• Title/Summary/Keyword: Soft Margin

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Support Vector Machines Controlling Noise Influence Effectively (서포트 벡터 기계에서 잡음 영향의 효과적 조절)

  • Kim, Chul-Eung;Yoon, Min
    • The Korean Journal of Applied Statistics
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    • v.16 no.2
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    • pp.261-271
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    • 2003
  • Support Vector Machines (SVMs) provide a powerful performance of the learning system. Generally, SVMs tend to make overfitting. For the purpose of overcoming this difficulty, the definition of soft margin has been introduced. In this case, it causes another difficulty to decide the weight for slack variables reflecting soft margin classifiers. Especially, the error of soft margin algorithm can be bounded by a target margin and some norms of the slack vector. In this paper, we formulate a new soft margin algorithm considering the bound of corruption by noise in data directly. Additionally, through a numerical example, we compare the proposed method with a conventional soft margin algorithm.

Improving the Generalization Error Bound using Total margin in Support Vector Machines (서포트 벡터 기계에서 TOTAL MARGIN을 이용한 일반화 오차 경계의 개선)

  • Yoon, Min
    • The Korean Journal of Applied Statistics
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    • v.17 no.1
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    • pp.75-88
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    • 2004
  • The Support Vector Machine(SVM) algorithm has paid attention on maximizing the shortest distance between sample points and discrimination hyperplane. This paper suggests the total margin algorithm which considers the distance between all data points and the separating hyperplane. The method extends existing support vector machine algorithm. In addition, this newly proposed method improves the generalization error bound. Numerical experiments show that the total margin algorithm provides good performance, comparing with the previous methods.

Soft Error Rate Simulator for DRAM (DRAM 소프트 에러율 시뮬레이터)

  • Shin, Hyung-Soon
    • Journal of the Korean Institute of Telematics and Electronics D
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    • v.36D no.2
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    • pp.55-61
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    • 1999
  • A soft error rate (SER) simulator for DRAM was developed. In comparison to the other SER simulator using device simulator or Monte Carlo simulator, the proposed simulator substantially reduced the CPU time using an analytical model for the alpha-particle-induced charge collection. By analysing the soft error modes in DRAM, the bit-bar mode was identified as the main cause of soft error. Using the new SER simulator, SER of 256M DRAM was investigated and it was found that the storage capacitance had a 5fF margin.

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The significance of soft tissue for maintenance of prosthesis (보철 건강유지를 위한 연조직의 중요성)

  • Kim, Ok-Su
    • The Journal of the Korean dental association
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    • v.48 no.9
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    • pp.664-669
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    • 2010
  • All prosthetic and restorative therapies require a healthy periodontium as a prerequisite for success. Understanding of the concepts of periodontal-restrorative interaction, especially with regard to interactions at the gingival margin is important. The aim of this article gives the information about the essential considering factor for successful prosthesis; biologic width, periodontal biotype, width of attached gingiva, margin of restoration. If a restorative margin must be extended below the gingival margin, it is critical that adequate band of attached gingiva is present, the margin does not violate the biologic width, the margin is closed and properly finished.

Characterization and predictive value of volume changes of extremity and pelvis soft tissue sarcomas during radiation therapy prior to definitive wide excision

  • Gui, Chengcheng;Morris, Carol D.;Meyer, Christian F.;Levin, Adam S.;Frassica, Deborah A.;Deville, Curtiland;Terezakis, Stephanie A.
    • Radiation Oncology Journal
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    • v.37 no.2
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    • pp.117-126
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    • 2019
  • Purpose: The purpose of this study was to characterize and evaluate the clinical significance of volume changes of soft tissue sarcomas during radiation therapy (RT), prior to definitive surgical resection. Materials and Methods: Patients with extremity or pelvis soft tissue sarcomas treated at our institution from 2013 to 2016 with RT prior to resection were identified retrospectively. Tumor volumes were measured using cone-beam computed tomography obtained daily during RT. Linear regression evaluated the linearity of volume changes. Kruskal-Wallis tests, Mann-Whitney U tests, and linear regression evaluated predictors of volume change. Logistic and Cox regression evaluated volume change as a predictor of resection margin status, histologic treatment response, and tumor recurrence. Results: Thirty-three patients were evaluated. Twenty-nine tumors were high grade. Prior to RT, median tumor volume was 189 mL (range, 7.2 to 4,885 mL). Sixteen tumors demonstrated significant linear volume changes during RT. Of these, 5 tumors increased and 11 decreased in volume. Myxoid liposarcoma (n = 5, 15%) predicted decreasing tumor volume (p = 0.0002). Sequential chemoradiation (n = 4, 12%) predicted increasing tumor volume (p = 0.008) and corresponded to longer times from diagnosis to RT (p = 0.01). Resection margins were positive in three cases. Five patients experienced local recurrence, and 7 experienced distant recurrence, at median 8.9 and 6.9 months post-resection, respectively. Volume changes did not predict resection margin status, local recurrence, or distant recurrence. Conclusion: Volume changes of pelvis and extremity soft tissue sarcomas followed linear trends during RT. Volume changes reflected histologic subtype and treatment characteristics but did not predict margin status or recurrence after resection.

