• Title/Summary/Keyword: Information Gain(IG)

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Design of Wideband Square Loop Antenna for DTV Applications (DTV용 광대역 사각형 루프 안테나 설계)

  • Yeo, Junho;Lee, Jong-Ig
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2016.05a
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    • pp.73-74
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    • 2016
  • In this paper, a design method for a wideband square loop antenna for Digital TV applications is studied. The proposed loop antenna is a square loop antenna combined with circular sectors to connect with central feed points. The input reflection coefficient and gain characteristics of the proposed antenna are analyzed to match with the 75 ohm input impedance for DTV applications. The optimized antenna is designed on FR4 substrate, and it operates in the frequency band of 470-1,300 MHz for a VSWR < 2, which assures the operation in the DTV band(470-806 MHz).

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Efficient Frame Synchronization Detector and Low Complexity Automatic Gain Controller for DVB-S2 (효율적인 디지털 위성 방송 프레임 동기 검출 회로 및 낮은 복잡도의 자동 이득 제어 회로)

  • Choi, Jin-Kyu;Sunwoo, Myung-Hoon;Kim, Pan-Soo;Chang, Dae-Ig
    • Journal of the Institute of Electronics Engineers of Korea SD
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    • v.46 no.2
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    • pp.31-37
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    • 2009
  • This paper presents an efficient frame synchronization strategy with the identification of modulation type for Digital Video Broadcasting-Satellite second generation (DVB-S2). To detect the Start Of Frame (SOF) and identify a modulation mode at low SNR, we propose a new correlator structure and a low complexity Automatic Gain Controller (AGC). The proposed frame synchronization architecture can reduce about 93% multipliers and 89% adders compared with the direct implementation of the Differential - Generalized Post Detection Integration (D-GPDI) algorithm which is very complex and the proposed a low complexity AGC consists of only 5 multipliers and 3 adders. The proposed architecture has been thoroughly verified on the Xilinx Virtex II FPGA board.

Design of Double-Dipole Quasi-Yagi Antenna with 7 dBi gain (7 dBi 이득을 가지는 이중 다이폴 준-야기 안테나 설계)

  • Yeo, Junho;Lee, Jong-Ig;Baek, Woon-Seok
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.20 no.2
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    • pp.245-252
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    • 2016
  • In this paper, the design of a double-dipole quasi-Yagi antenna (DDQYA) with a gain over 7 dBi at 1.70-2.70 GHz band is studied. The proposed DDQYA consists of two strip dipoles with different lengths and a ground reflector, which are connected trough a coplanar stripline. The length of the second dipole is adjusted to increase the gain in the low frequency band, whereas a rectangular patch director is appended to the DDQYA to enhance the gain in the middle and high frequency band. The effects of the length of the second dipole, and the length and width of the director on the antenna performance are analyzed, and final design parameters to obtain a gain over 7 dBi are obtained. A prototype of the proposed DDQYA is fabricated on an FR4 substrate, and the experimental results show that the antenna has a frequency band of 1.60-2.86 GHz for a VSWR < 2, and measured gain ranges 7.2-7.6 dBi at 1.70-2.70 GHz band.

Feature Selection to Mine Joint Features from High-dimension Space for Android Malware Detection

  • Xu, Yanping;Wu, Chunhua;Zheng, Kangfeng;Niu, Xinxin;Lu, Tianling
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.11 no.9
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    • pp.4658-4679
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    • 2017
  • Android is now the most popular smartphone platform and remains rapid growth. There are huge number of sensitive privacy information stored in Android devices. Kinds of methods have been proposed to detect Android malicious applications and protect the privacy information. In this work, we focus on extracting the fine-grained features to maximize the information of Android malware detection, and selecting the least joint features to minimize the number of features. Firstly, permissions and APIs, not only from Android permissions and SDK APIs but also from the developer-defined permissions and third-party library APIs, are extracted as features from the decompiled source codes. Secondly, feature selection methods, including information gain (IG), regularization and particle swarm optimization (PSO) algorithms, are used to analyze and utilize the correlation between the features to eliminate the redundant data, reduce the feature dimension and mine the useful joint features. Furthermore, regularization and PSO are integrated to create a new joint feature mining method. Experiment results show that the joint feature mining method can utilize the advantages of regularization and PSO, and ensure good performance and efficiency for Android malware detection.

A comparative study of filter methods based on information entropy

  • Kim, Jung-Tae;Kum, Ho-Yeun;Kim, Jae-Hwan
    • Journal of Advanced Marine Engineering and Technology
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    • v.40 no.5
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    • pp.437-446
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    • 2016
  • Feature selection has become an essential technique to reduce the dimensionality of data sets. Many features are frequently irrelevant or redundant for the classification tasks. The purpose of feature selection is to select relevant features and remove irrelevant and redundant features. Applications of the feature selection range from text processing, face recognition, bioinformatics, speaker verification, and medical diagnosis to financial domains. In this study, we focus on filter methods based on information entropy : IG (Information Gain), FCBF (Fast Correlation Based Filter), and mRMR (minimum Redundancy Maximum Relevance). FCBF has the advantage of reducing computational burden by eliminating the redundant features that satisfy the condition of approximate Markov blanket. However, FCBF considers only the relevance between the feature and the class in order to select the best features, thus failing to take into consideration the interaction between features. In this paper, we propose an improved FCBF to overcome this shortcoming. We also perform a comparative study to evaluate the performance of the proposed method.

