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Improving Vietnamese Fake News Detection based on Contextual Language Model and Handcrafted Features 基于语境语言模型和手工特征的越南假新闻检测改进
Pub Date : 1900-01-01 DOI: 10.32508/stdj.v26i1.3927
Khoa PhamDang, D. Thin, N. Nguyen
Introduction: In recent years, the rise of social networks in Vietnam has resulted in an abundance of information. However, it has also made it easier for people to spread fake news, which has done a great disservice to society. It is therefore crucial to verify the reliability of news. This paper presents a hybrid approach that uses a pretrained language model called vELECTRA along with handcrafted features to identify reliable information on Vietnamese social network sites. Methods: The present study employed two primary approaches, namely: 1) fine-tuning the model by utilizing solely textual data, and 2) combining additional meta-data with the text to create an input representation for the model. Results: Our approach performs slightly better than other refined BERT methods and achieves state-of-the-art results on the ReINTEL dataset published by VLSP in 2020. Our method achieved a 0.9575 AUC score, and we used transfer learning and deep learning approaches to detect fake news in the Vietnamese language using meta features. Conclusion: With regards to the results and analysis, it can be inferred that the number of reactions a post receives, and the timing of the event described in the post are indicative of the news' credibility. Furthermore, it was discovered that BERT can encode numerical values that have been converted into text.
引言:近年来,越南社交网络的兴起带来了丰富的信息。然而,它也使人们更容易传播假新闻,这对社会造成了极大的伤害。因此,核实新闻的可靠性是至关重要的。本文提出了一种混合方法,该方法使用称为vELECTRA的预训练语言模型以及手工制作的特征来识别越南社交网站上的可靠信息。方法:本研究采用了两种主要方法,即:1)通过单独使用文本数据对模型进行微调;2)将额外的元数据与文本相结合,为模型创建输入表示。结果:我们的方法在VLSP于2020年发布的ReINTEL数据集上取得了较好的结果。我们的方法获得了0.9575的AUC分数,我们使用迁移学习和深度学习方法使用元特征来检测越南语中的假新闻。结论:根据结果和分析,可以推断出,一个帖子收到的反应数量,以及帖子中描述的事件的时间是新闻可信度的标志。此外,还发现BERT可以对已转换为文本的数值进行编码。
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引用次数: 0
Deception and Continuous Training Approach for Web Attack Detection using Cyber Traps and MLOps 基于网络陷阱和MLOps的Web攻击检测欺骗和持续训练方法
Pub Date : 1900-01-01 DOI: 10.32508/stdj.v26i2.4044
V. Pham, Nghi Hoang Khoa, N. H. Quyen, Phan The Duy
With the growth and expansion of the internet, web attacks have become more powerful and pose a significant threat in the cyber world. In response to this, this paper presents a deceptive approach for gathering malicious behavior to understand the strategies used by web attackers. The harmful requests collected through cyber traps or honeypots are analyzed and used to train machine learning (ML) models for web attack detection. Additionally, we implement an ML operations (MLOps) pipeline to automate the continuous training and deployment of these ML models in defensive systems. This pipeline trains the production model with newly collected data by using predefined triggers. Our experiments on two datasets, including Fwaf and our own, demonstrate that a proactive and continuous approach to tracking adversary behavior can effectively detect zero-day attacks, such as CVE-2022-26134 in web application servers.
