• 제목/요약/키워드: Activation Functions

검색결과 666건 처리시간 0.03초

CONSTRUCTIVE APPROXIMATION BY GAUSSIAN NEURAL NETWORKS

  • Hahm, Nahm-Woo;Hong, Bum-Il
    • 호남수학학술지
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    • 제34권3호
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    • pp.341-349
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    • 2012
  • In this paper, we discuss a constructive approximation by Gaussian neural networks. We show that it is possible to construct Gaussian neural networks with integer weights that approximate arbitrarily well for functions in $C_c(\mathbb{R}^s)$. We demonstrate numerical experiments to support our theoretical results.

NEW CONDITIONS ON EXISTENCE AND GLOBAL ASYMPTOTIC STABILITY OF PERIODIC SOLUTIONS FOR BAM NEURAL NETWORKS WITH TIME-VARYING DELAYS

  • Zhang, Zhengqiu;Zhou, Zheng
    • 대한수학회지
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    • 제48권2호
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    • pp.223-240
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    • 2011
  • In this paper, the problem on periodic solutions of the bidirectional associative memory neural networks with both periodic coefficients and periodic time-varying delays is discussed. By using degree theory, inequality technique and Lyapunov functional, we establish the existence, uniqueness, and global asymptotic stability of a periodic solution. The obtained results of stability are less restrictive than previously known criteria, and the hypotheses for the boundedness and monotonicity on the activation functions are removed.

퍼지-뉴럴 융합을 이용한 로보트 Gripper의 힘 제어기 (Force controller of the robot gripper using fuzzy-neural fusion)

  • 임광우;김성현;심귀보;전홍태
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 1991년도 한국자동제어학술회의논문집(국내학술편); KOEX, Seoul; 22-24 Oct. 1991
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    • pp.861-865
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    • 1991
  • In general, the fusion of neural network and fuzzy logic theory is based on the fact that neural network and fuzzy logic theory have the common properties that 1) the activation function of a neuron is similar to the membership function of fuzzy variable, and 2) the functions of summation and products of neural network are similar to the Max-Min operator of fuzzy logics. In this paper, a fuzzy-neural network will be proposed and a force controller of the robot gripper, utilizing the fuzzy-neural network, will be presented. The effectiveness of the proposed strategy will be demonstrated by computer simulation.

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CELECOXIB INHIBITS PHORBOL ESTER-INDUCED EXPRESSION OF CYCLOOXYGENASE-2 AND ACTIVATION OF ERKl/2 IN MOUSE SKIN IN VIVO

  • Chun, Kyung-Soo;Surh, Young-Joon
    • 한국독성학회:학술대회논문집
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    • 한국독성학회 2001년도 International Symposium on Dietary and Medicinal Antimutgens and Anticarcinogens
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    • pp.137-138
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    • 2001
  • There has been accumulating evidence for the association of inflammatory tissue damage with the process of cancer development. Cyclooxygenase (COX), an important enzyme involved in mediating the inflammation, catalyzes the formation of prostaglandins (PGs) from arachidonic acid. There are two isoforms of COX, designated as COX-l and COX-2. COX-l is a housekeeping enzyme which is constitutively expressed and is thought to be involved in maintaining physiological functions.(omitted)

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ADP-Ribosylation: Activation, Recognition, and Removal

  • Li, Nan;Chen, Junjie
    • Molecules and Cells
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    • 제37권1호
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    • pp.9-16
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    • 2014
  • ADP-ribosylation is a type of posttranslational modification catalyzed by members of the poly(ADP-ribose) (PAR) polymerase superfamily. ADP-ribosylation is initiated by PARPs, recognized by PAR binding proteins, and removed by PARG and other ADP-ribose hydrolases. These three groups of proteins work together to regulate the cellular and molecular response of PAR signaling, which is critical for a wide range of cellular and physiological functions.

EXISTENCE AND EXPONENTIAL STABILITY OF ALMOST PERIODIC SOLUTIONS FOR CELLULAR NEURAL NETWORKS WITHOUT GLOBAL LIPSCHITZ CONDITIONS

  • Liu, Bingwan
    • 대한수학회지
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    • 제44권4호
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    • pp.873-887
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    • 2007
  • In this paper cellular neutral networks with time-varying delays and continuously distributed delays are considered. Without assuming the global Lipschitz conditions of activation functions, some sufficient conditions for the existence and exponential stability of the almost periodic solutions are established by using the fixed point theorem and differential inequality techniques. The results of this paper are new and complement previously known results.

