• Title/Summary/Keyword: Over-estimation

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Non-intrusive Calibration for User Interaction based Gaze Estimation (사용자 상호작용 기반의 시선 검출을 위한 비강압식 캘리브레이션)

  • Lee, Tae-Gyun;Yoo, Jang-Hee
    • Journal of Software Assessment and Valuation
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    • v.16 no.1
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    • pp.45-53
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    • 2020
  • In this paper, we describe a new method for acquiring calibration data using a user interaction process, which occurs continuously during web browsing in gaze estimation, and for performing calibration naturally while estimating the user's gaze. The proposed non-intrusive calibration is a tuning process over the pre-trained gaze estimation model to adapt to a new user using the obtained data. To achieve this, a generalized CNN model for estimating gaze is trained, then the non-intrusive calibration is employed to adapt quickly to new users through online learning. In experiments, the gaze estimation model is calibrated with a combination of various user interactions to compare the performance, and improved accuracy is achieved compared to existing methods.

Assessing Estimation Methods of the Expected Crashes using Panel Traffic Crash Data (패널교통사고자료 기반 기대교통사고건수 추정기법 평가)

  • Sin, Gang-Won
    • Journal of Korean Society of Transportation
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    • v.29 no.1
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    • pp.103-111
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    • 2011
  • To evaluate highway safety countermeasures or identify high risk sites, the expected crashes for a site (or segment) have been estimated using the panel crash data. Past studies show that two different methods can be employed to estimate the expected crashes: observed crash based method and empirical Bayes (EB) method. This study conducts a simulation study to analyze how the estimation errors of the two estimates are affected by the different structures of the panel crash data and the presence of the change in safety over time. The results disclose that the estimation errors of the observed crash based estimates (i.e. the mean observed crash and comparative parallel estimate) are always greater than those of the EB estimates regardless of the structure of the panel crash data and the presence of the change in safety over time. Thus, it is highly recommended that the EB method be used in the study of traffic safety to obtain more reliable estimates for the expected crashes. In addition, this study corroborates that the estimation errors of the two estimates decrease as the analysis periods increase if safety does not change over time. Hence, it is also recommended that the 1-year analysis period used for identifying high risk sites in Korea be extended to produce more efficient estimates of the time-constant expected crashes.

Take-Over Time Determination for High-Velocity Targets in a Multiple Radar System (다중 레이다 시스템의 고속표적 인계 시점 결정기법 연구)

  • Park, Soon-Seo;Jang, Dae-Sung;Choi, Han-Lim;Kim, Eun-Hee;Sun, Woong;Lee, Jong-Hyun;Yoo, Dong-Gil
    • The Journal of Korean Institute of Electromagnetic Engineering and Science
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    • v.27 no.3
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    • pp.307-316
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    • 2016
  • A multiple radar system is comprised of early warning radar for fast detection of a target and air defense radar for precision intercept. For this reason, target take-over process is required between the two radars. The target take-over should be performed at an appropriate time by consideration of stable tracking and effective fire control. In this paper, operation characteristics of multiple radar system are analyzed and target take-over time determination method using estimation of target tracking performance is proposed for high-velocity targets. The proposed method is validated with ballistic target defense scenarios in the developed integrated simulator.

Estimation of De-jitter Buffering Time for MPEG-2 TS Based Progressive Streaming over IP Networks (IP 망을 통한 MPEG-2 TS 기반의 프로그레시브 스트리밍을 위한 de-jitter 버퍼링 시간 추정 기법)

  • Seo, Kwang-Deok;Kim, Hyun-Jung;Kim, Jin-Soo;Jung, Soon-Heung;Yoo, Jeong-Ju;Jeong, Young-Ho
    • Journal of Broadcast Engineering
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    • v.16 no.5
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    • pp.722-737
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    • 2011
  • In this paper, we propose an estimation of network jitter that occurs when transmitting TCP packets containing MPEG-2 TS in progressive streaming service over wired or wireless Internet networks. Based on the estimated network jitter size, we can calculate required de-jitter buffering time to absorb the network jitter at the receiver side. For this purpose, by exploiting the PCR timestamp existing in the TS packet header, we create a new timestamp information that is marked in the optional field of TCP packet header to estimate the network jitter. By using the proposed de-jitter buffering scheme, it is possible to employ the conventional T-STD buffer model without any modification in the progressive streaming service over IP networks. The proposed method can be applicable to the recently developed international standard, MPEG DASH (dynamic adaptive streaming over HTTP) technology.