随着互联网的发展和壮大,网络攻击日益强大,对网络世界构成了重大威胁。针对这一点,本文提出了一种欺骗性的方法来收集恶意行为,以了解网络攻击者使用的策略。通过网络陷阱或蜜罐收集的有害请求被分析并用于训练机器学习(ML)模型,用于web攻击检测。此外,我们实现了一个机器学习操作(MLOps)管道,以自动在防御系统中持续训练和部署这些机器学习模型。该管道使用预定义的触发器用新收集的数据训练生产模型。我们在两个数据集(包括Fwaf和我们自己的数据集)上的实验表明,主动和持续跟踪对手行为的方法可以有效地检测零日攻击,例如web应用服务器中的CVE-2022-26134。
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引用次数: 0
A healable thermoset possessing shape-memory effect assisted recovery efficiency via thiol-click and diels-alder reaction between furanic groups and bismaleimide crosslinker 一种具有形状记忆效应的可修复热固性材料通过呋喃基团与双马来酰亚胺交联剂之间的巯基点击和diols -alder反应来辅助恢复效率
Pub Date : 1900-01-01 DOI: 10.32508/stdj.v26i2.4050
ThuyThuTruong, LeThuT, Nguyen, H. Dang, N. Khai, H. Nguyen, Mai Ly Nguyen, D. Nguyen
Introduction: This study elucidates a convenient and uncomplicated synthesis methodology for acquiring novel thermally self-reparable polymer materials exhibiting concurrent efficiency in healing and commendable mechanical properties. This concept was developed through the utilization of the "thio-click" mechanism and the Diels-Alder reaction between polycaprolactone-bisfuran and bismaleimide to produce preliminary products, employing tris-furanic acid as a crosslinker reagent. Investigate the mass ratios of two precursors, PCL-bisfuran and trisfuran, to find the optimal material system (evaluated based on mechanical properties, shape memory, and self-healing capabilities). Methods: In this research, the intermediate products and final material were characterized via proton nuclear magnetic resonance ( 1 H-NMR) to accurately identify the chemical structures. Tensile strength machinery was used to record and evaluate the healing efficiency. The obtained network exhibited self-recovery damage ability under mild temperatures via optical microscopy and tensile analysis. Result: This study was successfully performed due to obtaining accurate product chemical structures, showing a mechanical recovery efficiency of 70–80% and good crack healing at 70 ◦ C in 30 minutes. Conclusion: This concept was intended to partially contribute to the advancement of self-healing polymer research and its applications in various fields.
本研究阐明了一种方便和简单的合成方法,用于获得新型热自修复聚合物材料,同时具有愈合效率和良好的机械性能。这一概念是利用“硫键”机理和聚己内酯-双呋喃与双马来酰亚胺之间的Diels-Alder反应,以三呋喃酸为交联剂生产初步产品而发展起来的。研究pcl -双呋喃和三呋喃两种前驱体的质量比,以找到最佳的材料体系(根据机械性能、形状记忆和自愈能力进行评估)。方法:采用质子核磁共振(1h - nmr)对中间产物和最终产物进行表征,准确鉴定其化学结构。采用抗拉强度仪记录和评价修复效果。通过光学显微镜和拉伸分析,得到的网络在温和温度下表现出自恢复损伤的能力。结果:由于获得了准确的产品化学结构,本研究成功进行,机械恢复效率为70 - 80%,在70◦C下30分钟内愈合良好。结论:这一概念有助于推进自修复聚合物的研究及其在各个领域的应用。
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引用次数: 0
Fabrication of astaxanthin emulsion and effect of cellulose derivatives 虾青素乳液的制备及纤维素衍生物的影响
Pub Date : 1900-01-01 DOI: 10.32508/stdj.v26i2.4090
HaNgocGiang, H. N. Giang, L. Pham, T. Nguyen, A. Huynh, Pham L T Huynh T N A. Giang H N
Introduction: Astaxanthin, a highly active oxidant, possesses a potential effect on human health. However, with the oily characteristic, the ability to disperse in an aqueous environment has limited its application. Therefore, the aim of this study is the fabrication of a stable astaxanthin emulsion in water. Methods: In this study, an emulsion of astaxanthin was fabricated using polysorbate (tween 60/80) or lecithin. The dispersing methods of the magnetic stirrer and stator-rotor ho-mogenizer were applied and compared. The effect of cellulose derivatives (sodium carboxymethyl cellulose (CMC), hydroxypropyl cellulose (HPC), hydroxyethyl cellulose (HEC), and hydroxypropyl methylcellulose (HPMC)) on the astaxanthin emulsion system was investigated. The samples were characterized using dynamic light scattering (DLS), a Brookfield viscometer and Fourier transform infrared (FTIR) spectroscopy. Results: The homogenization could provide the system with a small Z-average value ( ~ 500 nm). The emulsion fabricated with lecithin maintained the red color of as-taxanthin and homogeneity even after 5 months. Tween 80 had the worst effect on astaxanthin degradation because of the presence of double bonds in the surfactant's molecular structure. The addition of soluble cellulose could significantly reduce the particle size and polydispersity even by using a magnetic stirrer. However, it could not ensure the protection of astaxanthin when phase separation was detected in many samples with polymers. The FTIR spectra and viscosity results revealed the strong interaction of lecithin with CMC, HEC, and HPC, which might be the reason for the low stability of the system. HPMC exhibited the best capability to stabilize and preserve the astaxanthin emulsion. Without using the high-energy dispersing method, a particle size of 482 nm (polydispersity index: 0.51) could be obtained with the HPMC-lecithin astaxanthin emulsion. Conclusions: A stable astaxanthin emulsion (up to 5 months) could be fabricated successfully. The conventional homogenizer could form a better emulsion with a single surfactant. However, cellulose derivatives could assist the emulsion to have better DLS results even with the magnetic stirring method. Lecithin showed better performance in astaxanthin preservation than polysorbate surfactant. Strong interactions of lecithin with CMC, HEC, and HPC were detected. However, the addition of HPMC could provide a system with a lower particle size and high astaxanthin stability. The study could open a new approach for fabricating a stable astaxanthin emulsion using the low shear mixing method.
