• Title/Summary/Keyword: Multi comparison

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Comparison Study of Multi-class Classification Methods

  • Bae, Wha-Soo;Jeon, Gab-Dong;Seok, Kyung-Ha
    • Communications for Statistical Applications and Methods
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    • v.14 no.2
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    • pp.377-388
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    • 2007
  • As one of multi-class classification methods, ECOC (Error Correcting Output Coding) method is known to have low classification error rate. This paper aims at suggesting effective multi-class classification method (1) by comparing various encoding methods and decoding methods in ECOC method and (2) by comparing ECOC method and direct classification method. Both SVM (Support Vector Machine) and logistic regression model were used as binary classifiers in comparison.

A Comparison Study of Multiclass SVM Methods in Microarray Data

  • Hwang, Jin-Soo;Lee, Ji-Young;Kim, Jee-Yun
    • Journal of the Korean Data and Information Science Society
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    • v.17 no.2
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    • pp.311-324
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    • 2006
  • The Support Vector Machine(SVM) is very functional and efficient classification method to any other classification analysis method. However, its optimal extension to more than two classes is not obvious. In this paper several multi-category SVM methods are introduced and compared using simulation and real data sets. Also comparison with traditional multi-category classification and SVM based methods is performed.

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Performance Comparison of OFDM and FMT Systems under Jamming Environment (재밍 환경 하에서 OFDM과 FMT 시스템의 성능 비교)

  • Kim, Jong-Mann
    • Journal of the Korea Institute of Military Science and Technology
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    • v.10 no.2
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    • pp.100-106
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    • 2007
  • In this paper, the performance of OFDM(Orthogonal Frequency Division Multiplexing) and FMT(Filtered Multi-tone) Systems is compared under jamming environment. Two systems are multi-carrier systems to improve data rates. Through the comparison of two systems under jamming environment, the characteristics and strong/weak points of each system are analyzed.

High Power Single Mode Multi-Oxide Layer VCSEL with Optimized Thicknesses and Aperture Sizes of Oxide Layers

  • Yazdanypoor, Mohammad;Emami, Farzin
    • Journal of the Optical Society of Korea
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    • v.18 no.2
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    • pp.167-173
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    • 2014
  • A novel multi-oxide layer structure for vertical cavity surface emitting laser (VCSEL) structures is proposed to achieve higher single mode output power. The structure has four oxide layers with different aperture sizes and thicknesses. The oxide layer thicknesses are optimized simultaneously to reach the highest single mode output power. A heuristic method is proposed for plotting the influence of these variable changes on the operation of optical output power. A comprehensive optical-electrical thermal-gain self-consistent VCSEL model is used to simulate the continuous-wave operation of the multi-layer oxide VCSELs. A comparison between optimized VCSELs with different structures is presented. The results show that by using multi-oxide layers with different thicknesses, higher single-mode optical output power could be achieved in comparison with multi-oxide layer structures with the same thicknesses.

A DECISION-MAKER CONFIDENCE LEVEL BASED MULTI-CHOICE BEST-WORST METHOD: AN MCDM APPROACH

  • SEEMA BANO;MD. GULZARUL HASAN;ABDUL QUDDOOS
    • Journal of applied mathematics & informatics
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    • v.42 no.2
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    • pp.257-281
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    • 2024
  • In real life, a decision-maker can assign multiple values for pairwise comparison with a certain confidence level. Studies incorporating multi-choice parameters in multi-criteria decision-making methods are lacking in the literature. So, In this work, an extension of the Best-Worst Method (BWM) with multi-choice pairwise comparisons and multi-choice confidence parameters has been proposed. This work incorporates an extension to the original BWM with multi-choice uncertainty and confidence level. The BWM presumes the Decision-Maker to be fully confident about preference criteria vectors best to others & others to worst. In the proposed work, we consider uncertainty by giving decision-makers freedom to have multiple choices for preference comparison and having a corresponding confidence degree for each choice. This adds one more parameter corresponding to the degree of confidence of each choice to the already existing MCDM, i.e. multi-choice BWM and yields acceptable results similar to other studies. Also, the consistency ratio remained low within the acceptable range. Two real-life case studies are presented to validate our study on proposed models.

PERFORMANCE OF A KNIGHT TOUR PARALLEL ALGORITHM ON MULTI-CORE SYSTEM USING OPENMP

  • VIJAYAKUMAR SANGAMESVARAPPA;VIDYAATHULASIRAMAN
    • Journal of applied mathematics & informatics
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    • v.41 no.6
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    • pp.1317-1326
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    • 2023
  • Today's computers, desktops and laptops were build with multi-core architecture. Developing and running serial programs in this multi-core architecture fritters away the resources and time. Parallel programming is the only solution for proper utilization of resources available in the modern computers. The major challenge in the multi-core environment is the designing of parallel algorithm and performance analysis. This paper describes the design and performance analysis of parallel algorithm by taking the Knight Tour problem as an example using OpenMP interface. Comparison has been made with performance of serial and parallel algorithm. The comparison shows that the proposed parallel algorithm achieves good performance compared to serial algorithm.