Prognostic Factors of Soft Tissue Sarcomas - A Review of 94 Cases of Soft Tissue Sarcoma - (연부 조직 육종의 예후 인자)

  • Kim, Jae-Do;Jung, Chul-Yun;Son, Jeong-Hwan;Hong, Young-Gi;Son, Young-Chan;Park, Jeong-Ho
    • The Journal of the Korean bone and joint tumor society
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    • v.1 no.2
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    • pp.210-219
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    • 1995
  • Many different factors which may affect the prognosis of the soft tissue sarcomas have been reported by many authors ; Generally, tumor size, histologic type, surgical margin, and multi modality therapy therapy as the prognostic factors were reported. The objectives of this retrospective study of soft tissue sarcomas are : 1) to define more clearly prognostic variables that have significant predictive value for disease-free and overall survival ; and 2) to evaluate tumor histologic grade based upon extent of tumor necrosis as a means of stratifying more aggressive soft tissue sarcomas(grade II & III) of the extremities. We treated 94 patients who had soft tissue sarcoma of the extremities and trunk from May 1984 to September 1994(average duration of follow-up was 5 years ranging from 2 months to 10 years) and evaluated the prognostic factors of the soft tissue sarcomas; age, sex, depth, size, location, histologic type and grade, stage, therapy modality, surgical margin, local recurrence and distant metastasis. The results were as follows. 1. The patients with poorer prognosis were over the age of fifty, whose mass was deeply located, size of the mass was over 10cm in diameter, grade III in histology, who had local recurrence, metastasis, and received only surgery. 2. Among these prognostic factors, the most significant prognostic factor was histologic grade base upon extent of tumor necrosis.

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Influence of soft tissue and bone thickness on the dimensional change of peri-implant soft tissues;A clinical follow-up study (연조직 및 골 두께가 임플란트 주위 연조직 형태에 끼치는 영향에 관한 임상추적연구)

  • Chang, Moon-Taek
    • Journal of Periodontal and Implant Science
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    • v.35 no.1
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    • pp.187-197
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    • 2005
  • The aim of this study was to investigate the influence of peri-implant soft tissue and bone thickness on the early dimensional change of peri-implant soft tissue. Seventy-seven non-submerged implants of 39 patients which had been loaded more than 6 months were selected for the study. Following clinical parameters were measured; bucco-lingual bone width of the alveolar bone for implant placement before implant surgery; distance between implant shoulder and the first bone/implant contact at the surgery; presence of plaque, probing depth, bleeding on probing, width of keratinized mucosa, mucosa thickness, distance between implant shoulder and peri-implant mucosa, crown margin location at follow-up examination. The results showed that distance between implant shoulder and peri-implant mucosa (DIM) was correlated with probing depth and width of keratinized mucosa (p < 0.05). In addition, mucosa thickness was also correlated with probing depth (p<0.05). However, the bone width of alveolar bone and soft tissue thickness were not found to be correlated with DIM. It is important to understand the meaning of peri-implant tissue dimension in relation to dimensional changes of peri-implant soft tissue which designates appearance of implant-supported restorations. Future study is needed to elucidate the significance of the buccal bone thickness and soft tissue thickness with respect to the change of peri-implant soft tissue margin with the use of an instrument capable of measuring buccal bone thickness directly.

