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Program Classification Using Gated Graph Attention Neural Network for Online Programming Service
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<span title="2019-03-09">2019</span>
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Tan, and Z. Chen are with the School of Computer Science and Engineering, Central South University, Changsha, China, 410083, e-mail: (mingminglu@csu.edu.cn, dingwutan@163.com, xxxyczl@csu.edu.cn). N. ...
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Hyperbolic Function Embedding: Learning Hierarchical Representation for Functions of Source Code in Hyperbolic Space
<span title="2019-02-18">2019</span>
<i title="MDPI AG">
<a target="_blank" rel="noopener" href="https://fatcat.wiki/container/nzoj5rayr5hutlurimhzyjlory" style="color: black;">Symmetry</a>
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Recently, source code mining has received increasing attention due to the rapid increase of open-sourced code repositories and the tremendous values implied in this large dataset, which can help us understand the organization of functions or classes in different software and analyze the impact of these organized patterns on the software behaviors. Hence, learning an effective representation model for the functions of source code, from a modern view, is a crucial problem. Considering the
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... hierarchy of functions, we propose a novel hyperbolic function embedding (HFE) method, which can learn a distributed and hierarchical representation for each function via the Poincaré ball model. To achieve this, a function call graph (FCG) is first constructed to model the call relationship among functions. To verify the underlying geometry of FCG, the Ricci curvature model is used. Finally, an HFE model is built to learn the representations that can capture the latent hierarchy of functions in the hyperbolic space, instead of the Euclidean space, which are usually used in those state-of-the-art methods. Moreover, HFE is more compact in terms of lower dimensionality than the existing graph embedding methods. Thus, HFE is more effective in terms of computation and storage. To experimentally evaluate the performance of HFE, two application scenarios, namely, function classification and link prediction, have been applied. HFE achieves up to 7.6% performance improvement compared to the chosen state-of-the-art methods, namely, Node2vec and Struc2vec.
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Synthesis, Recognition and Sensing Properties for Anions Based on a Carbazole Derivative Containing Phenylaminothiourea Units
<span title="">2015</span>
<i title="Shanghai Institute of Organic Chemistry">
<a target="_blank" rel="noopener" href="https://fatcat.wiki/container/mpz5xloylnh7ze6mdwj2zim73u" style="color: black;">Youji huaxue</a>
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Synthesis of A Novel Carbazole Sulfonohydrazide Receptor Bearing the 1,8-Naphthalimide Units and Its Anion Recognition Properties
<span title="">2014</span>
<i title="Shanghai Institute of Organic Chemistry">
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Green and Facile Synthesis of Spirocyclopentanes Through NaOH-Promoted Chemo- and Diastereo-Selective (3 + 2) Cycloaddition Reactions of Activated Cyclopropanes and Enamides
<span title="2020-06-26">2020</span>
<i title="Frontiers Media SA">
<a target="_blank" rel="noopener" href="https://fatcat.wiki/container/r7gejflxajhbzghowl6qigukjq" style="color: black;">Frontiers in Chemistry</a>
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., 2010; Tan et al., 2011; Tian and Melchiorre, 2013; Zhang et al., 2016; Chaudhari et al., 2017) and transition metal catalysis (Trost et al., 2007; Brazeau et al., 2012; Ball-Jones et al., 2014; Deiana ...
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Cyclic precipitation variation on the western Loess Plateau of China during the past four centuries
<span title="2014-09-16">2014</span>
<i title="Springer Nature">
<a target="_blank" rel="noopener" href="https://fatcat.wiki/container/tnqhc2x2aneavcd3gx5h7mswhm" style="color: black;">Scientific Reports</a>
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Chinese local officers at that time regarded this drought as the severest one since the establishment of the Qing Dynasty (1644-1911 CE), and referred to it as ''Dingwu Disaster'' 33 . ...
