• Title/Summary/Keyword: tutorial

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Developing of New a Tensorflow Tutorial Model on Machine Learning : Focusing on the Kaggle Titanic Dataset (텐서플로우 튜토리얼 방식의 머신러닝 신규 모델 개발 : 캐글 타이타닉 데이터 셋을 중심으로)

  • Kim, Dong Gil;Park, Yong-Soon;Park, Lae-Jeong;Chung, Tae-Yun
    • IEMEK Journal of Embedded Systems and Applications
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    • v.14 no.4
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    • pp.207-218
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    • 2019
  • The purpose of this study is to develop a model that can systematically study the whole learning process of machine learning. Since the existing model describes the learning process with minimum coding, it can learn the progress of machine learning sequentially through the new model, and can visualize each process using the tensor flow. The new model used all of the existing model algorithms and confirmed the importance of the variables that affect the target variable, survival. The used to classification training data into training and verification, and to evaluate the performance of the model with test data. As a result of the final analysis, the ensemble techniques is the all tutorial model showed high performance, and the maximum performance of the model was improved by maximum 5.2% when compared with the existing model using. In future research, it is necessary to construct an environment in which machine learning can be learned regardless of the data preprocessing method and OS that can learn a model that is better than the existing performance.

A tutorial on generalizing the default Bayesian t-test via posterior sampling and encompassing priors

  • Faulkenberry, Thomas J.
    • Communications for Statistical Applications and Methods
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    • v.26 no.2
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    • pp.217-238
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    • 2019
  • With the advent of so-called "default" Bayesian hypothesis tests, scientists in applied fields have gained access to a powerful and principled method for testing hypotheses. However, such default tests usually come with a compromise, requiring the analyst to accept a one-size-fits-all approach to hypothesis testing. Further, such tests may not have the flexibility to test problems the scientist really cares about. In this tutorial, I demonstrate a flexible approach to generalizing one specific default test (the JZS t-test) (Rouder et al., Psychonomic Bulletin & Review, 16, 225-237, 2009) that is becoming increasingly popular in the social and behavioral sciences. The approach uses two results, the Savage-Dickey density ratio (Dickey and Lientz, 1980) and the technique of encompassing priors (Klugkist et al., Statistica Neerlandica, 59, 57-69, 2005) in combination with MCMC sampling via an easy-to-use probabilistic modeling package for R called Greta. Through a comprehensive mathematical description of the techniques as well as illustrative examples, the reader is presented with a general, flexible workflow that can be extended to solve problems relevant to his or her own work.

A case study for application of design for affordance methodology using affordance feature repositories (행위유발 특징형상 리파지토리를 활용한 행위유발성 증진 디자인방법 적용 사례 연구)

  • Ro, Eun Rae;Noh, Ji Hye;Kim, Yong Se
    • Korea Science and Art Forum
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    • v.19
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    • pp.319-330
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    • 2015
  • The characteristics of products and services that induce natural activities of people, namely affordances, play critical roles in making interactions successful and meaningful. Earlier a methodological framework for design for affordances has been devised where repositories of affordance features are used. Affordance features are retrieved from the repository so that the new affordance feature is to be designed through an analogical reasoning. In two classes of Product-Service Systems Design education, this design for affordance method has been introduced in a tutorial setting for designing a hand carrier cart. This paper describes how the method was introduced and shows new affordance features in their design proposals with source affordance features retrieved from the repository. Implications obtained from this tutorial effort are discussed to enrich practical application of the design for affordance method. The study tries to suggest new product design method by using affordance feature repository.

Ultra Wide BandWireless Communications : A Tutorial

  • Di Benedetto , Maria-Gabriella;Vojcic, Branimir-R.
    • Journal of Communications and Networks
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    • v.5 no.4
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    • pp.290-302
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    • 2003
  • Ultra wide band (UWB) radio has recently attracted increased attention due to its expected unlicensed operation, and potential to provide very high data rates at relatively short ranges. In this article we briefly describe some main candidate multiple access and modulation schemes for UWB communications, followed with their power spectral density calculation and properties. We also present some illustrative capacity results, and provide a discussion of the impact of network topology on multiple access capacity.

Adaptive array processing (적응 어레이 프로세싱)

  • 이상철
    • 전기의세계
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    • v.29 no.9
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    • pp.584-593
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    • 1980
  • Conventional radar antenna systems are susceptible to performance degradation caused by unwanted signals received via the antenna sidelobes and/or mainlobes. Adaptive array systems offer possible solution to this interference problem by automatically steering nulls to unwanted signals providing significant system performance improvement. Another important andvantage of the adaptive array is its self-optimization capability which uses the collective incoming noise data for the nulling purposes. This paper provides a tutorial introduction to adaptive arrays as well as some new development of recent research in this area. Optimum link between the antenna theory and signal processing has been sought by illustrating the gain patterns and output signal-to-noise ratio. Signal acqusition methods are shown including a new attempt of the use of spread-spectrum techniques in conjuction with array systems.

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SAR-GMTI 기술의 원리

  • Jeon, Ju-Hwan
    • The Proceeding of the Korean Institute of Electromagnetic Engineering and Science
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    • v.22 no.6
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    • pp.68-79
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    • 2011
  • 본 논문은 tutorial로서 synthetic aperture radar(SAR) 및 ground moving target indicator(GMTI)의 원리 및 이들이 왜 함께 사용되어야 하는지를 설명하고자 한다. 우선 SAR의 영상 형성 방법을 설명하고, 지상에서 움직이는 점 표적(point target)이 SAR 영상에서 어떻게 나타나는지를 이해하고, 마지막으로 GMTI 목적으로 사용될 수 있는 space-time adaptive processing(STAP)의 기본원리를 소개한다. 최신기술 동향은 생략하고 기본원리만 깊이 다루고자 한다.

Two-Degree-of-Freedom PID Controllers

  • Araki, Mituhiko;Taguchi, Hidefumi
    • International Journal of Control, Automation, and Systems
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    • v.1 no.4
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    • pp.401-411
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    • 2003
  • Important results about two-degree-of-freedom PID controllers are surveyed for the tutorial purpose, including equivalent transformations, various explanations about the effect of the two-degree-of-freedom structure, relation to the preceded-derivative PID and the I-PD controllers, and an optimal tuning method.

Design of Nonlinear Lead and/or Lag Compensators

  • Nassirharand, Amir;Firdeh, Seyed Reza Mousavi
    • International Journal of Control, Automation, and Systems
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    • v.6 no.3
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    • pp.394-400
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    • 2008
  • A known nonlinear compensator design approach is adapted to allow design of nonlinear lead and/or lag compensators, and a number of MATLAB functions are developed that automate the compensator design procedure. With this design tool, control engineers would be able to rapidly design nonlinear lead and/or lag compensators. An example of a tutorial nature is presented.

An Overview of Inventory Management with Some Suggested Research Topics

  • Silver, Edward A.
    • Journal of Korean Institute of Industrial Engineers
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    • v.34 no.4
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    • pp.373-385
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    • 2008
  • This paper presents an overview of inventory management. This includes a categorization, by a number of dimensions, of inventory problems and associated models. Relevant literature references are provided within the dimensions. The paper points out the continuing gap between theory and practice, followed by a number of suggested research topics to help bridge the gap.