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A Method for Spam Message Filtering Based on Lifelong Machine Learning (Lifelong Machine Learning 기반 스팸 메시지 필터링 방법)

  • Ahn, Yeon-Sun;Jeong, Ok-Ran
    • Journal of IKEEE
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    • v.23 no.4
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    • pp.1393-1399
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    • 2019
  • With the rapid growth of the Internet, millions of indiscriminate advertising SMS are sent every day because of the convenience of sending and receiving data. Although we still use methods to block spam words manually, we have been actively researching how to filter spam in a various ways as machine learning emerged. However, spam words and patterns are constantly changing to avoid being filtered, so existing machine learning mechanisms cannot detect or adapt to new words and patterns. Recently, the concept of Lifelong Learning emerged to overcome these limitations, using existing knowledge to keep learning new knowledge continuously. In this paper, we propose a method of spam filtering system using ensemble techniques of naive bayesian which is most commonly used in document classification and LLML(Lifelong Machine Learning). We validate the performance of lifelong learning by applying the model ELLA and the Naive Bayes most commonly used in existing spam filters.

Case of making maxillary palatal augmentation complete denture for patient with dysphagia after partial glossectomy (부분 혀 절제술로 인해 연하 장애가 있는 환자에서 상악 구개 증대 총의치 제작 증례)

  • Kim, Hyung-Seok;Park, Ji-Young;Yim, Sun-Young;Heo, Yu-Ri;Son, Mee-Kyoung
    • Journal of Dental Rehabilitation and Applied Science
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    • v.34 no.3
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    • pp.239-245
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    • 2018
  • If complication arises after glossectomy which leads to trouble in forming food bolus or transfer of the food, it is possible that either food bolus may block the airway or dysphagia may occur as the food bolus goes down into the airway. To solve the issue, palatal augmentation prosthesis could be used. In this case, the patient with an oral cancer is having difficulties swallowing food after glossectomy. Through taking impressions of polishing surface of his denture referring his tongue movement, the complete denture for the upper jaw was created using the concept of palatal augmentation prosthesis. This new upper denture increases the palatal-tongue contact pressure, allowing the patient to perform better swallowing and better pronunciation.

The Relationship between Neurocognitive Functioning and Emotional Recognition in Chronic Schizophrenic Patients (만성 정신분열병 환자들의 인지 기능과 정서 인식 능력의 관련성)

  • Hwang, Hye-Li;Hwang, Tae-Yeon;Lee, Woo-Kyung;Han, Eun-Sun
    • Korean Journal of Biological Psychiatry
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    • v.11 no.2
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    • pp.155-164
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    • 2004
  • Objective:The present study examined the association between basic neurocognitive functions and emotional recognition in chronic schizophrenia. Furthermore, to Investigate cognitive variable related to emotion recognition in Schizophrenia. Methods:Forty eight patients from the Yongin Psychiatric Rehabilitation Center were evaluated for neurocognitive function, and Emotional Recognition Test which has four subscales finding emotional clue, discriminating emotions, understanding emotional context and emotional capacity. Measures of neurocognitive functioning were selected based on hypothesized relationships to perception of emotion. These measures included:1) Letter Number Sequencing Test, a measure of working memory;2) Word Fluency and Block Design, a measure of executive function;3) Hopkins Verbal Learning Test-Korean version, a measure of verbal memory;4) Digit Span, a measure of immediate memory;5) Span of Apprehension Task, a measure of early visual processing, visual scanning;6) Continuous Performance Test, a measure of sustained attention functioning. Correlation analyses between specific neurocognitive measures and emotional recognition test were made. To examine the degree to which neurocognitive performance predicting emotional recognition, hierarchical regression analyses were also made. Results:Working memory, and verbal memory were closely related with emotional discrimination. Working memory, Span of Apprehension and Digit Span were closely related with contextual recognition. Among cognitive measures, Span of Apprehension, Working memory, Digit Span were most important variables in predicting emotional capacity. Conclusion:These results are relevant considering that emotional information processing depends, in part, on the abilities to scan the context and to use immediate working memory. These results indicated that mul- tifaceted cognitive training program added with Emotional Recognition Task(Cognitive Behavioral Rehabilitation Therapy added with Emotional Management Program) are promising.