그린빌딩 에너지관리시스템(BEMS)의 주요 기능 및 활성화 연구 (A Study on Principal Functions of the Green Building BEMS and Activation)

  • 차주엽
    • 한국정보처리학회:학술대회논문집
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    • 한국정보처리학회 2011년도 추계학술발표대회
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    • pp.1024-1026
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    • 2011
  • 본 논문에서는 그린빌딩의 에너지관리시스템(BEMS)를 이용하여 건물을 구성하는 각 건축설비들의 에너지 사용량을 정확히 측정하고 분석한 데이터를 토대로 운전방법을 개선함으로써 건물 에너지를 효과적으로 운용하여 에너지 손실을 막기 위한 각종 기능 및 활성화 방안을 알아보도록 한다.

호장근추출물이 피부질환 및 피부미용에 미치는 영향 (The Effects of Polygonum Cuspidatum on the Skin Functions)

  • 정현아;노석선;오민석
    • 한방재활의학과학회지
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    • 제19권1호
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    • pp.73-89
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    • 2009
  • Objectives : This study was carried out to investigate the effects of Polygonum cuspidatum extract on several skin functions including inflammation and wrinkle formation. Methods : To investigate in vitro anti-oxidant activity assay, ethanol extracts of medicinal plants tested by DPPH method. In the next experiment, to investigate anti-inflammatory test, the RAW 264.7 macrophage cells was cultured using DMEM including the 10% FBS. To study anti-allergic effect, we blended cultured Human Mast Cells(HMC-1), and then observe $TNF-{\alpha}$, IL-8 by ELISA Results : Polygonum Cuspidatum extract has the effects of anti-inflammation and anti-allergy, which may be due to its inhibitory potential on the macrophage activation. Furthermore, Polygonum Cuspidatum extract has the anti-wrinkle effects through the inhibitory potential on the collagnease, elastase and gelatinase activities. Conclusions : The above results suggest that Polygonum Cuspidatum extract could be applicable for improvement of several skin functions.

Signal Transduction of the Cytokine Receptor

  • Watanabe, Sumiko
    • Animal cells and systems
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    • 제2권2호
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    • pp.153-164
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    • 1998
  • Cytokines regulate proliferation, differentiation and functions of haemotopoietic cells. Each cytokine possesses a variety of activities on various target cells (pleiotropy) and various cytokines have similar and overlapping activities on the same target cells (redundancy). The nature of these cytokine activities predicts unique feature of cytokine receptors, namely, cytokine has multiple receptors, different cytokines share a common receptor, and different cytokine receptors are linked to common signaling pathways. cDNA cloning of genes for cytokine receptors revealed distinct sets of receptor family with different structural features. The cytokine receptor superfamily consists of a largest family, and contains more than twenty cytokine receptor subunits. This receptor has common structural features in both extracellular and intracellular regions without tyrosine kinase domain. Another striking feature of the receptor is to share common subunit of multiple cytokines, which partly explains the redundancy of activities of some cytokines. Recent studies revealed detailed signaling events of the cytokine receptor, the primary activation of JAK and subsequent phosphorylation of tyrosine residues of receptor, and various cellular proteins. Many SH2 containing adapter proteins play an important role in cytokine signals, and this system has similarities with tyrosine kinase receptor signal transduction. STAT may mainly account for cytokine specific functions as suggested by knockout mice studies. It is of importance to note that cytokine activates multiple signaling pathways and the balance and combination of related signaling events may determine the specificity of functions of cytokines.

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What Event-Related Potential Tells Us about Brain Function: Child-Adolescent Psychiatric Perspectives

  • Kim, Ji Sun;Lee, Yeon Jung;Shim, Se-Hoon
    • Journal of the Korean Academy of Child and Adolescent Psychiatry
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    • 제32권3호
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    • pp.93-98
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    • 2021
  • Electroencephalography (EEG) measures neural activation due to various cognitive processes. EEG and event-related potentials (ERPs) are widely used in studies investigating psychopathology and neural substrates of psychiatric diseases in children and adolescents. The present study aimed to review recent ERP studies in child and adolescent psychiatry. ERPs are non-invasive methods for studying synaptic functions in the brain. ERP might be a candidate biomarker in child-adolescent psychiatry, considering its ability to reflect cognitive and behavioral functions in humans. For the EEG study of psychiatric diseases in children and adolescents, several ERP components have been used, such as mismatch negativity, P300, error-related negativity (ERN), and reward positivity (RewP). Regarding executive functions and inhibition in patients with attention-deficit/hyperactivity disorder (ADHD), P300 latency, and ERN were significantly different in patients with ADHD compared to those in the healthy population. ERN showed meaningful changes in patients with anxiety disorders, such as generalized anxiety disorder, separation anxiety disorder, and obsessive-compulsive disorder. Patients with depression showed significantly attenuated RewP compared to the healthy population, which was related to the symptoms of anhedonia.