• Title/Summary/Keyword: count model

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Novel Frame Interpolation Method for High Image Quality LCDs

  • Itoh, Goh;Mishima, Nao
    • Journal of Information Display
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    • v.5 no.3
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    • pp.1-7
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    • 2004
  • We developed a novel frame interpolation method to interpolate a frame between two successive original frames. Using this method, we are able to apply a double-rate driving method instead of an impulse driving method where a black frame is inserted between two successive original frames. The double-rate driving method enables amelioration of the motion blur of LCDs caused by the characteristics of human vision without reducing the luminosity of the whole screen. The image quality of the double-rate driving method was also found to be better than that of an impulse driving method using our motion picture simulator and an actual panel. Our initial model of our frame interpolation method consists of motion estimation with a maximum matching pixel count estimation function, an area segmentation technique, and motion compensation with variable segmentation threshold. Although salt and pepper noise remained in a portion of an object mainly due to inaccuracy of motion estimation, we verified the validity of our method and the possibility of improvement in hold-type motion blurring.

Performance analysis of Various Embedding Models Based on Hyper Parameters (다양한 임베딩 모델들의 하이퍼 파라미터 변화에 따른 성능 분석)

  • Lee, Sanga;Park, Jaeseong;Kang, Sangwoo;Lee, Jeong-Eom;Kim, Seona
    • Annual Conference on Human and Language Technology
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    • 2018.10a
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    • pp.510-513
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    • 2018
  • 본 논문은 다양한 워드 임베딩 모델(word embedding model)들과 하이퍼 파라미터(hyper parameter)들을 조합하였을 때 특정 영역에 어떠한 성능을 보여주는지에 대한 연구이다. 3 가지의 워드 임베딩 모델인 Word2Vec, FastText, Glove의 차원(dimension)과 윈도우 사이즈(window size), 최소 횟수(min count)를 각기 달리하여 총 36개의 임베딩 벡터(embedding vector)를 만들었다. 각 임베딩 벡터를 Fast and Accurate Dependency Parser 모델에 적용하여 각 모들의 성능을 측정하였다. 모든 모델에서 차원이 높을수록 성능이 개선되었으며, FastText가 대부분의 경우에서 높은 성능을 내는 것을 알 수 있었다.

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An Analysis of Citation Counts of ETRI-Invented US Patents

  • Lee, Yong-Gil;Lee, Jeong-Dong;Song, Yong-Il
    • ETRI Journal
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    • v.28 no.4
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    • pp.541-544
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    • 2006
  • From its foundation until 2004, ETRI has registered over 1,000 US patents. This letter analyzes the characteristics of these patents and addresses the explanatory factors affecting their citation counts. For explanatory variables, research team related variables, invention specific variables, and geographical domain related variables are suggested. Zero-altered count data models are used to test the impact of independent variables. A key finding is that technological cumulativeness, the scale of invention, outputs in the electronic field, and the degree of dependence on the US technology domain positively affect the citation counts of ETRI-invented US patents. The magnitude of international presence appears to negatively affect the citation counts of ETRI-invented US patents.

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Modelling of I-V Characteristics of PV module with resistance variation (PV 모듈의 손실 저항 성분을 고려한 I-V 출력 모델링에 관한 연구)

  • Hong, Jong-Kyuong;Jung, Tae-Hee;Ryu, Se-Hwan;Won, Chang-Sub;Kang, Gi-Hwan;Ahn, Hyung-Keun;Han, Deuk-Young
    • Proceedings of the KIEE Conference
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    • 2008.10c
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    • pp.177-179
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    • 2008
  • This paper, we proposed the theoretical model which includes series resistance $R_s$ and shunt resistance $R_{sh}$ of single-crystalline PV module and used numerical method based on physics. Series resistance $R_s$ was derived from approach for p-n junction diode instead of established form obtained from the simulator with irradiance changes. Electrical output characteristics for PV modules to count the effect of $R_s$ were then studied. Finally simulation results were compared to experimental data leading to good agreement.

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Cross Section Visualizing System Using 3D Scanning Data (3D 스캐닝 데이터를 이용한 단면 형상 가시화 시스템)

  • Lee, Byeong-Hoon;Park, Sang-Ho
    • Proceedings of the KSME Conference
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    • 2003.11a
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    • pp.1769-1774
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    • 2003
  • Reverse Engineering has wasted high cost and much of time because there were few softwares for supporting post-process of 3D scanning efficiently. However today Reverse Engineering is attracted by various researchers on a count of its practical use and gradually improved quality. Accordingly, many industries induce the technology of Reverse Engineering. For keeping with this general trend, the algorithms of generating meshes from 3D scanning data and visualizing their cross section are suggested in this research. It is expected that output data from the algorithms can be used in inspecting errors between product designs and their final products, and in finding a way to improve quality by considering ideal model data.