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Mechanisms Responsible for Sand Hazards Along Desert Highways and Their Control: A Case Study of the Wuhai–Maqin Highway in the Tengger Desert, Northwest China
<span title="2022-05-17">2022</span>
<i title="Frontiers Media SA">
<a target="_blank" rel="noopener" href="https://fatcat.wiki/container/jd2zpnfbhfdcjmnqcecunt4hou" style="color: black;">Frontiers in Environmental Science</a>
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It starts from the Yingshui Bridge in the north and connects with the Dingwu Highway (G2012) in Hongwei (Figure 1 ). ...
wind-blown sand structure is an important parameter for revealing regional sand activities and is also one of the important reference signs for setting sand control systems (Bagnold, 1942; Thomas, 1988; Tan ...
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Han Shu'nun Çin Tarihçiliğindeki Önemi
<span title="2021-01-07">2021</span>
<i title="Türk Tarih Kurumu Yayınları">
Uluslararası Prof. Dr. Halil İnalcık Tarih ve Tarihçilik Sempozyumu Bildiriler I. Cilt
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Shi Ji'nin yazımına Büyük Tarihçi Sima Tan (司马谈) başlamıştır. Sima Tan'ın ölümünden sonra, babasının yarım bıraktığı işi oğlu Sima Qian tamamlamıştır (yaklaşık MÖ 110-MÖ 91). ...
biyografi kelimesini kullanmak uygunken, bir halkın anlatıldığı bölümler için kayıt kelimesini kullanmak daha uygun olacaktır. 14 秦朝, Qin Hanedanlığı (yaklaşık MÖ 221 -MÖ 207). 15 楚, Chu; 汉, Han. 16 Pan Dingwu ...
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Radical Reactions Promoted by Trivalent Tertiary Phosphines
<span title="">2020</span>
<i title="Royal Society of Chemistry (RSC)">
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In 2015, Liu, Tan and co-workers reported a phosphinecatalyzed radical reaction in the one-pot synthesis of bistrifluoromethylated enamindes (Fig. 10) . 19 Both the amide β-C-H and the alkene group ...
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Pictures of social networks : transforming visual representations of the Orchid Pavilion gathering in the Tokugawa period (1615-1868)
<span title="">2011</span>
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If a scroll has survived in complete shape, it bears one of the five different versions of such model calligraphies: the Dingwu version 定武本 (figure 1. 3), the thick Dingwu version 定武肥本, the thin Dingwu ...
Therefore we now have the Dingwu version, the copy of Chu Suiliang, and scores of others. Many of them are fakes; the Dingwu version is the closest to the original. ...
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On A Snowy Night: Yishan Yining (1247-1317) and the Development of Zen Calligraphy in Medieval Japan
<span title="2021-06-07">2021</span>
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Jia was particularly fond of calligraphy by the Two Wangs; he ordered the cutting of the Dingwu version of Wang Xizhi's Lantingxu. ...
Figure 5 . 7 . 57 Tan Zhirui 檀芝瑞 (act. mid 14 th century) attributed, Bamboo in Snow. Yishan Yining inscription. Album leaf, 31.5 x 20.6 cm. Freer Gallery. ...
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Begräbnistexte im sozialen Wandel der Han-Zeit:eine typologische Untersuchung der Jenseitsvorstellung
<span title="">2020</span>
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Gruppe III: G. 10-G. 12
G. 10: Tian Shengning aus dem Dorf Dingwu, Verbandsgemeinde Xi, Kreis
Zhangye, kehrt heute abwä rts zum Gelben [Brunnen in der Unterwelt] zurück. ...
hou 陰陽脈死候, Wushier bingfang 五十二病方, Qugu shiqi 去穀食氣, Yinyang shiyi mai jiu jing yiben 陰陽十一脈灸經乙本, Yangsheng fang 養生方, Fangnei ji 房內記, Liao shegong du fang 療射工毒方, Shiwen 十問, He yinyang 合陰陽, Tianxia zhidao tan ...
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