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Region-based Image retrieval using EHD and CLD of MPEG-7 (MPEG-7의 EHD와 CLD를 조합한 영역기반 영상검색)

  • Ryu Min-Sung;Won Chee Sun
    • Journal of the Institute of Electronics Engineers of Korea CI
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    • v.43 no.1 s.307
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    • pp.27-34
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    • 2006
  • In this paper, we propose a combined region-based image retrieval system using EHD(Edge Histogram Descriptor) and CLD(Color Layout Descriptor) of MPEG-7 descriptors. The combined descriptor can efficiently describe edge and color features in terms of sub-image regions. That is, the basic unit for the selection of the region-of-interest (ROI) in the image is the sub-image block of the EHD, which corresponds to 16 (i.e., $4{\times}4)$ non-overlapping image blocks in the image space. This implies that, to have a one-to-one region correspondence between ELE and CLD, we need to take an $8{\times}8$ inverse DCT (IDCT) for the CLD. Experimental results show that the proposed retrieval scheme can be used for image retrieval with the ROI based image retrieval for MPEG-7 indexed images.

Walking assistance system using texture for visually impaired person (질감 특징을 이용한 시각장애인용 보행유도 시스템)

  • Weon, Sun-Hee;Choi, Hyun-Gil;Kim, Gye-Young
    • Journal of the Korea Society of Computer and Information
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    • v.16 no.9
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    • pp.77-85
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    • 2011
  • In this paper, we propose an region segmentation and texture based feature extraction method which split the pavement and roadway from the camera which equipped to the visually impaired person during a walk. We perform the hough transformation method for detect the boundary between pavement and roadway, and devide the segmented region into 3-level according to perspective. Next step, split into pavement and roadway according to the extracted texture feature of segmented regions. Our walking assistance system use rotation-invariant LBP and GLCM texture features for compare the characteristic of pavement block with various pattern and uniformity roadway. Our proposed method show that can segment two regions with illumination invariant in day and night image, and split there regions rotation and occlution invariant in complexed outdoor image.

A Study on Primary Factors of Station Building Convenient Facilities for Railroad Station Area Development Using AHP (AHP를 이용한 철도역세권개발사업의 역사편의시설 중요요인에 관한 연구)

  • Ko, Young-Sun;Chung, Jae-Ho
    • Proceedings of the KSR Conference
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    • 2010.06a
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    • pp.730-738
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    • 2010
  • In the development of railroad station area, there are many factors about business management, but the interest of railroad users is an important factor as customer satisfaction. It is necessary to have the quality estimation of railroad service, and important factors of service as customer satisfaction aspects can be supply, reliability, convenience, and safety. In this study, primary factors are deduced in the efficiency aspects of railroad station facilities from analyzing relative importance index using AHP(Analytic Hierarchy Process) methods. The most high rank important factor is railroad station user facilities, and the AHP importance index of passenger facilities and elevator facilities for KORAIL personnel and facility users is index. The third of KORAIL personnel is movement facilities, but facility users index is sanitation. And the low important factors of KORAIL personnel and facility users are shown as the platform in passenger facilities, the rest facilities in waiting room, the escalator in going up and coming down facilities, the escalator in movement facilities, the raised letters block in guide facilities, and the parking lot in subsidiary facilities.

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Relaxation Effects of Corni Fructus Water Extract on Corpus Cavernosum (음경해면체에 미치는 산수유(山茱萸) 물 추출물의 이완효과)

  • Park, Sun Young;Ahn, Sang Hyun;Kim, Ho Hyun
    • Journal of Physiology & Pathology in Korean Medicine
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    • v.31 no.6
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    • pp.341-347
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    • 2017
  • To investigate the effect of Corni Fructus(CF) water extracts on the relaxation of the corpus cavernosum, organ bath studies, histochemical and immunohistochemical methods were used and obtained the following results. In the organ bath study, the maximal contraction of the corpus cavernosum tissue by PE showed a significant relaxation effect at $3.0mg/m{\ell}$ of CF water extract. When ${\text\tiny{L}}$-NNA was pretreated corpuscular relaxation effect of CF water extract was significantly inhibited compared without ${\text\tiny{L}}$-NNA pretreatment. In $Ca^{2+}$-free solution, the increase of contraction due to $Ca^{2+}$ influx significantly inhibited in the pretreatment compared with no pretreatment of CF water extract. Histochemical and immunohistochemical studies showed that the ratio of smooth muscle to collagen fiber was increased in the CF group compared to the PE group in the corpus cavernosum, and the eNOS positive reaction increased and the PDE5 positive reaction decreased. These results suggest that CF extract has increased NO production through activation of eNOS and inhibited the action of PDE5 to block the extracellular $Ca^{2+}$ influx, thereby relaxing the smooth muscle of the corpus cavernosum.