虾青素是一种高活性的氧化剂,对人体健康具有潜在的影响。然而,由于其含油特性,在水环境中的分散能力限制了其应用。因此,本研究的目的是制备一种在水中稳定的虾青素乳液。方法:以聚山梨酸酯(60/80)和卵磷脂为原料制备虾青素乳液。对磁力搅拌器和定子转子混氮器的分散方式进行了应用和比较。研究了纤维素衍生物(羧甲基纤维素钠(CMC)、羟丙基纤维素(HPC)、羟乙基纤维素(HEC)和羟丙基甲基纤维素(HPMC))对虾青素乳液体系的影响。采用动态光散射(DLS)、布鲁克菲尔德粘度计和傅里叶变换红外光谱(FTIR)对样品进行了表征。结果:均质化后的体系具有较小的z -平均值(~ 500 nm)。用卵磷脂制备的乳液在5个月后仍保持紫杉素的红色和均匀性。吐温80对虾青素的降解效果最差,这是由于表面活性剂分子结构中存在双键。即使使用磁力搅拌器,加入可溶性纤维素也能显著降低颗粒大小和多分散性。然而,在许多聚合物样品中进行相分离检测时,不能保证虾青素的保护作用。FTIR光谱和黏度结果显示卵磷脂与CMC、HEC和HPC的相互作用较强,这可能是导致体系稳定性较低的原因。HPMC对虾青素乳状液的稳定和保存效果最好。在不采用高能分散方法的情况下,所得乳液粒径为482 nm(多分散指数为0.51)。结论:可成功制备稳定的虾青素乳状液,乳状液可维持5个月。传统的均质机在使用单一表面活性剂时能形成较好的乳液。然而,即使采用磁搅拌方法,纤维素衍生物也能帮助乳液获得更好的DLS结果。卵磷脂对虾青素的保存效果优于聚山梨酸表面活性剂。检测到卵磷脂与CMC、HEC和HPC的强相互作用。然而,HPMC的加入可以提供一个粒径更小、虾青素稳定性更高的体系。本研究为低剪切混合法制备稳定的虾青素乳液开辟了一条新途径。
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引用次数: 0
Viet Nam With Developing A Service Oriented Public Administration To Meet The Requirements Of New Generations Of Free Trade Agreements 越南发展服务型公共行政以满足新一代自由贸易协定的要求
Pub Date : 1900-01-01 DOI: 10.32508/stdj.v26i2.4026
Lecturer HoangThiLanPhuong
Free trade agreements not only offer many opportunities but also pose numerous challenges for Vietnamese businesses. Continuing to operate the current governing administrative system will not promote the initiativeness, positivity and creativity of businesses. In contrast, businesses will fail to attract foreign investors due to concerns about Vietnamese regulatory agencies interfering, imposing on production and business activities, and extremely protecting the interests of domestic enterprises. It is necessary to build a service-oriented administration, taking the satisfaction of businesses and people as the goal, promoting the ownership and capacity of businesses and people, and ensuring a healthy and equal investment and business environment in the context that Viet-nam increasingly participates in the common playing fields created by new-generation free trade agreements.
