• Title/Summary/Keyword: 인지 모델

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A Study of GAN-based data augmentation technique on Acceleration Data Gereration (GAN 기반 데이터 증강기법을 통한 가속도 데이터 생성에 대한 연구)

  • Kang, Sung-Hwan;Chow, We-Duke
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2022.07a
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    • pp.495-497
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    • 2022
  • 본 데이터 GAN 기법 데이터 증강기법을 적용하여 가속도 데이터를 증강하는 방법에 대해 연구한다. 가속도 데이터는 사람의 활동패턴을 인지하는데 있어 가장 기본적인 데이터로 활용된다. 가속도 데이터를 증강한 뒤, 활동패턴을 인지하는 머신러닝 모델 훈련에 사용한 결과 생성한 데이터가 육안으로 확인하였을 때 실제 데이터와 유사한 패턴을 형성하였고, 실제 활동패턴인지 모델 훈련에 사용한 결과 정확도(Accuracy)는 기존 데이터로만 훈련한 경우 74%인데 비해 증강된 데이터를 혼합하여 훈련하였을 때 약 88%로 개선된 것을 확인하였다.

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Luminance-Adaptation Effect Just-Noticeable-Distortion Modeling according to Frequency in The DCT Domain (이산 코사인 변환 공간에서의 주파수에 따른 광-적응 효과 최소 인지 왜곡 임계치 모델링)

  • Bae, Sungho;Kim, Munchurl
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2012.07a
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    • pp.95-98
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    • 2012
  • 본 논문에서는 DCT 변환 공간상의 배경휘도와 주파수를 고려한 2차원의 개선된 광-적응 효과(luminance adaptation: LA) JND 모델을 제안한다. 기존의 LA JND 모델은 배경 휘도가 중간점인 회색에 가까울수록 JND가 낮고, 배경 휘도가 어두워지거나 밝아질수록 JND 값이 증가하는 U자형의 1차원 함수형태를 보였다. 그러나 기존 LA JND 모델은 주파수에 따른 영향이 반영되지 않았기 때문에 DCT와 같은 주파수 공간상 JND 모델로는 부정확 한 단점이 있다. 본 논문에서는 주파수와 배경휘도에 따른 2차원 LA JND 모델을 제안한다. 주파수에 따른 LA JND 값을 실제 실험을 통해 획득하였다. 실험 방법은 9가지 크기의 배경 휘도가 다르고 공간적 복잡도가 없는 균일한 영상을 대상으로 $8{\times}8$ 실수형 DCT를 수행한 다음, 15가지 경우의 주파수 크기가 다른 계수들에 대해 사람이 인지 할 때 까지 노이즈를 증가시켜서 JND 값을 찾는 방식을 사용하였다. 실험 결과 4 cpd(cycle per degree) 보다 작은 주파수 대역 에서는 기존의 LA JND 모델과 유사한 결과를 얻었지만 4 cpd보다 큰 주파수 대역에서는 오히려 배경휘도가 작은 값을 가질수록 JND가 감소하는 형태를 보였다. 수행한 실험 결과를 반영하여 주파수가 반영된 2차원 LA JND 모델을 제안한다.

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Effect of Task-oriented Training on Cognitive Function Recovery and CNS Plasticity in Scopolamine-induced Dementia Rats (치매모델 쥐의 과제지향 훈련이 인지기능 회복과 중추신경계 가소성에 미치는 영향)

  • Kim, Souk-Boum;Kim, Dong-Hyun
    • The Journal of Korean society of community based occupational therapy
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    • v.9 no.2
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    • pp.23-31
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    • 2019
  • Objective : The purpose of this study is to repeatedly conduct task-oriented training in scopolamine-induced dementia rats and as a result observe changes in the content of acetylcholine, a marker of cognitive function and central nervous system plasticity, to identify the improvement effect of dementia. Methods : It consisted of two groups. One group I was that did not perform task-oriented training in scopolamine-induced dementia rats and the other group II was that performed task-oriented training. Task-oriented training involved stretching, grasping and moving arms and walking obstacles on the legs. We performed a quantified passive avoidance test in the measurement of memory for cognitive function and compared the change in the content of acetylcholine for the plasticity of the central nervous system. Results : The results of the study are as follows: First, there was a significant improvement in cognitive function since the 4th days after task-oriented training of scopolamine-induced dementia rats(.00). Second, task-oriented training applied to scopolamine-induced dementia rats showed a significant increase in acetylcholine content. Conclusion : In this study, task-oriented training, which is often performed on senile dementia patients during occupational therapy intervention, was scientifically demonstrated in scopolamine-induced dementia rats by enhancement of cognitive function through memory improvement and increase in the content of acetylcholine confirming central nervous system plasticity.

A Qualitative Knowledge Model for Large Scale Cognitive System (대규모 인지 시스템을 위한 정성적 지식 모델의 개발)

  • Kim Hyeon Kyeong
    • Korean Journal of Cognitive Science
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    • v.15 no.4
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    • pp.15-20
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    • 2004
  • To develop a cognitive system with the flexibility and breadth of human, it's very important to construct a large scale knowledge base which include commonsense knowledge as well as expert knowledge. Efficient knowledge representation and reasoning techniques will play a key role for this. This paper introduce a cognitive system which is based on Cyc knowledge base and augmented with our work on qualitative and spatial representation and reasoning. Our system has been implemented and tested on various examples.

