• Title/Summary/Keyword: Hit Ratio

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A new hit-and-miss ratio transform and its application to warning sign segmentation (새로운 hit-and-miss 비변환과 주의 표시분할에의 응용)

  • 오주환;최태영
    • Journal of the Korean Institute of Telematics and Electronics B
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    • v.33B no.3
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    • pp.120-125
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    • 1996
  • A new hit-and-miss ratio transform is introduced as a modified hit-and-miss transform to be robust to noise, which uses a quasi-matching technique based on the fitting ratio functions. And a new gray-level object segmentation algorithm is proposed, which is based on the hit-and-miss ratio transform and threshold decomposition. The proposed segmentation images, and is similarly applicable to segmentation of an object with specific shapes form natural real images.

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Cache Policies for WWW Sewers to Reduce Workload (웹 서버 작업부하 감소를 위한 캐시 정책)

  • Lim Jaehyun
    • Journal of Internet Computing and Services
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    • v.5 no.6
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    • pp.103-110
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    • 2004
  • In this paper we study and analyze the influence of caching strategies on the performance of WWW servers, We propose a new strategy called file type based caching that aims to obtain a well-balanced mixture between large and small files in the cache, and moreover, it provides good performance for both small and large file as expected, By using the type based caching good results are obtained for both the hit rate and the byte hit rate.

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A Proposal for Hit Ratio Improvement of a Microprocessor's Cache Memory (마이크로프로세서 캐쉬메모리의 적중률 개선을 위한 제안)

  • 조용훈;김정선
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.25 no.4B
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    • pp.783-787
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    • 2000
  • A microprocessor, which is used as a CPU for state-of-the-art personal computers, adopts 256KB or 512KB L2(Level 2) cache memory. This cache hires Direct Mapping Procedure, 32B Line Size, and no Write Allocation. In this cache architecture, we can expert about 2.5% hit ratio improvement by using 8-way Set Associative Mapping instead of Direct Mapping, 128B Line Size instead of 32B, and Write Allocation.

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Comparison of Performance Measures for Credit-Card Delinquents Classification Models : Measured by Hit Ratio vs. by Utility (신용카드 연체자 분류모형의 성능평가 척도 비교 : 예측률과 유틸리티 중심으로)

  • Chung, Suk-Hoon;Suh, Yong-Moo
    • Journal of Information Technology Applications and Management
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    • v.15 no.4
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    • pp.21-36
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    • 2008
  • As the great disturbance from abusing credit cards in Korea becomes stabilized, credit card companies need to interpret credit-card delinquents classification models from the viewpoint of profit. However, hit ratio which has been used as a measure of goodness of classification models just tells us how much correctly they classified rather than how much profits can be obtained as a result of using classification models. In this research, we tried to develop a new utility-based measure from the viewpoint of profit and then used this new measure to analyze two classification models(Neural Networks and Decision Tree models). We found that the hit ratio of neural model is higher than that of decision tree model, but the utility value of decision tree model is higher than that of neural model. This experiment shows the importance of utility based measure for credit-card delinquents classification models. We expect this new measure will contribute to increasing profits of credit card companies.

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Design of Hierarchical Classifier for Classifying Defects of Cold Mill Strip using Neural Networks (신경회로망을 이용한 냉연 표면흠 분류를 위한 계층적 분류기의 설계)

  • Kim, Kyoung-Min;Lyou, Kyoung;Jung, Woo-Yong;Park, Gwi-Tae;Park, Joong-Jo
    • Journal of Institute of Control, Robotics and Systems
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    • v.4 no.4
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    • pp.499-505
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    • 1998
  • In developing an automated surface inspect algorithm, we have designed a hierarchical classifier using neural network. The defects which exist on the surface of cold mill strip have a scattering or singular distribution. We have considered three major problems, that is preprocessing, feature extraction and defect classification. In preprocessing, Top-hit transform, adaptive thresholding, thinning and noise rejection are used Especially, Top-hit transform using local minimax operation diminishes the effect of bad lighting. In feature extraction, geometric, moment, co-occurrence matrix, and histogram ratio features are calculated. The histogram ratio feature is taken from the gray-level image. For defect classification, we suggest a hierarchical structure of which nodes are multilayer neural network classifiers. The proposed algorithm reduced error rate by comparing to one-stage structure.

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Deep Reinforcement Learning-Based Edge Caching in Heterogeneous Networks

  • Yoonjeong, Choi; Yujin, Lim
    • Journal of Information Processing Systems
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    • v.18 no.6
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    • pp.803-812
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    • 2022
  • With the increasing number of mobile device users worldwide, utilizing mobile edge computing (MEC) devices close to users for content caching can reduce transmission latency than receiving content from a server or cloud. However, because MEC has limited storage capacity, it is necessary to determine the content types and sizes to be cached. In this study, we investigate a caching strategy that increases the hit ratio from small base stations (SBSs) for mobile users in a heterogeneous network consisting of one macro base station (MBS) and multiple SBSs. If there are several SBSs that users can access, the hit ratio can be improved by reducing duplicate content and increasing the diversity of content in SBSs. We propose a Deep Q-Network (DQN)-based caching strategy that considers time-varying content popularity and content redundancy in multiple SBSs. Content is stored in the SBS in a divided form using maximum distance separable (MDS) codes to enhance the diversity of the content. Experiments in various environments show that the proposed caching strategy outperforms the other methods in terms of hit ratio.

