• 제목/요약/키워드: Click Log Analysis

검색결과 15건 처리시간 0.018초

실시간 웹로그 스트림데이터를 이용한 고객행동평가시스템 구현 (Implementation of Customer Behavior Evaluation System Using Real-time Web Log Stream Data)

  • 이한주;박홍규;이원석
    • 한국정보기술학회논문지
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    • 제16권12호
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    • pp.1-11
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    • 2018
  • 최근 온라인 쇼핑 유통시장의 규모는 지속적이고 빠르게 성장하고 있기 때문에 고객 행동평가분석을 통한 맞춤형 쇼핑서비스가 매우 중요해지고 있다. 하지만 기존의 분석 방식은 소비자의 프로파일 및 행동에 대한 분석 데이터만을 제공하고, 디스크기반 마이닝 탐사로 인해 실시간 분석의 한계가 존재했다. 그러므로 실시간 처리 및 분석이 필요한 웹 서비스와 같은 분야에 기존 방식을 적용하기에는 정확성의 문제와 시스템 성능 문제가 존재한다. 본 연구에서는 실시간으로 발생되는 웹 클릭 로그 스트림을 분석하고 특정 상품에 대한 집중도를 분석하여 상품 구매 의지가 있는 관심고객을 찾아내며, 이를 바탕으로 전체 고객 대상이 아닌 관심고객 중심의 상품 프로모션을 진행할 수 있는 시스템을 구현하고 이들의 효율성과 정확성을 검증한다.

LAS Advanced & WRC 웹로그 분석을 활용한 ESM에 관한 연구 (Research about Asynchronous LAS Advanced & WRC Weblog Analysis of Practical use ESM)

  • 우승호;강순덕
    • 정보학연구
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    • 제7권4호
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    • pp.9-20
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    • 2004
  • 본 연구에서는 일차적으로 현재 네트워크에서 심각한 문제 우해바이러스를 해결하기 우해서 VirusWall을 실험해본 결과 Dos를 막을 정도 밖에 안되고 이 문제를 해결하기 위해서 이차적으로 ESM, CIS와 MIS면으로 지능화된 인터넷과 Multiple Protocol 등 상황에 맞는 대처를 하도록 로그 분석시스템을 구현하였다. 결과적으로 ESM의 다양한 해킹과 바이러스에 대응하기 위한 지능적인 전사적 보안관리 시스템과 CIS를 이용하기 때문에 정보보호 측면에 폭넓게 이용할 수 있게 되었고, Site Design, Packet 전송별로 클릭할 수 있고, 내부 인터넷(GroupWare)까지 사용되었으며, Smart View를 통해서 전체적인 웹과 보안의 관계도 모니터링 할 수 있게 되었다.

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A Study on the Meaning and Strategy of Keyword Advertising Marketing