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Perceptual Quality-based Video Coding with Foveated Contrast Sensitivity (Foveated Contrast Sensitivity를 이용한 인지품질 기반 비디오 코딩)

  • Ryu, Jiwoo;Sim, Donggyu
    • Journal of Broadcast Engineering
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    • v.19 no.4
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    • pp.468-477
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    • 2014
  • This paper proposes a novel perceptual quality-based (PQ-based) video coding method with foveated contrast sensitivity (FCS). Conventional methods on PQ-based video coding with FCS achieve minimum loss on perceptual quality of compressed video by exploiting the property of human visual system (HVS), that is, its sensitivity differs by the spatial frequency of visual stimuli. On the other hand, PQ-based video coding with foveated masking (FM) exploits the difference of the sensitivity of the HVS between the central vision and the peripheral vision. In this study, a novel FCS model is proposed which considers both the conventional DCT-based JND model and the FM model. Psychological study is conducted to construct the proposed FCS model, and the proposed model is applied to PQ-based video coding algorithm implemented on HM10.0 reference software. Experimental results show that the proposed method decreases bitrate by the average of 10% without loss on the perceptual quality.

Turing's Cognitive Science: A Metamathematical Essay for His Centennial (튜링의 인지과학: 튜링 탄생 백주년을 기념하는 메타수학 에세이)

  • Hyun, Woo-Sik
    • Korean Journal of Cognitive Science
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    • v.23 no.3
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    • pp.367-388
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    • 2012
  • The centennial of Alan Mathison Turing(23 June 1912 - 7 June 1954) is an appropriate occasion on which to assess his profound influence on the development of cognitive science. His contributions to and attitudes toward that field are discussed from the metamathematical perspective. This essay addresses (i)Turing's mathematical analysis of cognition, (ii)universal Turing machines, (iii)the limitations of universal Turing machines, (iv)oracle Turing machine beyond universal Turing machine, and (v)Turing test for cognitive science. Turing was a ground-breaker, eager to move on to new fields. He actually opened wider the scientific windows to the mind. The results show that first, by means of mathematical logic Turing discovered a new bridge between the mind and the physical world. Second, Turing gave a new formal analysis of operations of the mind. Third, Turing investigated oracle Turing machines and connectionist network machines as new models of minds beyond the limitations of his own universal machines. This paper explores why the cognitive scientist would be ever expecting a new Turing Test on the shoulder of Alan Turing.

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Determinants of Intention to Use mobile E-book Based on the Technology Acceptance Model (기술수용모델에 기반 한 모바일 E-book 사용의도에 미치는 영향요인에 관한 연구)

  • Lee, Hyojung;Kim, Seonghee
    • Journal of Korean Library and Information Science Society
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    • v.46 no.2
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    • pp.131-151
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    • 2015
  • The purpose of this study was to identify factors on the user's intention of using mobile E-book based on TAM(Technology Acceptance Model). System quality(accessibility and convenience), information quality, and innovation as a user characteristics were chosen as the independent variable of this study, perceived easy of use and perceived usefulness were selected as potential variable, and user's use intention was selected as dependent variable. The survey was conducted by 170 high school students and structural equation modeling was used to analyze the relationships between factors. The results showed that information quality and the user's innovation have a positive impact on both perceived usefulness and perceived ease of use while the other system factors did not affect perceived usefulness and perceived ease of use for mobile E-book. Finally, the perceived usefulness was found to have a positive impact on the user's intention to use mobile E-book.

분수 학습에서 정신모델 구성을 위한 유추의 역할

  • Go, Sang-Suk;Kim, Gyu-Sang
    • Communications of Mathematical Education
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    • v.15
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    • pp.105-111
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    • 2003
  • 본 연구자는 아동이 분수 개념을 이해하는 정신모델 속에서 인지과정이 어떻게 나타나며, 적용되는지, 그리고 이를 바탕으로 분수 학습에 표현되는 정신모델 구성을 위한 유추의 역할을 살펴보고자 하는 것이 본 연구의 목적이다.

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Research on the Rescue Maneuvering of POB to Implement Cognitive Simulation (인지 시뮬레이션 구축을 위한 익수자 구조 선박조종법 검토)

  • Yoon, Cheong-Guem;Kim, Deok-Bong;Jeong, Cho-Young
    • Proceedings of the Korean Institute of Navigation and Port Research Conference
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    • 2015.07a
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    • pp.259-261
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    • 2015
  • The model for ship maneuvering simulation is to enhance the competence of officer's ship maneuvering skills such as navigation equipment operation, collision avoidances, countermeasure an emergency situation so on. Despite using such ship maneuvering model, critical maritime accidents are occurred periodically in the world. To find adequate simulation model to evaluate competence abilities of deck officer who have maneuvering skills with some competence levels, we search the standard ship maneuvering method representing on the part 3 Person Overboard(POB) to onboard emergences of IAMSAR manual. Moreover we monitor the officer's human factors appearing during education and training and consider the use of human factors as fundamental data.

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