning by combining. Through the experiment, the proposed predictive techniques are validated, and the results of the experiment predicted the chance of successful film with about 95% of accuracy.

Audience Development for the Gimcheon International Family Theatre Festival (김천국제가족연극제의 관객개발 연구)

  • Pyo, Won-Soub;Nam, Bo-La
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.15 no.8
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    • pp.4844-4852
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    • 2014
  • Many festivals are based on overseas municipalities 'city image marketing' planning. This trend is gradually reflected in this country as with the Kimcheon International Family Theatre Festival in the Republic of Korea. Gimcheon promotes itself as the central city of happiness 'city image marketing'. Most of these dimensions are in the middle of planning a festival when the Manjiman Kimcheon International Family Theatre Festival Theatre Festival, and the differentiation of the other audiences that drive successful practices in terms of box office need to be determined. This paper presents the history and status of the Kimcheon International Family Theatre Festival Theatre Festival and others based on the reports point out the distinction of a 100% share of the audience for the fifth consecutive year to analyze the cause. In particular, with local art and local performing arts festivals, audiences through a combination of 'show' Theatre Festival are also indirectly involved in the 'touch and feel' willingness to participate. In the Kimcheon International Family Theatre Festival there are significant challenges for improvements in significance.

Three Stage Performances and Herding of Domestic and Foreign Films in the Korean Market (한국 시장에서 상영한 한국영화와 외국영화의 3단계 성과와 군집행동(Herding behavior)현상의 분석)

  • Hahn, Minhi;Kang, Hyunmo;Kim, Dae-Seung
    • Asia Marketing Journal
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    • v.11 no.4
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    • pp.21-48
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    • 2010
  • This article analyzes film performances in the Korean movie market utilizing three-stage models that incorporate available information in three different stages of the movie life cycle, i.e., at the time of its release, at the end of the first week, and at the end of its life cycle. Based on the premise that the performance of a movie is affected principally by factors of scale, evaluation, and competition, we attempted to ascertain the effects on these factors on performances, and how they differ in different stages. Also, by analyzing domestic and foreign movies released in Korea separately, we were able to compare the different effects of the three factors on the performances of the two categories of movies. Additionally, our movie performance models incorporated herding behavior among the customers. Our results demonstrate that herding is prominently observed after the first week only for domestic movies. In general, the scale factor has been shown to be most important for movie performances in all stages. For foreign films, it is particularly critical for the first week and total performances. Whereas the evaluation factor influences domestic film performance more strongly at the screen choice stage, it affects the performance of foreign films more strongly in the later stages of the life cycle. As compared to foreign films, domestic film performance appears to be more sensitive to the competition factor. We also discuss the effects of covariates such as genre and symbolicity on movie performance.

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Effects of Storage Temperature and Packaging Methods on the Microbiological and Organoleptic Qualities of Boiled-Dried Anchovies (저장온도 및 포장방법이 건멸치의 미생물학적 및 관능적 품질에 미치는 영향)

  • 권중호;이기동;변명우;조한옥
    • Journal of Food Hygiene and Safety
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    • v.10 no.2
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    • pp.103-109
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    • 1995
  • Microbiological and organoleptic qualities of boiled anchovies were evaluated during storage for 8 months at different temperatures and packaging methods. Microbial populations of marketing samples were 106~107 CFU/g in aerobic bacteria, 103~106 CFU/g in yeasts/molds and 103~105 CFU/g in coliforms, respectively, which were the highest in retail sample, followed by in military goods and wholesale sample. Moreover, anchovies supplied for retail sale and military goods were contaminated with sanitary indicative microbes. The samples stored at ambient condition(15~33$^{\circ}C$, RH 5$0^{\circ}C$95%) lost their marketable quaity mainly due to microbial propagation prior to 6 months, irrespective of packaging methods, corrugated-cardboard box and laminated-film(nylon 15${\mu}{\textrm}{m}$/PE 100${\mu}{\textrm}{m}$). However, cooling(5~1$0^{\circ}C$) as well as well as freezing temperatures($\leq$-18$^{\circ}C$) following laminated-film packaging were effective for keeping the organoleptic qualities of stored anchovies up to 8 months. The population of yeasts and molds was shown the quality-indicative criteria for stored anchovies and their critical levels were 5.00 log counts/g, showing a higher negative-correlationship(r=-0.901) with changes in organoleptic quality.

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A Study for a Way to Invigorate Domestic Documentary Ecosystem: Focusing on the Growth of Independent Documentaries and the Case of POV (다큐멘터리 생태계의 활성화 방안 -독립 다큐멘터리의 성장과 미국 POV 사례를 중심으로)

  • Lee, EunKyung;Im, SoYun
    • The Journal of the Korea Contents Association
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    • v.19 no.6
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    • pp.168-178
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    • 2019
  • This study takes a close look at the recent success of independent documentaries to find its implications and a way to invigorate Korean documentary ecosystems. To this aim, this study performed in-depth interviews with independent documentary film makers and television documentary directors. Also, it analyzed the case of POV (Point Of View), which is television's longest-running showcase for independent documentary films in the USA. The results display that independent documentaries convey competitive edge of contents and expansion of distribution and funding through film industry systems, based on the producer systems, global distribution networks of overseas pitching and film festivals, marketing and audience strategy of film industry. Although this shows its molding of documentary industry ecosystems, there are great needs for various platforms other than film industrial outlet in order to make an advancement of the ecosystems under the digital environment. POV works on the basis of 'open sourcing' form when collaborating with independent film makers. Independent documentaries picked up by POV are aired on PBS, streamed via its online service, and distributed through community screenings; this three-outlet strategy makes POV a unique platform and has a relevance and feasibility to apply for Korean documentary ecosystems. Therefore, this study suggests to create a platform adopting POV system hoping that more studies and efforts would come for various and novel platform building so to make more advanced and invigorated ecosystems of Korean documentary.

Postharvest Application of Ethylene Scrubber and Prolong on the Fruit Quality of 'Niitaka' Pears during Storage and Simulated Marketing (수확후 Ethyelene Scrubber 및 과실피막제 Prolong 처리가 저장과 모형유통 과정에서 '신고'과실의 상품성에 미치는 영향)

  • Lee, Jae Chang;Hwang, Yong Soo;Seo, Jeong Hak
    • Korean Journal of Agricultural Science
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    • v.20 no.1
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    • pp.1-8
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    • 1993
  • This study was conducted to find the potential of polyethylene wrapping, ethylene scrubber, and Prolong as postharvest application in oriental pear, 'Niitaka'. Polyethylene film($30{\mu}m$) wrapping greatly reduced weight loss during storage for 80 to 110 days but the occurrence of dark skin browning became severe because of high humidity in polyethylene bags. Also, in long term storage of 110 days, parts of fruit developed uneven skin disorder or rupturing of cuticle layer. Ethylene scrubber reduced uneven skin disorder but no beneficial effect was found on the prevention of core breakdown. This indicates that the ethylene scrubber probably be effective when applied dicrectly to the storage room. The immediate application of Prolong to harverted fruit was confirmed not to be useful as postharvest treatment in 'Niitaka' pears.

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