  • Park, Nam Goo
    • 유통과학연구
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    • 제8권3호
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    • pp.49-56
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    • 2010
  • At the initial stage of Internet advertising, banner advertising came into fashion. As the Internet developed into a central part of daily lives and the competition in the on-line advertising market was getting fierce, there was not enough space for banner advertising, which rushed to portal sites only. All these factors was responsible for an upsurge in advertising prices. Consequently, the high-cost and low-efficiency problems with banner advertising were raised, which led to an emergence of keyword advertising as a new type of Internet advertising to replace its predecessor. In the beginning of 2000s, when Internet advertising came to be activated, display advertisement including banner advertising dominated the Net. However, display advertising showed signs of gradual decline, and registered minus growth in the year 2009, whereas keyword advertising showed rapid growth and started to outdo display advertising as of the year 2005. Keyword advertising refers to the advertising technique that exposes relevant advertisements on the top of research sites when one searches for a keyword. Instead of exposing advertisements to unspecified individuals like banner advertising, keyword advertising, or targeted advertising technique, shows advertisements only when customers search for a desired keyword so that only highly prospective customers are given a chance to see them. In this context, it is also referred to as search advertising. It is regarded as more aggressive advertising with a high hit rate than previous advertising in that, instead of the seller discovering customers and running an advertisement for them like TV, radios or banner advertising, it exposes advertisements to visiting customers. Keyword advertising makes it possible for a company to seek publicity on line simply by making use of a single word and to achieve a maximum of efficiency at a minimum cost. The strong point of keyword advertising is that customers are allowed to directly contact the products in question through its more efficient advertising when compared to the advertisements of mass media such as TV and radio, etc. The weak point of keyword advertising is that a company should have its advertisement registered on each and every portal site and finds it hard to exercise substantial supervision over its advertisement, there being a possibility of its advertising expenses exceeding its profits. Keyword advertising severs as the most appropriate methods of advertising for the sales and publicity of small and medium enterprises which are in need of a maximum of advertising effect at a low advertising cost. At present, keyword advertising is divided into CPC advertising and CPM advertising. The former is known as the most efficient technique, which is also referred to as advertising based on the meter rate system; A company is supposed to pay for the number of clicks on a searched keyword which users have searched. This is representatively adopted by Overture, Google's Adwords, Naver's Clickchoice, and Daum's Clicks, etc. CPM advertising is dependent upon the flat rate payment system, making a company pay for its advertisement on the basis of the number of exposure, not on the basis of the number of clicks. This method fixes a price for advertisement on the basis of 1,000-time exposure, and is mainly adopted by Naver's Timechoice, Daum's Speciallink, and Nate's Speedup, etc, At present, the CPC method is most frequently adopted. The weak point of the CPC method is that advertising cost can rise through constant clicks from the same IP. If a company makes good use of strategies for maximizing the strong points of keyword advertising and complementing its weak points, it is highly likely to turn its visitors into prospective customers. Accordingly, an advertiser should make an analysis of customers' behavior and approach them in a variety of ways, trying hard to find out what they want. With this in mind, her or she has to put multiple keywords into use when running for ads. When he or she first runs an ad, he or she should first give priority to which keyword to select. The advertiser should consider how many individuals using a search engine will click the keyword in question and how much money he or she has to pay for the advertisement. As the popular keywords that the users of search engines are frequently using are expensive in terms of a unit cost per click, the advertisers without much money for advertising at the initial phrase should pay attention to detailed keywords suitable to their budget. Detailed keywords are also referred to as peripheral keywords or extension keywords, which can be called a combination of major keywords. Most keywords are in the form of texts. The biggest strong point of text-based advertising is that it looks like search results, causing little antipathy to it. But it fails to attract much attention because of the fact that most keyword advertising is in the form of texts. Image-embedded advertising is easy to notice due to images, but it is exposed on the lower part of a web page and regarded as an advertisement, which leads to a low click through rate. However, its strong point is that its prices are lower than those of text-based advertising. If a company owns a logo or a product that is easy enough for people to recognize, the company is well advised to make good use of image-embedded advertising so as to attract Internet users' attention. Advertisers should make an analysis of their logos and examine customers' responses based on the events of sites in question and the composition of products as a vehicle for monitoring their behavior in detail. Besides, keyword advertising allows them to analyze the advertising effects of exposed keywords through the analysis of logos. The logo analysis refers to a close analysis of the current situation of a site by making an analysis of information about visitors on the basis of the analysis of the number of visitors and page view, and that of cookie values. It is in the log files generated through each Web server that a user's IP, used pages, the time when he or she uses it, and cookie values are stored. The log files contain a huge amount of data. As it is almost impossible to make a direct analysis of these log files, one is supposed to make an analysis of them by using solutions for a log analysis. The generic information that can be extracted from tools for each logo analysis includes the number of viewing the total pages, the number of average page view per day, the number of basic page view, the number of page view per visit, the total number of hits, the number of average hits per day, the number of hits per visit, the number of visits, the number of average visits per day, the net number of visitors, average visitors per day, one-time visitors, visitors who have come more than twice, and average using hours, etc. These sites are deemed to be useful for utilizing data for the analysis of the situation and current status of rival companies as well as benchmarking. As keyword advertising exposes advertisements exclusively on search-result pages, competition among advertisers attempting to preoccupy popular keywords is very fierce. Some portal sites keep on giving priority to the existing advertisers, whereas others provide chances to purchase keywords in question to all the advertisers after the advertising contract is over. If an advertiser tries to rely on keywords sensitive to seasons and timeliness in case of sites providing priority to the established advertisers, he or she may as well make a purchase of a vacant place for advertising lest he or she should miss appropriate timing for advertising. However, Naver doesn't provide priority to the existing advertisers as far as all the keyword advertisements are concerned. In this case, one can preoccupy keywords if he or she enters into a contract after confirming the contract period for advertising. This study is designed to take a look at marketing for keyword advertising and to present effective strategies for keyword advertising marketing. At present, the Korean CPC advertising market is virtually monopolized by Overture. Its strong points are that Overture is based on the CPC charging model and that advertisements are registered on the top of the most representative portal sites in Korea. These advantages serve as the most appropriate medium for small and medium enterprises to use. However, the CPC method of Overture has its weak points, too. That is, the CPC method is not the only perfect advertising model among the search advertisements in the on-line market. So it is absolutely necessary that small and medium enterprises including independent shopping malls should complement the weaknesses of the CPC method and make good use of strategies for maximizing its strengths so as to increase their sales and to create a point of contact with customers.

