• 제목/요약/키워드: science notebook

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Prediction of Academic Performance of College Students with Bipolar Disorder using different Deep learning and Machine learning algorithms

  • Peerbasha, S.;Surputheen, M. Mohamed
    • International Journal of Computer Science & Network Security
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    • 제21권7호
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    • pp.350-358
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    • 2021
  • In modern years, the performance of the students is analysed with lot of difficulties, which is a very important problem in all the academic institutions. The main idea of this paper is to analyze and evaluate the academic performance of the college students with bipolar disorder by applying data mining classification algorithms using Jupiter Notebook, python tool. This tool has been generally used as a decision-making tool in terms of academic performance of the students. The various classifiers could be logistic regression, random forest classifier gini, random forest classifier entropy, decision tree classifier, K-Neighbours classifier, Ada Boost classifier, Extra Tree Classifier, GaussianNB, BernoulliNB are used. The results of such classification model deals with 13 measures like Accuracy, Precision, Recall, F1 Measure, Sensitivity, Specificity, R Squared, Mean Absolute Error, Mean Squared Error, Root Mean Squared Error, TPR, TNR, FPR and FNR. Therefore, conclusion could be reached that the Decision Tree Classifier is better than that of different algorithms.

Role of the Observation Planning in Three-dimensional Environment for Autonomous Reconstruction

  • Moon, Jung-Hyun;You, Bum-Jae;Kim, Hag-Bae;Oh, Sang-Rok
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 2005년도 ICCAS
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    • pp.37-42
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    • 2005
  • This paper presents an autonomous system for reconstruction of three-dimensional indoor environments using a mobile robot. The system is composed of a mobile robot, a three-dimensional scanning system, and a notebook computer for registration, observation planning and real-time three-dimensional data transferring. Three-dimensional scanning system obtains three-dimensional environmental data and performs filtering of dynamic objects. Then, it registers multiple three-dimensional scans into one coordinate system and performs observation planning which finds the next scanning position by using the layered hexahedral-map and topological-map. Then, the mobile robot moves to the next scanning position, and repeats all procedures until there is no scanning tree in topological-map. In concurrence with data scanning, three-dimensional data can be transferred through wireless-LAN in real-time. This system is experimented successfully by using a mobile robot named KARA.

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자연과학분야 대학실험실에서의 연구노트 작성 및 관리에 관한 연구 (A Study on the Creation and Maintenance of Laboratory Notebooks in Scientific Laboratories of a University)

  • 김지현
    • 한국기록관리학회지
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    • 제11권1호
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    • pp.139-159
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    • 2011
  • 본 연구는 대학 내 실험실에서 연구노트의 기록자인 학생들과 관리자인 교수들의 관점에서 연구노트의 중요성과 생산 및 관리의 측면을 조사하고자 하였다. 이를 위해 대학 내 물리, 화학, 생명과학 실험실의 교수 3명과 대학원생 4명을 대상으로 반구조화된 심층 면담을 실시하였다. 교수들은 연구 연속성을 연구노트 작성의 중요한 목적으로 인식한 반면 학생들은 기억으로서의 연구노트의 중요성과 이를 작성하는 과정을 통한 지식과 노하우의 학습을 강조하였다. 학생들은 연구노트가 연구실의 소유임을 분명히 인식하고 있었으며 교수들은 연구노트를 퇴임 시까지 실험실에 보관할 것이라고 언급하였다. 면담 참여자들은 연구노트의 형식적인 측면보다 내용적인 측면에 초점을 맞추고 있었으며 전자연구노트의 도입 필요성은 인식하지 못하고 있었다. 학생들은 정규 실험수업, 실험실 내 교수님과 선배, 견본 연구노트를 통해 연구노트 작성법을 습득하고 있었고 특히 실험실이라는 지식실행공동체 내에서의 학습이 큰 부분을 차지하고 있었다. 이는 연구노트 작성 교육에 있어 실험실의 총책임자인 교수의 역할이 중요하다는 것을 보여준다. 또한 대학 내 연구노트 작성과 관리에 있어 대학기록관의 역할이 보다 강조될 필요성이 있다.

