• Title/Summary/Keyword: recurrent

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A New Recurrent Neural Network Architecture for Pattern Recognition and Its Convergence Results

  • Lee, Seong-Whan;Kim, Young-Joon;Song, Hee-Heon
    • Journal of Electrical Engineering and information Science
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    • v.1 no.1
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    • pp.108-117
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    • 1996
  • In this paper, we propose a new type of recurrent neural network architecture in which each output unit is connected with itself and fully-connected with other output units and all hidden units. The proposed recurrent network differs from Jordan's and Elman's recurrent networks in view of functions and architectures because it was originally extended from the multilayer feedforward neural network for improving the discrimination and generalization power. We also prove the convergence property of learning algorithm of the proposed recurrent neural network and analyze the performance of the proposed recurrent neural network by performing recognition experiments with the totally unconstrained handwritten numeral database of Concordia University of Canada. Experimental results confirmed that the proposed recurrent neural network improves the discrimination and generalization power in recognizing spatial patterns.

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SOME PROPERTIES OF THE STRONG CHAIN RECURRENT SET

  • Fakhari, Abbas;Ghane, Fatomeh Helen;Sarizadeh, Aliasghar
    • Communications of the Korean Mathematical Society
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    • v.25 no.1
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    • pp.97-104
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    • 2010
  • The article is devoted to exhibit some general properties of strong chain recurrent set and strong chain transitive components for a continuous map f on a compact metric space X. We investigate the relation between the weak shadowing property and strong chain transitivity. It is shown that a continuous map f from a compact metric space X onto itself with the average shadowing property is strong chain transitive.

ON A CLASS OF GENERALIZED RECURRENT (k, 𝜇)-CONTACT METRIC MANIFOLDS

  • Khatri, Mohan;Singh, Jay Prakash
    • Communications of the Korean Mathematical Society
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    • v.35 no.4
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    • pp.1283-1297
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    • 2020
  • The goal of this paper is the introduction of hyper generalized 𝜙-recurrent (k, 𝜇)-contact metric manifolds and of quasi generalized 𝜙-recurrent (k, 𝜇)-contact metric manifolds, and the investigation of their properties. Their existence is guaranteed by examples.

SOME RECURRENT PROPERTIES OF LP-SASAKIAN NANIFOLDS

  • Venkatesha, Venkatesha;Somashekhara., P.
    • Korean Journal of Mathematics
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    • v.27 no.3
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    • pp.793-801
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    • 2019
  • The aim of the present paper is to study certain recurrent properties of LP-Sasakian manifolds. Here we first describe Ricci ${\eta}$-recurrent LP-Sasakian manifolds. Further we study semi-generalized recurrent and three dimensional locally generalized concircularly ${\phi}$-recurrent LP-Sasakian manifolds and got interesting results.

A study on the geometry of 2-dimensional re-manifold $X_2$

  • Hwang, In-Ho
    • Journal of the Korean Mathematical Society
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    • v.32 no.2
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    • pp.301-309
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    • 1995
  • Manifolds with recurrent connections have been studied by many authors, such as Chung, Datta, E.M.Patterson, M.Prvanovitch, Singal, and TAkano, etc (refer to [2] and [3]). Examples of such manifolds are those of recurrent curvature, Ricci-recurrent manifolds, and birecurrent manifolds.

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The Clinical Analysis of Recurrent Bell's Palsy (재발 벨마비의 임상 분석)

  • Kim, Kyung Jib;Seok, Jung Im;Lee, Dong Kuck
    • Annals of Clinical Neurophysiology
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    • v.10 no.1
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    • pp.38-42
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    • 2008
  • Background: Idiopathic facial nerve palsy, or Bell's palsy (BP), is a common and important disease. Recurrent Bell's palsy has been known as a rare entity with only a few cases in the literature. Methods: A total of 111 consecutive patients with acute BP patients were enrolled at Daegu Catholic University Hospital from July 2005 to March 2007. We classified the patients into two groups - single BP and recurrent BP - and compared them by demographic data, clinical features, MRI findings and prognosis. The degree of BP was graded according to the House and Brackmann facial nerve grading system. Results: Recurrent BP was observed in 10 (9%) patients. The number of recurrence was varied from 2 to 5. The mean age of first attack in recurrent BP was $35.70{\pm}23.65$ years old and was earlier than that of the single BP ($50.94{\pm}16.21$ year). The larger proportion of the single BP had an abnormal enhancement of affected facial nerve (91.3%) than the recurrent BP (50%). The recurrent BP showed worse prognosis than the single BP. The associated conditions, etiology, and clinical features were similar between two groups. Conclusions: In comparison with single BP, recurrent BP showed earlier onset of first BP attack, less frequent abnormal enhancement of facial nerve on MRI, and worse prognosis.

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Recurrent dipolarizations of near-Earth magnetotail during high-speed solar wind streamers

  • Lee, En-Sang;Parks, George K.;Wilber, Mark;Lin, Naiguo;Lee, Dae-Young;Kim, Khan-Hyuk
    • The Bulletin of The Korean Astronomical Society
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    • v.36 no.2
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    • pp.94.1-94.1
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    • 2011
  • Recurrent substorms occur when high-speed solar wind streamers pass by Earth's magnetosphere. Most of the previous researches have been done using the observations obtained at the geosynchronous orbit focusing on the relationship between the solar wind disturbances and the occurrence of substorms. However, it is important to investigate the dynamics of the magnetotail because the magnetotail is the place where substorms develop. In this study we investigated the observations of recurrent dipolarizations in the near-Earth magnetotail that occurred during high-speed solar wind streamers. The dipolarizations and subsequent stretchings have occurred for more than three days with the average period of ~2 - 3 hours. The average period of ~2 - 3 hours is consistent with the average occurrence period of recurrent substorms. Also, the observed signatures on the geosynchronous orbit and the ground show recurrent substorms have occurred during the event. These suggest that the recurrent dipolarizations in the near-Earth magnetotail should be closely related to the recurrent substorms. On the other hand, there was no clear flow activities directly associated with the dipolarizations, except for some intermittent bursty flow activities. We will discuss the detailed characteristics of the dipolarizations and the relationship with recurrent substorms.

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