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IEEE 802.11 Performance Improvement by Selecting Optimal Backoff Stage (최적 Backoff Stage 선택을 통한 IEEE 802.11 성능 개선)

  • Yoon, Hee-Don;Cho, Seong-Hwan;Kim, Eung-Sung
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.8 no.3
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    • pp.556-562
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    • 2007
  • In this paper we propose a new method which adjusts the collision resolution depending on busy status of the channel to improve performance of IEEE 802.11 DCF. This scheme reduces the number of collisions in wireless channel by decreasing the amount of movements of each station's backoff stage based on busy event count and the one stage backoff model. Through simulation, we compared the performance of our scheme with that of DCF, ADCF and SD.

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Hemopoietic Effects of Rhizoma Rehmanniae Preparata on Cyclophosphamide-Induced Pernicious Anemia in Rats (Cyclophosphamide로 Rat에 유도된 악성빈혈에 대한 숙지황의 증(蒸)수에 따른 치료효능에 관한 연구)

  • Ha, Chang-Su;Sung, Hyun-Jea;Zee, Ok-Pyo;Ma, Jin-Yeul
    • Korean Journal of Pharmacognosy
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    • v.31 no.3
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    • pp.325-334
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    • 2000
  • Rhizoma Rehmanniae Preparata is a Chinese herbal tonic. The hemopoietic effects of Rhizoma Rehmanniae Preparata(4-time steamed Jihwang, 4-time steamed double dose Jihwang, 8-time steamed Jihwang, 8-time steamed double dose Jihwang) were examined using in vitro rat(SD) model. Cyclophosphamide(150 mg/kg) was injected into experimental groups and control group to induce bone marrow suppression. Oral administration of Rhizoma Rehmanniae Preparata suppressed hormone levels of $T_4\;and\;T_3$. Reticulocyte count was increased by the bone marrow suppression.

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Variable selection in Poisson HGLMs using h-likelihoood

  • Ha, Il Do;Cho, Geon-Ho
    • Journal of the Korean Data and Information Science Society
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    • v.26 no.6
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    • pp.1513-1521
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    • 2015
  • Selecting relevant variables for a statistical model is very important in regression analysis. Recently, variable selection methods using a penalized likelihood have been widely studied in various regression models. The main advantage of these methods is that they select important variables and estimate the regression coefficients of the covariates, simultaneously. In this paper, we propose a simple procedure based on a penalized h-likelihood (HL) for variable selection in Poisson hierarchical generalized linear models (HGLMs) for correlated count data. For this we consider three penalty functions (LASSO, SCAD and HL), and derive the corresponding variable-selection procedures. The proposed method is illustrated using a practical example.

Crime hotspot prediction based on dynamic spatial analysis

  • Hajela, Gaurav;Chawla, Meenu;Rasool, Akhtar
    • ETRI Journal
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    • v.43 no.6
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    • pp.1058-1080
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    • 2021
  • Crime is not a completely random event but rather shows a pattern in space and time. Capturing the dynamic nature of crime patterns is a challenging task. Crime prediction models that rely only on neighborhood influence and demographic features might not be able to capture the dynamics of crime patterns, as demographic data collection does not occur frequently and is static. This work proposes a novel approach for crime count and hotspot prediction to capture the dynamic nature of crime patterns using taxi data along with historical crime and demographic data. The proposed approach predicts crime events in spatial units and classifies each of them into a hotspot category based on the number of crime events. Four models are proposed, which consider different covariates to select a set of independent variables. The experimental results show that the proposed combined subset model (CSM), in which static and dynamic aspects of crime are combined by employing the taxi dataset, is more accurate than the other models presented in this study.

A Practical Protocol of Zebrafish Heart Rate Measurement for High School Students

  • Cho, Jeong Hoon
    • Journal of Integrative Natural Science
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    • v.14 no.4
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    • pp.155-158
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    • 2021
  • To study the effects of hormones and neurotransmitters, zebrafish (Danio rerio) are a great substitute for water fleas (Daphnia). The zebrafish is an ideal vertebrate model because it has a transparent embryonic stage. It is easy to get consistent heart rate measurements in embryonic zebrafish when treating them with hormones and neurotransmitters. To observe the heart rate, two to three embryonic zebrafish are anesthetized with MS-222 and then transferred to a glass slide specifically designed for heart observation and easy application of various chemicals. After the heartbeats are counted for 2 minutes, apply either 100 µM epinephrine or 100 µM acetylcholine to the zebrafish. Wait 5, 10, and 20 minutes and count the heartbeats at each time point. All procedures are repeated three times. The final results are averaged and analyzed by using statistical methods. The above method which we have developed is practical enough for high school students to measure the heart rate in zebrafish under various conditions and to analyze the data set.