Inhibitory Effects of Phylligenin on the Proliferation of Cultured Rat Neural Progenitor Cells

  • Lee, Sung-Hoon;Go, Hyo-Sang;Choi, Chang-Soon;Cheong, Jae-Hoon;Han, Sun-Young;Bae, Ki-Hwan;Ko, Kwang-Ho;Park, Seung-Hwa
    • Biomolecules & Therapeutics
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    • v.18 no.1
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    • pp.48-55
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    • 2010
  • Neural progenitor cells (NPCs) differentiate into astrocytes, neurons and oligodendrocytes, which is controlled by various factors in brain. Recent evidences suggest that small molecules modulating the proliferation and differentiation of NPCs may have therapeutic value as well as the potential use as chemical probes. Phylligenin is a lignan with anti-inflammatory activity that is isolated from the fruits of Forsythia koreana. We investigated effects of phylligenin on proliferation and differentiation of NPCs. Treatment of phylligenin decreased the number of proliferating NPCs in culture without effects on the differentiation and survival of neural cells such as neurons and astrocytes. To examine the mechanism of the decreased NPCs number, we performed cell cycle analysis. Proliferation of NPCs was decreased via G1-S transition block by phylligenin treatment, and it was mediated by the increase of p21 level. However, phylligenin did not induce apoptosis of NPCs as determined by TUNEL assay and PARP cleavage. We also found that viability of glioma cell lines such as C6 and U87MG glioma cells, but not that of primary neuron and astrocyte, was inhibited by phylligenin. These results suggest that phylligenin selectively inhibits proliferation of rapidly growing cells such as neural stem cells and glioma cells. Given that the possible role of brain tumor stem cells in the pathology of brain cancers, the inhibitory effects of phylligenin might be useful in the development of new therapeutic agents against brain cancers.

Botulinum A toxin for the treatment of focal hyperhidrosis -5 cases- (국소화 다한증에 대해 보툴리늄 독소를 이용한 치료 -5례보고-)

  • Lee, Song-Am;Kim, Kwang-Taik;Park, Sung-Min;Chung, Bong-Kyu;Sun, Kyung;Kim, Hyoung-Mook;Lee, IIn-Sung
    • Journal of Chest Surgery
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    • v.33 no.3
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    • pp.268-272
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    • 2000
  • Thoracic sympathicotomy has been used safely and successfully to treat essential hyperhidrosis. However, it has been difficult to treat compansatory hyperhidrosis after thoracic sympathicotomy and focal hyperhidrosis. The sweat glands were innervated by post-ganglionic sympathetic fibers with acetylcholic serving as the transmitter. Botulinum A toxin has been reported to block neuro-transmission at the cholinergic autonomic nerve terminals. Prospecting its effect for the sweat gland, we treated 5 patients with focal hyperhidrosis with botulinum A toxin. Three patients received bilateral thoracic sympathectomy (1 case) and sympathicotomy(2 case) via VAT. The hyperhidrosis area was marked with betadine and was subdivided into squares of 2$\times$2 cm(4$\textrm{cm}^2$) each. Botulinum A toxin was injected intracutaneously in a dosage of 2.5U/0.1ml(100U/4ml) /4$\textrm{cm}^2$. A total dose of 100U of Botulinum A toxin was injected into the affected sites. Subjective assessment of sweat production by the patients using a visual analogue scale showed a 20~70% improvement. During the follow-up period, no toxic effects were observed.

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Assessment of Road Traffic Noise by Apartment Floor and Arrangement Construction of Building in Apartment Complex (아파트단지에서 아파트 층별 및 배치구조에 따른 도로교통소음 평가)

  • Lee Nae-Hyun;Sun Woo-Young;Cho Ki-Chul;Zoh Kyung-Duk;Cho Il-Young
    • Journal of Environmental Health Sciences
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    • v.32 no.2 s.89
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    • pp.118-125
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    • 2006
  • The road traffic noise has been increasing broader effects on urban areas as well as rural areas because of rapidly increasing traffic volume and newly-constructed roads. 10 sites in building development areas were selected and the noise levels were measured by the apartment floors and by the various block plans of apartment complex. The results showed that the highest traffic noise level was obtained at the 5 and 7 floors on the apartment floors. On the basis of 7 floor with the highest level, the correction coefficient obtained from noise reduction by each floor and measurement point was -5.54 dB(A)(1st floors), -0.96 dB(A)(3rd floors), -0.38 dB(A)(5th floors), 0.00 dB(A)(7th floors), -1.98 dB(A)(l0th floors), -3.10 dB(A)(13th floors), -3.45 dB(A)(15th floors). The level of road traffic noise in the arrangement construction of right angle was about 3.0 dB(A) at N-4 point and 2.1 dB(A) at N-6 point lower than that of a plan figure, respectively. The results suggested that application of correction coefficient obtained by the apartment floor and by the arrangement construction can be improved in road traffic noise.