온라인 경매에의 카드깡 탐지요인에 대한 실증적 연구 (An Empirical Study on the Detection of Phantom Transaction in Online Auction)

  • 채명신;조형준;이병채
    • 한국경영과학회:학술대회논문집
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    • 한국경영과학회 2004년도 추계학술대회 및 정기총회
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    • pp.68-98
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    • 2004
  • Although the internet is useful for transferring information, Internet auction environments make fraud more attractive to offenders because the chance of detection and punishment are decreased. One of fraud is phantom transaction which is a colluding transaction by the buyer and seller to commit illegal discounting of credit card. They pretend to fulfill the transaction paid by credit card, without actual selling products, and the seller receives cash from credit card corporations. Then seller lends it out buyer with quite high interest rate whose credit score is so bad that he cannot borrow money from anywhere. The purpose of this study is to empirically investigate the factors to detect of the phantom transaction in online auction. Based up on the studies that explored behaviors of buyers and sellers in online auction, bidding numbers, bid increments, sellers' credit, auction length, and starting bids were suggested as independent variables. We developed an Internet-based data collection software agent and collect data on transactions of notebook computers each of which winning bid was over 1,000,000 won. Data analysis with logistic regression model revealed that starting bids, sellers' credit, and auction length were significant in detecting the phantom transaction.

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온라인 경매에서의 신용카드 허위거래 탐지 요인에 대한 실증 연구 (An Empirical Study on the Detection of Phantom Transaction in Online Auction)

  • 채명신;조형준;이병태
    • 경영과학
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    • 제21권2호
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    • pp.273-289
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    • 2004
  • Although the Internet is useful for transferring information, Internet auction environments make fraud more attractive to offenders, because the chance of detection and punishment is decreased. One of these frauds is the phantom transaction, which is a colluding transaction by the buyer and seller to commit the illegal discounting of a credit card. They pretend to fulfill the transaction paid by credit card, without actually selling products, and the seller receives cash from the credit card corporations. Then the seller lends it out with quite a high interest rate to the buyer, whose credit rating is so poor that he cannot borrow money from anywhere else. The purpose of this study is to empirically investigate the factors necessary to detect phantom transactions in an online auction. Based upon studies that have explored the behaviors of buyers and sellers in online auctions, the following have been suggested as independent variables: bidding numbers, bid increments, sellers' credit, auction lengths, and starting bids. In this study. we developed Internet-based data collection software and collected data on transactions of notebook computers, each of which had a winning bid of over W one million. Data analysis with a logistic regression model revealed that starting bids, sellers' credit, and auction length were significant in detecting the phantom transactions.

LED 및 반도체 소자 리드프레임 패키징용 Cu/STS/Cu 클래드메탈의 기계적/열전도/전기적 특성연구 (Study on the Mechanical Properties and Thermal Conductive Properties of Cu/STS/Cu Clad Metal for LED/semiconductor Package Device Lead Frame)

  • 이창훈;김기출;김용성
    • Journal of Welding and Joining
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    • 제30권3호
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    • pp.32-37
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    • 2012
  • Lead frame which has a high thermal conductivity and high mechanical strength is one of core technology for ultra-thin electronics such as LED lead frames, memory devices of semiconductors, smart phone, PDA, tablet PC, notebook PC etc. In this paper, we fabricated a Cu/STS/Cu 3-layered clad metal for lead frame packaging materials and characterized the mechanical properties and thermal conductive properties of the clad metal lead frame material. The clad metal lead frame material has a comparable thermal conductivity to typical copper alloy lead frame materials and has a reinforced mechanical tensile strength by 1.6 times to typical pure copper lead frame materials. The thermal conductivity and mechanical tensile strength of the Cu/STS/Cu clad metal are 284.35 W/m K and $52.78kg/mm^2$, respectively.

초등학교 과학교과에서 정서지능 요소를 활용한 수업 프로그램의 개발과 적용 (The Development and Application of Teaching Program to Utilize Emotional Intelligence Elements in Elementary School Science)

  • 박재근;문보라
    • 한국초등과학교육학회지:초등과학교육
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    • 제33권1호
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    • pp.82-94
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    • 2014
  • The purpose of this study is to develop teaching program which utilizes emotional intelligence elements as a measure to stimulate the motive and scientific attitude of learners and examine the effect of its application. The target unit for this study is 'world of plants' in the fourth grade of elementary school, and the teaching program is composed of 3 stages including I(encounter with myself), S(encounter with science), and U(encounter with friends). The teaching program is organized in the way to reflect 5 emotional intelligence elements including self-awareness, self-regulation, self-motivation, sympathy, and personal relations properly according to each stage of teaching program. The result of applying this program into actual classrooms is as follows. First, it is proven that the teaching program actually helps improving the motive of learners to study science. The emotional intelligence takes a role of positive motive for thinking, and the learners monitor their emotion and behavior patterns by using a mirror notebook to reduce their anxiety about science. Second, it is proven that the teaching program changes the science related attitude of learners positively. The emotional intelligence elements help the learners to create friendly feeling toward science subject and have a friendly attitude toward science and a sense of expectancy to science class. Third, it is proven that the teaching program contributes to the improvement of learners' science study achievement. The emotional intelligence takes an important role in improving the learners' science study achievement through the role of adjusting and controlling the recognition capability. However, emphasizing the emotional intelligence excessively also has a risk to break the balance between emotion and recognition, so it is considered that the balanced approach should be applied.

