• Title/Summary/Keyword: ID3 알고리즘

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A Hybrid Hyper Query Tree Algorithm for RFID System (RFID 시스템을 위한 하이브리드 하이퍼 쿼리 트리 알고리즘)

  • Kim, Tae-Hee;Lee, Seong-Joon;Ahn, Kwang-Seon
    • The KIPS Transactions:PartA
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    • v.15A no.5
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    • pp.287-294
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    • 2008
  • A tag collision arbitration algorithm for RFID passive tags is one of the important issues for fast tag identification, since reader and tag have a shared wireless channel in RFID system. This paper suggests Hyper-Hybrid Query Tree algorithm to prevent the tag-collisions. The suggested algorithms determine the specified point in time for tag to transfer ID to reader by using value 1 of the upper 3 bit based on Query Tree. Also, because the transferred upper 3 bits of tag is different depending on the time of transfer, it is possible to predict in the suggested Algorithm. In the performance evaluation through simulation, it shows the suggested algorithm has higher performance in the number of queries compared to other Tree-based protocols.

Factors affecting success and failure of Internet company business model using inductive learning based on ID3 algorithm (ID3 알고리즘 기반의 귀납적 추론을 활용한 인터넷 기업 비즈니스 모델의 성공과 실패에 영향을 미치는 요인에 관한 연구)

  • Jin, Dong-su
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.23 no.2
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    • pp.111-116
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    • 2019
  • New technologies such as the IoT, Big Data, and Artificial Intelligence, starting from the Web, mobile, and smart device, enable new business models that did not exist before, and various types of Internet companies based on these business models has been emerged. In this research, we examine the factors that influence the success and failure of Internet companies. To do this, we review the recent studies on business model and examine the variables affecting the success of Internet companies in terms of network effect, user interface, cooperation with actors, creating value for users. Using the five derived variables, we will select 14 Internet companies that succeeded and failed in seven commercial business model categories. We derive decision tree by applying inductive learning based on ID3 algorithm to the analysis result and derive rules that affect success and failure based on derived decision tree. With these rules, we want to present the strategic implications for actors to succeed in Internet companies.

Analysis of Success Factors of Mobile Shared Economic Platforms using ID3 Algorithm-based Inductive Method (ID3 알고리즘 기반의 귀납적 방법을 통한 모바일 공유 경제 플랫폼의 성공요인 분석)

  • Jin, Dong-Su
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.17 no.1
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    • pp.261-268
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    • 2017
  • The development of ICT technology centered on mobile smart platforms have been emerging as a shared economic platform based on collaborative consumption. In this study, we analyze what factors affect success and failure in commercialized shared economic platforms from 2008 to 2016, and present what policy factors are needed to activate shared economic platform. To do this, we analyze successful cases of shared economic platforms and failed cases, derive key variables that affect success and failure, and conduct inductive analysis based on ID 3 algorithm based on them. Through this, we present the policy factors for the commercial success of the shared economic platform by deriving the rules for the success and failure of the shared economic platform.

Research on Success and Failure of Mobile operating system using inductive learning based on ID3 algorithm (ID3 알고리즘 기반의 귀납적 추론을 활용한 모바일 OS의 성공과 실패에 대한 연구)

  • Jin, Dong-Su
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2013.10a
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    • pp.328-331
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    • 2013
  • As digital ecosystem has been rapidly transforming into the mobile based platform, several mobile operating system, which is in charge of user interface with mobile device has been appeared. This research suggest critical factors affecting success and failure of several commercial mobile operating systems from Palm OS appearing in 1996 to main mobile OSs appearing in 2013. For this, we analyse several mobile operating OS cases, elicit factors affecting success and failure of mobile OS, and conduct ID3 based inductive learning analyses based on elicted factors and values in case dataset. Through this, we draw rules in success and failure of mobile OS and suggest strategic implications for the commercial success of mobile OS.

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A fasrter Spam Mail Prevention Algorithm on userID based (userID 기반의 빠른 메일 차단 알고리즘)

  • 심재창;고주영;김현기
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2003.10a
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    • pp.211-214
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    • 2003
  • The problem of unsolicited e-mail has been increasing for years, so many researchers has studied about spam filtering and prevention. In this article, we proposed a faster spam prevention algorithm based on userID instead of full email address. But there are 2% of false-negatives by userID. In this case, we store those domains in a DB and filter them out. The proposed algorithm requires small DB and 3.7 times faster than the e-mail address comparison algorithm. We implemented this algorithm using SPRSW(Spam Prevention using Replay Secrete Words) to register userID automatically in userID DB.