The Impact of Trust on User Acceptance of Mobile Banking : An Empirical Study on Comparison with Internet Banking Users of Wooribank (모바일뱅킹 사용의도에 신뢰가 미치는 영향 : 우리은행 인터넷뱅킹 사용자와의 비교를 중심으로)

  • Lee, Sang-Chul;Gu, Ja-Chul;Shu, Yong-Ho
    • Journal of Korean Society for Quality Management
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    • v.33 no.3
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    • pp.59-70
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    • 2005
  • The purpose of this research is to identify the impact of trust on user acceptance of mobile banking and to identify if causalities among these factors are different between Internet and mobile banking. To test this model, this research applies the technology acceptance model(TAM) that incorporates trust. Additionally, this research use structural equation modeling to test the model and examine cross-group differences using a multi-group comparison method. The empirical results indicate that all path is significant expect the path from trust to intention to use. The results of a multi-group comparison test indicated that the path from trust to attitude, from trust to intention to use, from perceived usefulness to attitude and from perceived to intention to use are different between Internet and mobile banking.

Influence of Functionalization on Physicochemical Properties of Multi-walled Carbon Nanotubes/Epoxy Matrix Nanocomposites

  • Seo, Min-Kang;Park, Soo-Jin
    • Bulletin of the Korean Chemical Society
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    • v.30 no.1
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    • pp.124-128
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    • 2009
  • In this study, the effect of multi-step purification or functionalization on physicochemical properties of multi-walled carbon nanotubes (MWNTs)/epoxy (EP) nanocomposites was investigated. The nanocomposites containing multi-step purified MWNTs showed a stronger influence on $T_g$ and increased in mechanical properties in comparison to nanocomposites containing the same amount of only purified MWNTs. Consequently, the multi-step purification of MWNTs led to an improvement of thermomechanical properties of nanocomposites, resulting from improving the intermolecular interaction of MWNTs in epoxy matrix resins.

Meal-related time use of employees living in one-person and multi-person households: A comparison focused on gender and age differences (1인가구 근로자의 식사 관련 시간 분석: 다인가구와의 비교 및 성별·연령대별 차이를 중심으로)

  • Kim, Yoo-Kyung
    • Journal of Family Resource Management and Policy Review
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    • v.22 no.3
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    • pp.21-41
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    • 2018
  • This study determined the characteristics of meal-related time use among employees living in one-person and multi-person households by conducting a comparison focused on gender and age differences. Among the questionnaires distributed to employees during the 2014 Korean Time Use Survey, 19,692 were used for final analysis. The results were as follows: First, the one-person households had shorter meal-related time use than did the multi-person households, except for the time spent having snacks and beverages. Second, meal-related time use was generally longer in non-working days than in workdays. Third, gender differences in meal-related time use were observed, with the more significant ones being the differences in time devoted to meal preparation and dishwashing. Fourth, in both the one-person and multi-person households, women spent a longer amount of time preparing meals and washing dishes than did men, but this difference was greater in multi-person households. Fifth, old individuals spend a longer time preparing meals and washing dishes than did young individuals. Policies must be enforced to improve the quality of diets in one-person households. Such households should also be provided nutrition education to increase their awareness of the importance of healthy and regular meals. Another essential requirement of policy is the provision of gender equality education for both the one-person and multi-person households.

Simulation based Comparative Loss Analysis and Output Characteristic for 25MW Class of High Power Multi-level Inverters (25MW급 대용량 멀티레벨 인버터의 시뮬레이션 기반 손실해석과 출력특성 비교 분석)

  • Kim, I-Gim;Park, Chan-Bae;Baek, Jei-Hoon;Kwak, Sang-Shin
    • The Transactions of the Korean Institute of Power Electronics
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    • v.20 no.4
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    • pp.337-343
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    • 2015
  • The multi-level inverters are highly efficient for high-power and medium-voltage AC driving applications, such as high-speed railway systems and renewable energy resources, because such inverters generate lower total harmonic distortion (THD) and electromagnetic interface (EMI). Lower switching stress occurs on switching devices compared with conventional two-level inverters. Depending on the multi-level inverter topology, the required components and number of switching devices are different, influencing the overall efficiency. Comparative studies of multi-level inverters based on loss analysis and output characteristic are necessary to apply multi-level inverters in high-power AC conversion systems. This paper proposes a theoretical loss analysis method based on piecewise linearization of characteristic curves of power semiconductor devices as well as loss analysis and output performance comparison of five-level neutral-point clamped, flying capacitor inverters, and high-level cascaded H-bridge multi-level inverters.