위치정보검색 기반의 '배낭메Go' Application 개발에 관한 연구 (Location-based Services to Support Using Mobile Android Hiking Application "배낭메Go")

  • 박상현;김경훈;심승보;박세희;문송철
    • 서비스연구
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    • 제2권2호
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    • pp.81-90
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    • 2012
  • 스마트폰이 PC의 기능을 한다면, PC가 없는 장소에서 스마트폰의 활용도는 매우 높아질 것이다. 지하철이나 버스, 심지어는 등산길에서도 인터넷에 접속하여 원하는 정보를 얻거나 게임도 즐길 수 있다. 이러한 스마트폰의 장점 때문에 세계 시장에서는 스마트폰이 더욱 확산되고 있다. 최근에는 집에서도 매번 부팅해야 하는 PC나 노트북 보다는 스마트폰을 만지는 것이 더 편리하다는 반응도 나오고 있을 정도이다. 본 연구에서는 GPS 기능과 Android 기능을 이용하여 등산객이나 탐방객의 편의를 목적으로 한다. 소비자에게 친숙한 스마트폰을 통해 사용자 주변 산 및 탐방지 검색을 통하여 사용자들이 원하는 곳 어디서나 산행 및 탐방 중 위치 정보 및 각종 자료를 제공하는 있는 Application을 개발, 연구하였다.

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Design of a bluetooth-based interactive control network

  • Kwak, Jae-Hyuk;Lim, Joon-Hong
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 2004년도 ICCAS
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    • pp.922-925
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    • 2004
  • Bluetooth technology is essentially a method for wireless connection of a diverse set of devices ranging from PDAs, mobile phone, notebook computers, to another equipments. The bluetooth system supports both point-to-point connection and point-to-multipoint connections. In point-to-multipoint connection, the channel is shared among several bluetooth devices. Two or more devices sharing the same channel form a piconet. There is one master device and up to seven active slave devices in a piconet. The radio operates in the unlicensed 2.45GHz ISM band. This allows users who travel world-wide to use bluetooth equipments anywhere. Since the link is based on frequency-hop spread spectrum, multiple channels can exist at the same time. The Bluetooth standard has been suggested that Bluetooth equipments can be used in the short-range, maximum 100 meters . It has been defined that the time takes to setup and establish a bluetooth connection among devices is 10 seconds. It is a long time and may be a cause to lose a chance of finding other non-fixed devices. We propose a routing protocols for scatternets which can be used to control a mobile units(MUs) in this network. The proposed routing protocol is composed of two kinds of bluetooth information, access point(AP) and MU.

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다중 플래시 메모리 기반 파일시스템의 성능개선을 위한 파일시스템 (File System for Performance Improvement in Multiple Flash Memory Chips)

  • 박제호
    • 반도체디스플레이기술학회지
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    • 제7권3호
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    • pp.17-21
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    • 2008
  • Application of flash memory in mobile and ubiquitous related devices is rapidly being increased due to its low price and high performance. In addition, some notebook computers currently come out into market with a SSD(Solid State Disk) instead of hard-drive based storage system. Regarding this trend, applications need to increase the storage capacity using multiple flash memory chips for larger capacity sooner or later. Flash memory based storage subsystem should resolve the performance bottleneck for writing in perspective of speed and lifetime according to its physical property. In order to make flash memory storage work with tangible performance, reclaiming of invalid regions needs to be controlled in a particular manner to decrease the number of erasures and to distribute the erasures uniformly over the whole memory space as much as possible. In this paper, we study the performance of flash memory recycling algorithms and demonstrate that the proposed algorithm shows acceptable performance for flash memory storage with multiple chips. The proposed cleaning method partitions the memory space into candidate memory regions, to be reclaimed as free, by utilizing threshold values. The proposed algorithm handles the storage system in multi-layered style. The impact of the proposed policies is evaluated through a number of experiments.

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