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국내 포털 이용자들의 멀티미디어 검색 행태 분석 (The Multimedia Searching Behavior of Korean Portal Users)

  • 박소연
    • 한국문헌정보학회지
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    • 제44권1호
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    • pp.101-115
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    • 2010
  • 멀티미디어 검색은 전통적인 검색과 웹 검색을 차별화시키는 중요한 요소 중 하나이다. 본 연구에서는 국내 주요 검색 포털인 네이버 이용자들의 멀티미디어 검색 행태를 분석, 평가하였다. 이를 위하여 이용자들이 입력한 통합 검색 질의들로 구성된 질의 로그와 질의에 대한 검색 결과에서 이용자들이 조회한 문서를 기록한 클릭 로그를 분석하였다. 연구 결과, 이용자가 입력하는 멀티미디어 질의 중 음악 질의가 차지하는 비중이 가장 높았으며, 이미지 질의와 동영상 질의의 비중은 비슷한 것으로 나타났다. 한편 멀티미디어 관련 컬렉션들 중 이용자가 가장 많이 조회하는 컬렉션은 동영상 컬렉션이었고, 이어서 이미지 컬렉션, 음악 컬렉션 순으로 나타났다. 이용자가 입력하는 멀티미디어 질의나 멀티미디어 컬렉션에서 클릭하는 문서 모두 엔터테인먼트와 관련된 주제가 가장 많았다. 본 연구의 결과는 향후 포털의 멀티미디어 컨텐츠 구축 및 검색 알고리즘 개발에 활용될 수 있을 것으로 기대된다.

사용자인터페이스의 이해용이성이 전자도서관 자료이용에 미치는 영향 (Effects of Easy Understanding of Library User Interface on the Use of Electronic Materials in a Virtual Academic Library)

  • 유재옥
    • 한국비블리아학회지
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    • 제20권1호
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    • pp.59-72
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    • 2009
  • 본 연구는 대학도서관 사용자인터페이스의 이해용이성에 따라 전자자료이용에 변화가 있는지를 살펴보았다. 사용자인터페이스의 이해용이성을 '메뉴명칭의 명확성과 메뉴배열구조의 논리성'으로 정의하고 기존의 덕성여자대학 도서관 인터페이스의 문제점을 분석하여 개선안을 제안하였다. 인터페이스 개선안을 전자도서관에 탑재한 후 인터페이스 수정전후의 전자자료 이용률의 변화가 있는지를 살펴보았다. 사용자인터페이스상의 메뉴명칭을 이해하기 쉬운 명칭으로 변경하고 메뉴배열 순서를 논리적으로 재구성하여 제공했을 때 동 메뉴사용이 급격한 증가를 보였다. 메뉴명칭과 배열순서의 변경전후 사용자인터페이스 이용률을 비교해 보았을 때 67.9%의 이용률 급증현상을 보였다. 이는 통계적으로 의미 있는 변화였다(<.0001).