Leiomyosarcoma of the Face

  • Ko, Young-Il;Lim, Jin-Soo;Han, Ki-Taik;Kim, Min-Cheol
    • Archives of Craniofacial Surgery
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    • v.15 no.1
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    • pp.36-39
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    • 2014
  • Leiomyosarcoma is a rare form of soft tissue neoplasm, with only 1% to 5% occurring in the head and neck region. Current recommended treatment suggests surgical excision with a wide lateral margin, but no definite guidelines regarding excisional margin have been established yet. Recently, complete excision with a narrow surgical margin has been recommended, and the authors present a case of cutaneous leiomyosarcoma on the face that was successfully managed by complete removal with a narrow excisional margin. A 74-year-old woman presented with a 3 cm sized, rapidly growing cutaneous mass on her right preauricular area. Preoperative biopsy of the skin lesion suggested a cutaneous leiomyosarcoma. The authors performed complete surgical excision with a 1 cm lateral margin, and the resulting skin defect was repaired with bilateral V-Y advancement local flaps. Histopathology and immunohistochemistry evaluation confirmed a moderately differentiated cutaneous leiomyosarcoma, with negative margin involvement. The patient refused of any additional treatment, but showed no locoregional recurrence during the 1.5 years of postoperative follow-up period. With a regular postoperative follow-up, cutaneous leiomyosarcomas may be successfully treated with a narrow surgical margin.

Effect of Soft Handoff Technique on CDMA Cell Coverage in a Lognormally Shadowed Channel (전파음영 채널 환경에서 소프트 핸드오프 기법이 CDMA 셀룰러 시스템의 셀 커버리지에 미치는 영향)

  • Oh, Hyon-Kyu;Kim, Hang-Rae;Kim, Nam
    • The Journal of Korean Institute of Electromagnetic Engineering and Science
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    • v.12 no.6
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    • pp.871-881
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    • 2001
  • In this paper, the effect of soft handoff technique on CDMA cell coverage is analyzed in a lognormally shadowed channel, which uses the Hata propagation model, Also, the rate of increase for the cell coverage is analyzed by calculating the hard and soft handoff margin. When the outage probability is 0.02 and the standard deviation of the received signal is 2.5 dB in a lognormally shadowed channel, the transmit power of the mobile station which is located in the cell boundary is increased by the hard handoff margin of 5.13 dB and by the soft handoff margin of 3.68 dB, respectively. So, the rate of increase for the cell coverage is 1.39 in case of using the soft handoff technique. It is shown that if the (E$\_$b//N$\_$0/)$\_$req/ value is 7 dB, the cell coverage of the CDMA cellular system with soft handoff technique in city area is 3.33 km in case of the 850 MHz frequency and 1.36 km in case of the 1900 MHz frequency. Also, the accurate cell coverage with soft handoff technique is supported that could be serviced by the base-station in CDMA cellular system.

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A proposal of landmarks for craniofacial analysis using three-dimensional CT imaging (3차원 CT 영상을 이용한 두개악안면 분석을 위한 계측점의 제안)

  • Chang, Hye-Sook;Baik, Hyoung-Seon
    • The korean journal of orthodontics
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    • v.32 no.5 s.94
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    • pp.313-325
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    • 2002
  • Three-dimensional CT imaging is efficient in examining specific structures in the craniofacial area by reproducing actual measurements through minimization of errors from patient movement and image magnification. Due to the rapid development of digital image technology and the expansion of treatment range a need for developing three -dimensional analysis has become urgent. Therefore the purpose of this study was to evaluate the percentage of error and magnification of three-dimensional CT using a dried skull and Vworks $program^{TM}$ (Cybermed Inc., Seoul, Korea) and also to obtain landmarks that are easy to designate and reproduce in three-dimensional images using the Vmorph-proto $program^{TM}$ (Cybermed Inc., Seoul, Korea). The following conclusions were obtained, 1. In the comparison of actual measurements from the dried skull and the three-dimensional image obtained from the Vworks program, the mean error was 0.99mm and the magnification was 1.04%. 2. Clinically useful hard tissue landmarks from three-dimensional images were Supraorbitale, Lateral orbital margin, Infraorbitale, Nasion, ANS, A point, Zygomaticomaxilla, Upper incisor, Lower incisor, B point, pogonion, Menton, PNS, Condylar inner margin, Condylar outer margin, Porion, Condylion, Gonionl, Gonion2, Gonion3, Sigmoid notch and Basion. 3. Clinically useful soft tissue landmarks from three-dimensional images were Endocanthion, Exocanthion, Soft tissue Nasion, Pronasale, Alare lateralis, Upper nostril point, Lower nostril point, Subnasale, Upper lip point, Cheilion, Stomion, Lower lip center, Soft tissue B, Pogonion, Menton and Preaurale. The Vworks program can be considered a clinically efficient tool to produce and measure three-dimensional images. Most of the hard and soft tissue landmarks proposed above are anatomically important points which are also easily reproducible and designated. These landmarks can be beneficial in three-dimensional diagnosis and the prediction of changes before and after surgery.