Miniaturized LPDA Antenna for Portable Direction Finding Applications

  • Yeo, Jun-Ho;Lee, Jong-Ig
    • ETRI Journal
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    • v.34 no.1
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    • pp.118-121
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    • 2012
  • In this letter, a miniaturized log-periodic dipole array (LPDA) antenna operating from 1 GHz to 6 GHz is proposed for portable direction finding applications. To reduce the lateral size of an LPDA antenna, bow-tie elements and a top-loading technique are utilized and spacing factor is decreased to reduce the spacing between the LPDA elements. The proposed miniaturized LPDA antenna has the measured gain and front-to-back ratio ranging from 1.2 dBi to 3 dBi and from 7 dB to 22 dB, respectively.

Comparison of Feature Selection Methods using the Statistics of Words in Text Categorization (문서 분류에서 단어의 통계 정보를 이용한 특징 선택 기법의 비교)

  • 임윤택;윤충화
    • Proceedings of the Safety Management and Science Conference
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    • 1999.11a
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    • pp.209-216
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    • 1999
  • 정보 검색 분야의 문서 분류에 기계 학습 기법을 적용할 때 발생하는 가장 큰 문제는 문서를 패턴으로 표현할 때, 하나의 패턴이 가지는 특징의 수가 기계 학습 기법에서 처리할 수 있는 범위를 넘어서는 것이다. 이러한 문제를 해결하기 위하여 특징 선택 기법은 패턴을 구성하고 있는 특징 중에서 실제 문서 분류에 많은 영향을 주는 특징만을 선택하여, 기계 학습 기법에서 쉽게 처리할 수 있을 정도의 패턴을 구성하게 한다. 본 논문에서는 이러한 특징 선택 기법 중에서 IG(Information Gain), Gini index, Relief-F, DF(Document Frequency)를 비교하였다. 실험 결과 문서들에 포함된 모든 고유 단어를 특징의 길이로 하여 패턴을 구성했을 때보다 특징 선택 기법을 적용하여 고유 단어 중 일부를 특징으로 패턴을 구성할 때 기계학습에서 더 향상된 분류 성능을 보였다

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Design of Compact Stepped Open Slot Antenna for UWB Applications (UWB 응용을 위한 소형 계단형 개방 슬롯 안테나 설계)

  • Yeo, Junho;Lee, Jong-Ig
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.21 no.1
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    • pp.1-7
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    • 2017
  • In this paper, a design method for a compact stepped open slot antenna for an operation in the UWB band is studied. The proposed antenna is miniaturized by inserting L-shaped slots on the ground plane of the stepped open slot antenna through the creation of a resonance in the low frequency, and a strip director is appended to the antenna in order to increase the gain in the middle and high frequency regions. The effects of varying the length of the L-shaped slots, the distance between the director and the slot antenna, and the director length on input reflection coefficient and realized gain characteristics of the proposed antenna are analyzed. The optimized antenna with the size of $30mm{\times}30mm$ is fabricated on an FR4 substrate, and the experiment results show that the antenna has a frequency band of 3.02-11.04 GHz for a VSWR < 2, which assures the operation in the UWB band.

Wideband Square Loop Antenna with Circular Sectors for Digital TV (원형 섹터가 추가된 DTV용 광대역 정사각형 루프 안테나)

  • Yeo, Junho;Lee, Jong-Ig
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.20 no.10
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    • pp.1845-1851
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    • 2016
  • In this paper, a design method for a wideband square loop antenna for Digital TV applications is studied. The proposed loop antenna is a square loop antenna combined with circular sectors to connect with central feed points. The square loop is used instead of the circular loop in order to miniaturize the antenna size. The input reflection coefficient and gain characteristics of the proposed antenna are analyzed to match with the 75 ohm port impedance for DTV applications. The effects of the gap between the circular sectors and the length of the square loop on the input reflection coefficient and gain characteristics are examined to obtain the optimal design parameters. The optimized antenna is fabricated on an FR4 substrate, and the experiment results show that it operates in the frequency band of 470-1,300 MHz for a VSWR < 2, which assures the operation in the DTV band.

Design of a CPW-fed Double-Dipole Quasi-Yagi Antenna (CPW 급전 이중 다이폴 준-야기 안테나 설계)

  • Yeo, Junho;Lee, Jong-Ig
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.22 no.11
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    • pp.1518-1523
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    • 2018
  • A method for designing a DDQYA fed by a CPW is proposed in this paper. The proposed CPW-fed DDQYA consists of two series-connected strip dipoles, a ground reflector, and a strip-pair director. Instead of the conventional microstrip feed line in which the signal line is located on the substrate opposite to the antenna, a CPW is used because CPW is located on the same side with the antenna, and so the fabrication is easy. The strip-pair director is composed of two horizontally-separated strips, and it is added above the second dipole to enhance the gain in the high frequency region. A prototype of the proposed CPW-fed DDQYA is fabricated on an FR4 substrate. The fabricated antenna has a frequency band of 1.66-3.38 GHz(68.3%) for a voltage standing wave ratio < 2, and measured gain ranges 5.0-7.3 dBi over a frequency band of 1.60-2.90 GHz.