Investigating Statistical Characteristics of Aerosol-Cloud Interactions over East Asia retrieved from MODIS Satellite Data (MODIS 위성 자료를 이용한 동아시아 에어로졸-구름의 통계적 특성)

  • Jung, Woonseon;Sung, Hyun Min;Lee, Dong-In;Cha, Joo Wan;Chang, Ki-Ho;Lee, Chulkyu
    • Journal of Environmental Science International
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    • v.29 no.11
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    • pp.1065-1078
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    • 2020
  • The statistical characteristics of aerosol-cloud interactions over East Asia were investigated using Moderate Resolution Imaging Spectroradiometer satellite data. The long-term relationship between various aerosol and cloud parameters was estimated using correlation analysis, principle component analysis, and Aerosol Indirect Effect (AIE) estimation. In correlation analysis, Aerosol Optical Depth (AOD) was positively Correlated with Cloud Condensation Nuclei (CCN) and Cloud Fraction (CF), but negatively correlated with Cloud Top Temperature (CTT) and Cloud Top Pressure (CTP). Fine Mode Fraction (FMF) and CCN were positively correlated over the ocean because of sea spray. In principle component analysis, AOD and FMF were influenced by water vapor. In particular, AOD was positively influenced by CF, and negatively by CTT and CTP over the ocean. In AIE estimation, the AIE value in each cloud layer and type was mostly negative (Twomey effect) but sometimes positive (anti-Twomey effect). This is related to regional, environmental, seasonal, and meteorological effects. Rigorous and extensive studies on aerosol-cloud interactions over East Asia should be conducted via micro- and macro-scale investigations, to determine chemical characteristics using various meteorological instruments.

Estimation of Uncertain Moving Object Location Data

  • Ahn Yoon-Ae;Lee Do-Yeol;Hwang Ho-Young
    • Journal of the Korea Computer Industry Society
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    • v.6 no.3
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    • pp.495-508
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    • 2005
  • Moving objects are spatiotemporal data that change their location or shape continuously over time. Their location coordinates are periodically measured and stored i3l the application systems. The linear function is mainly used to estimate the location information that is not in the system at the query time point. However, a new method is needed to improve uncertainties of the location representation, because the location estimation by linear function induces the estimation error. This paper proposes an application method of the cubic spline interpolation in order to reduce deviation of the location estimation by linear function. First, we define location information of the moving object on the two-dimensional space. Next, we apply the cubic spline interpolation to location estimation of the proposed data model and describe algorithm of the estimation operation. Finally, the precision of this estimation operation model is experimented. The experimentation comes out more accurate results than the method by linear function.

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Linear Algorithm for Motion Estimation from Point Correspondences over Two Perspective Views: How to Handle Degenerate Cases (선형해석버버에 의한 점대응 움직임 추정 연구 : Degenerate Case에 대한 대책에 관하여)

  • Shim, Young-Serk
    • Journal of the Korean Institute of Telematics and Electronics
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    • v.26 no.11
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    • pp.1850-1856
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    • 1989
  • For determining motion/structure of a 3-D rigid object from point correspondences over two perspective views, a linear algorithm was developed in Refs. 3 and 4. This algorithm fails when the 3-D points under observation satisfy certain geometrical constraints, as demonstrated in Refs. 7 and 8. In the present paper, we show that the linear algorithm can be resurrected in these degenerate cases by adding additional lower order polynomial constraints to original equations.

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Predictive Memory Allocation over Skewed Streams

  • Yun, Hong-Won
    • Journal of information and communication convergence engineering
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    • v.7 no.2
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    • pp.199-202
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    • 2009
  • Adaptive memory management is a serious issue in data stream management. Data stream differ from the traditional stored relational model in several aspect such as the stream arrives online, high volume in size, skewed data distributions. Data skew is a common property of massive data streams. We propose the predicted allocation strategy, which uses predictive processing to cope with time varying data skew. This processing includes memory usage estimation and indexing with timestamp. Our experimental study shows that the predictive strategy reduces both required memory space and latency time for skewed data over varying time.

Efficient Time Synchronization Scheme for OFDM based WLAN System (OFDM 기반 무선랜 시스템을 위한 효율적인 시간 동기 기법)

  • Cho, Mi-Suk;Kim, Jae-Seok
    • Proceedings of the IEEK Conference
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    • 2008.06a
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    • pp.199-200
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    • 2008
  • In this paper, efficient time synchronization scheme for OFDM based WLAN system and its performance simulation results are presented. Assuming AGC and packet detection is done within 7 short training symbols. This scheme consists of coarse and fine estimation, and exhibits robustness over fading and AWGN channel. The presented synchronization scheme achieves the success rate of about 96% over the SNR of 5 dB.

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ERROR ESTIMATION OVER THE POLYGONAL DOMAINS BY THE FINITE ELEMENT METHOD

  • Kim, Chang-Geun
    • Journal of applied mathematics & informatics
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    • v.9 no.1
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    • pp.311-320
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    • 2002
  • For second order linear elliptic problems over smooth domains, it is well known that the rate of convergence of the error in the $L_2$norm is one order higher than that in the $H^1$norm. For polygonal domains with reentrant corners, it has been shown in [15] that this extra order cannot be fully recovered when the h-version is used. We present theoretical and computational examples showing the sharpness of our results.