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Enhanced Regular Expression as a DGL for Generation of Synthetic Big Data
Kai Cheng,Keisuke Abe 한국정보처리학회 2023 Journal of information processing systems Vol.19 No.1
Synthetic data generation is generally used in performance evaluation and function tests in data-intensiveapplications, as well as in various areas of data analytics, such as privacy-preserving data publishing (PPDP)and statistical disclosure limit/control. A significant amount of research has been conducted on tools andlanguages for data generation. However, existing tools and languages have been developed for specificpurposes and are unsuitable for other domains. In this article, we propose a regular expression-based datageneration language (DGL) for flexible big data generation. To achieve a general-purpose and powerful DGL,we enhanced the standard regular expressions to support the data domain, type/format inference, sequence andrandom generation, probability distributions, and resource reference. To efficiently implement the proposedlanguage, we propose caching techniques for both the intermediate and database queries. We evaluated theproposed improvement experimentally.
Elevated plasma YKL-40 level is found in the dogs with cancer and is related to poor prognosis
Kai-Chung Cheng,Jih-Jong Lee,Shang-Lin Wang,Chun-Yu Lin,Ching-Tien Tseng,Chen-Si Lin,Albert Taiching Liao 대한수의학회 2019 Journal of Veterinary Science Vol.20 No.5
YKL-40, a secreted glycoprotein, may serve as an autoantigen, which mediates multipleinflammatory diseases and cancers. A high YKL-40 serum level is correlated with metastasisand poor survival in a variety of human cancers. However, the role of YKL-40 in dogs is stillunder evaluation. Herein, we examined the associations between plasma YKL-40 level andYKL-40 autoantibody (YAA) titers with malignancy and prognosis in canine cancer. Plasmalevels of YKL-40 in healthy dogs (n = 20) and in dogs (n = 82) with cancer were evaluatedusing enzyme-linked immunosorbent assay. Our results indicated that plasma YKL-40 levelswere significantly higher (p < 0.01) in dogs with cancer than in healthy dogs. A significantdecrease in the YAA titers was detected in the dogs with cancer when compared with thoseof the healthy dogs (p < 0.05), although the change was not correlated with the YKL-40levels. Among the dogs with cancer, plasma YKL-40 levels in the dogs that later relapsed orhad metastasis were significantly higher than in the dogs with no signs of relapse (p < 0.01)or metastasis (p <0.05). The relapse and metastasis rates were significantly higher in thehigh YKL-40 group (> 180 pg/mL) than in the low YKL-40 group (< 180 pg/mL). The resultsimply that plasma YKL-40 levels might have the potential to be developed as a marker ofmalignancy progression and prognosis in canine cancers.
Preliminary Application of High-Definition CT Gemstone Spectral Imaging in Hand and Foot Tendons
Kai Deng,Cheng-Qi Zhang,Wei Li,Jun-Jun Wang,Xin-Yi Wang,Tao Pang,Guang-Li Wang,Cheng Liu 대한영상의학회 2012 Korean Journal of Radiology Vol.13 No.6
Objective: To assess the feasibility of visualizing hand and foot tendon anatomy and disorders by Gemstone Spectral Imaging (GSI) high-definition CT (HDCT). Materials and Methods: Thirty-five patients who suffered from hand or foot pain were scanned with GSI mode HDCT and MRI. Spectrum analysis was used to select the monochromatic images that provide the optimal contrast-to-noise ratio (CNR) for tendons. The image quality at the best selected monochromatic level and the conventional polychromatic images were compared. Tendon anatomy and disease were also analyzed at GSI and MRI. Results: The monochromatic images at about 65 keV (mean 65.09 ± 2.98) provided the optimal CNR for hand and foot tendons. The image quality at the optimal selected monochromatic level was superior to conventional polychromatic images (p = 0.005, p < 0.05). GSI was useful in visualizing hand and foot tendon anatomy and disorders. There were no statistical differences between GSI and MRI with regard to tendon thickening (χ2 = 0, p > 0.05), compression (χ2 = 0.5, p > 0.05), absence (χ2 = 0, p > 0.05) and rupture (χ2 = 0, p > 0.05). GSI was significantly less sensitive than MRI in displaying tendon adhesion (χ2 = 4.17, p < 0.05), degeneration (χ2 = 4.17, p < 0.05), and tendinous sheath disease (χ2 = 10.08, p < 0.05). Conclusion: GSI with monochromatic images at 65 keV displays clearly the most hand and foot tendon anatomy and disorders with image quality improved, as compared with conventional polychromatic images. It may be used solely or combined with MRI in clinical work, depending on individual patient disease condition. Objective: To assess the feasibility of visualizing hand and foot tendon anatomy and disorders by Gemstone Spectral Imaging (GSI) high-definition CT (HDCT). Materials and Methods: Thirty-five patients who suffered from hand or foot pain were scanned with GSI mode HDCT and MRI. Spectrum analysis was used to select the monochromatic images that provide the optimal contrast-to-noise ratio (CNR) for tendons. The image quality at the best selected monochromatic level and the conventional polychromatic images were compared. Tendon anatomy and disease were also analyzed at GSI and MRI. Results: The monochromatic images at about 65 keV (mean 65.09 ± 2.98) provided the optimal CNR for hand and foot tendons. The image quality at the optimal selected monochromatic level was superior to conventional polychromatic images (p = 0.005, p < 0.05). GSI was useful in visualizing hand and foot tendon anatomy and disorders. There were no statistical differences between GSI and MRI with regard to tendon thickening (χ2 = 0, p > 0.05), compression (χ2 = 0.5, p > 0.05), absence (χ2 = 0, p > 0.05) and rupture (χ2 = 0, p > 0.05). GSI was significantly less sensitive than MRI in displaying tendon adhesion (χ2 = 4.17, p < 0.05), degeneration (χ2 = 4.17, p < 0.05), and tendinous sheath disease (χ2 = 10.08, p < 0.05). Conclusion: GSI with monochromatic images at 65 keV displays clearly the most hand and foot tendon anatomy and disorders with image quality improved, as compared with conventional polychromatic images. It may be used solely or combined with MRI in clinical work, depending on individual patient disease condition.
Feature-based image stitching for panorama construction and visual inspection of structures
Kai Cheng,Jiazeng Shan,Yuwen Liu 국제구조공학회 2021 Smart Structures and Systems, An International Jou Vol.28 No.5
This study presents a feature-based image stitching method with multi-level constraint criterion for panorama construction and visual inspection of building structures. The comparison of global view and local resolution over building exterior is discussed regarding practical implementation. An inspection-oriented methodology framework with optimized inlier distribution is designed for generating a feasible and reliable building panorama by using ordinary optic images. Two illustrative examples, including an earthquake-damaged masonry wall and a high-rise building with stone curtain walls, are experimentally investigated. The severely developed structural crack is fully mapped with stitched image and extracted in preparation for further quality evaluation. The curtain wall of the high-rise building is successfully constructed by using UAV-based images. The panorama quality is further compared with commercial stitching software and several improvements are illustrated in the particular case. In addition, the reliability of the proposed feature-based stitching approach is parametrically studied with different setups of input images.