Cytoprotective Effect of Ethanol Extract from Maesil (Prunus mume Sieb. et Zucc.) on Alloxan-induced Oxidative Damage in Pancreatic-cell, HIT-T15 (Alloxan에 의한 HIT-T15 세포의 산화적 손상에 대한 매실(Prunus mume Sieb. et Zucc.) 주정추출물의 세포보호효과)

  • Kim, In-Hye;Kim, Jong-Bae;Cho, Kang-Jin;Kim, Jae-Hyun;Om, Ae-Son
    • Korean Journal of Plant Resources
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    • v.25 no.2
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    • pp.184-192
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    • 2012
  • The present study was designed to examine the potential antidiabetic and antioxidant effect of ethanol extract from $Prunus$ $mume$ fruit (PME) against alloxan-induced oxidative stress in pancreatic ${\beta}$-cells, HIT-T15. To evaluate the antidiabetic effect of PME, 3-(4,5-dimethylthiazolyl-2)-2,5-diphenyltetrazoliu bromide (MTT) cell proliferation assay, lactate dehydrogenase (LDH) release assay, $NAD^+$/NADH ratio and insulin secretion were assessed. We also measured its antioxidant effect against alloxan-induced oxidative stress in the cells by assessing the levels of the antioxidant enzymes including superoxide dismutase (SOD), glutathione S-transferase (GST), glutathione reductase (GR) and glutathione peroxidase (GPx). The results of this analysis showed that alloxan significantly decreased cell viability, increased LDH leakage, and lowered $NAD^+$ /NADH ratio and insulin secretion in HIT-T15 cells. However, PME significantly increased the viability of alloxan-treated cells and lowered LDH leakage. The intracellular $NAD^+$ /NADH ratio and insulin secretion were also increased by 1.5~1.9-fold and 1.4-fold, respectively, after treatment with the PME. The HIT-T15 cells treated with alloxan showed significant decreases in the activities of antioxidant enzymes, while PME significantly elevated the levels of antioxidant enzymes. Based on these results, we suggest that PME could have a protective effect against the cytotoxicity and dysfunction of pancreatic ${\beta}$-cells in the presence of alloxan-induced oxidative stress.

Developing a Combined Forecasting Model on Hospital Closure (병원도산의 예측모형 개발연구)

  • 정기택;이훈영
    • Health Policy and Management
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    • v.10 no.2
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    • pp.1-21
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    • 2000
  • This study reviewde various parametic and nonparametic method for forexasting hospital closures in Korea. We compared multivariate discriminant analysis, multivartiate logistic regression, classfication and regression tree, and neural network method based on hit ratio of each model for forecasting hospital closure. Like other studies in the literture, neural metwork analysis showed highest average hit ratio. For policy and business purposes, we combined the four analytical method and constructed a foreasting model that can be easily used to predict the probabolity of hospital closure given financial information of a hospital.

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Efficient Document Replacement Policy by Web Site Popularity

  • Han, Jun-Tak
    • International Journal of Contents
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    • v.3 no.1
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    • pp.14-18
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    • 2007
  • General replacement policy includes document-based LRU or LFU technique and other various replacement policies are used to replace the documents within cache effectively. But, these replacement policies function only with regard to the time and frequency of document request, not considering the popularity of each web site. In this paper, we present the document replacement policies with regard to the popularity of each web site, which are suitable for modern network environments to enhance the hit-ratio and efficiently manage the contents of cache by effectively replacing documents on intermittent requests by new ones.

The Protective Effects of Chrysanthemum cornarium L. var. spatiosum Extract on HIT-T15 Pancreatic β-Cells against Alloxan-induced Oxidative Stress (Alloxan에 의한 HIT-T15 세포 손상에 대한 쑥갓주정추출물의 세포보호효과)

  • Kim, In-Hye;Cho, Kang-Jin;Ko, Jeong-Sook;Kim, Jae-Hyun;Om, Ae-Son
    • The Korean Journal of Food And Nutrition
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    • v.25 no.1
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    • pp.123-131
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    • 2012
  • The objective of the present study was to evaluate the potential antidiabetic and antioxidant effect of the ethanol extract from Chrysanthemum cornarium L. var. spatiosum(CSE) against alloxan-induced oxidative stress in pancreatic ${\beta}$-cells, HIT-T15. In this study, the antidiabetic effect of CSE was examined using the 3-(4,5-dimethylthiazolyl-2)-2,5-diphenyltetrazoliu bromide(MTT) cell proliferation assay, lactate dehydrogenase(LDH) release assay, $NAD^+$/NADH ratio and insulin secretion. To further investigate whether CSE is involved in the antioxidant activity of alloxan-damaged HIT-T15 cells, its antioxidant effect against alloxan-induced oxidative stress was measured in HIT-T15 cells by determining the levels of antioxidant enzymes including superoxide dismutase(SOD), glutathione S-transferase(GST), glutathione reductase(GR) and glutathione peroxidase(GPx). The results of this analysis showed that alloxan significantly decreased cell viability, increased LDH leakage, and lowered $NAD^+$/NADH ratio and insulin secretion in HIT-T15 cells. However, CSE significantly increased the viability of alloxan-treated cells and lowered LDH leakage. The intracellular NAD+/NADH ratio and insulin secretion were also significantly increased by 1.7-fold and 1.3-fold, respectively, after treatment with 100 ${\mu}g/m{\ell}$ CSE. The HIT-T15 cells treated with alloxan showed significant decreases in the activities of antioxidant enzymes, while CSE significantly elevated the levels of antioxidant enzymes. These findings suggest that CSE could have a protective effect against cytotoxicity and dysfunction of pancreatic cells in the presence of alloxan-induced oxidative stress.