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An Improved Hybrid Query Tree Algorithm for RFID System (RFID 시스템을 위한 개선된 하이브리드 쿼리 트리 알고리즘)

  • Tae-Hee Kim;Seong-Joon Lee;Kwang-Seon Ahn
    • Proceedings of the Korea Information Processing Society Conference
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    • 2008.11a
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    • pp.802-805
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    • 2008
  • RFID 시스템에서 리더와 태그는 단일 무선 공유 채널을 갖기 때문에 RFID 수동형 태그를 위한 태그 충돌 중재가 태그 인식을 위한 중요한 이슈이다. 본 논문에서는 태그 충돌 방지를 위한 Improved Hybrid Query Tree algorithm 을 제안한다. 제안된 알고리즘은 쿼리 트리를 기반으로 태그가 리더에게 ID 를 전송하는 시점을 전송 ID 상위 3 비트 내의 '1' 값을 이용하여 결정한다. 또한 전송받은 Tag 의 상위 3 비트는 충돌이 발생하더라도 전송 슬롯에 따라 다르므로 제안한 알고리즘에서 예측이 가능하다. 시뮬레이션을 통한 성능 평가에서 다른 트리 기반 프로토콜에 비해 제안한 알고리즘이 쿼리 횟수에서 높은 성능을 갖는다는 것을 보여준다.

An Anti-Collision Algorithm with 4-Slot in RFID Systems (RFID 시스템에서 4 슬롯을 이용한 충돌방지 알고리즘)

  • Kim, Yong-Hwan;Kim, Sung-Soo;Ryoo, Myung-Chun;Park, Joon-Ho;Chung, Kyung-Ho
    • Journal of the Korea Society of Computer and Information
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    • v.19 no.12
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    • pp.111-121
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    • 2014
  • In this paper, we propose tree-based hybrid query tree architecture utilizing time slot. 4-Bit Pattern Slot Allocation(4-SL) has a 8-ary tree structure and when tag ID responses according to query of the reader, it applies a digital coding method, the Manchester code, in order to extract the location and the number of collided bits. Also, this algorithm can recognize multiple Tags by single query using 4 fixed time slots. The architecture allows the reader to identify 8 tags at the same time by responding 4 time slots utilizing the first bit($[prefix+1]^{th}$, F ${\in}$ {'0' or '1'}) and bit pattern from second ~ third bits($[prefix+2]^{th}{\sim}[prefix+3]^{th}$, $B_2{\in}$ {"00" or "11"}, $B_1{\in}$ {"01" or "10"}) in tag ID. we analyze worst case of the number of query nodes(prefix) in algorithm to extract delay time for recognizing multiple tags. The identification delay time of the proposed algorithm was based on the number of query-responses and query bits, and was calculated by each algorithm.

A Study on the Design and Implementation of Algorithm for Next Generation Cyber Certificate Security (차세대 사이버 인증 보안을 위한 알고리즘의 설계 및 구현에 관한 연구)

  • Lee, Chang-Jo;Kim, Sang-Bok
    • Convergence Security Journal
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    • v.6 no.3
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    • pp.69-78
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    • 2006
  • ID security policy is generally formulated from the input of many members of an organization, including security officials, line managers, and ID resource specialists. However, policy is ultimately approved and issued by the organization's senior management. In environments where employees feel inundated with policies, directives, guidelines and procedures, an ID security policy should be introduced in a manner that ensures that management's unqualified support is clear. This paper will discuss Next Generation Cyber Certificate security policy in terms of the different types program-level and issue-specific, components, and Design and Implementation of Security Algorithm Simulation based on 4GL, PowerBuilder7.0.

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Association Rule Discovery using TID List Table (TID 리스트 테이블을 이용한 연관 규칙 탐사)

  • Chai, Duck-Jin;Hwang, Bu-Hyun
    • Journal of KIISE:Databases
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    • v.32 no.3
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    • pp.219-227
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    • 2005
  • In this paper, we propose an efficient algorithm which generates frequent itemsets by only one database scanning. A frequent itemset is subset of an itemset which is accessed by a transaction. For each item, if informations about transactions accessing the item are exist, it is possible to generate frequent itemsets only by the extraction of items haying an identical transaction ID. Proposed method in this paper generates the data structure which stores transaction ID for each item by only one database scanning and generates 2-frequent itemsets by using the hash technique at the same time. k(k$\geq$3)-frequent itemsets are simply found by comparing previously generated data structure and transaction ID. Proposed algorithm can efficiently generate frequent itemsets by only one database scanning .

PayWord System using ID-based tripartite Key Agreement Protocol (ID 기반 키동의 프로토콜을 이용한 PayWord 시스템)

  • 이현주;이충세
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.29 no.2C
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    • pp.348-353
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    • 2004
  • Development of an efficient and secure payment system is prerequisite for the construction of electronic payment mechanism in mobile environment. Since current PayWord protocol system generates vendor's certificate for each transaction, it requires lot of operation for transaction. In this paper, we use a session key generated by ID-based tripartite Key agreement protocol which use an Elliptic Curve Cryptosystem over finite field $F_{q}$ for transactions. Therefore, our protocol reduces algorithm operations. In particular, proposed protocol using ID-based public key cryptosystem has the advantages over the existing systems in speed and it is more secure in Man-in-the-middle attacks and Forward secrecy.