自由贸易协定不仅为越南企业提供了许多机会,也带来了许多挑战。继续实行现行的行政管理体制,不利于激发企业的主动性、积极性和创造性。相反,由于担心越南监管机构干涉生产经营活动,过分保护国内企业的利益,企业将无法吸引外国投资者。在越南越来越多地参与新一代自由贸易协定所创造的共同竞争环境的背景下,必须建设以服务为导向的政府,以企业和人民的满意为目标,促进企业和人民的自主权和能力,确保健康和平等的投资和商业环境。
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引用次数: 0
Optimization Planning Method of Renewable distributed Generation in Radial Distribution Systems 径向配电系统可再生分布式发电优化规划方法
Pub Date : 1900-01-01 DOI: 10.32508/stdj.v26i2.4094
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引用次数: 0
Characterization of graft-type polymer electrolyte membranes at low grafting degrees for fuel cells 低接枝度燃料电池用接枝型聚合物电解质膜的表征
Pub Date : 1900-01-01 DOI: 10.32508/stdj.v26i2.4051
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引用次数: 0
Study on the formation and growth of white turmeric rhizomes (Curcuma aromatica Salisb.) 白姜黄根茎(Curcuma aromatica salish .)的形成和生长研究
Pub Date : 1900-01-01 DOI: 10.32508/stdj.v26i2.4083
TranThiThanhHien, BuiTrangViet, Nguyen Hong Buu, Vinh
White turmeric has underground stems that develop rhizomes. It has been used as an Eastern traditional herb for a long time. As with many other monocotyledons, the growth of white turmeric is mainly due to the presence of the primary thickening meristem. Currently, the study of the primary thickening meristem, radial growth, and accumulation of secondary material as essential oil in turmeric rhizomes, including white turmeric, is still limited. In this study, we observed the anatomical structural changes in white turmeric in early growth stages in vitro : we counted the number of PTM layers, the number of vascular bundles, and the number of essential oil drops in the rhizomes and determined physiological and biochemical indicators, such as respiratory intensity, tuber diameter, fresh weight, dry weight, total sugar content, and starch level, according to each stage of early growth (0, 2, 4 and 6 weeks) of white turmeric. The results showed that at 0 weeks of age (resting buds), the PTM consists of 1-2 layers of cells, and there is no formation of vascular bundles and essential oils in tubers. At 2 weeks of age, the PTM consists of 6-7 layers of cells, and there is the formation of vascular bundles and the appearance of essential oil droplets in the parenchyma. The number of PTM cell players decreases to 3-4 layers at 4 weeks of age and 2-3 layers at 6 weeks of age, but the tuber diameter and the number of vascular bundles increase rapidly. Along with an increase in fresh weight, dry weight, starch content, and the number of drops of essential oils, there was a decrease in the sugar content and respiratory intensity in the rhizome. The relationship between the number of PTM layers, the number of vascular bundles and diameter, sugar content, starch, and the number of essential oil droplets was also discussed.
白姜黄有地下茎,有根状茎。它作为一种东方传统草药已经使用了很长时间。与许多其他单子叶植物一样,白姜黄的生长主要是由于初级增厚分生组织的存在。目前,对包括白姜黄在内的姜黄根茎的初级增厚分生组织、径向生长以及次生物质作为精油的积累等方面的研究仍然有限。在本研究中,我们在体外观察了白姜黄生长早期的解剖结构变化:根据白姜黄生长早期(0、2、4、6周)的各个阶段,我们统计了根状茎中PTM层数、维管束数、精油滴数,并测定了呼吸强度、块茎直径、鲜重、干重、总糖含量、淀粉水平等生理生化指标。结果表明,在0周龄(静芽)时,PTM由1-2层细胞组成,块茎中未形成维管束和精油。2周龄时,PTM由6-7层细胞组成,薄壁组织中有维管束的形成和精油滴的出现。PTM细胞体在4周龄时减少到3-4层,6周龄时减少到2-3层,但块茎直径和维管束数量迅速增加。随着鲜重、干重、淀粉含量和挥发油滴数的增加,根茎中糖含量和呼吸强度降低。讨论了PTM层数、维管束数和直径、含糖量、淀粉含量和精油滴数之间的关系。
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引用次数: 0
How Female Physical Attractiveness Affects Others’ Judgments of Personality and Ability in a Simulated Recruitment Situation 模拟招聘情境下女性外表吸引力如何影响他人对个性和能力的判断
Pub Date : 1900-01-01 DOI: 10.32508/stdj.v26i1.3919
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引用次数: 0
Highly pure alpha-hederin from Hedera helix leaves isolated by centrifugal partition chromatography 高纯度的Hedera - Hedera螺旋叶α -hederin
Pub Date : 1900-01-01 DOI: 10.32508/stdj.v26i1.4021
Tran Phan Huynh Nhu, Tran Chieu An, P. Ngoc, Doan Le Quynh Nhu, Pham Thi Lan, L. Hung, N. Hiep, P. V. Trung
Introduction: Hedera helix is a species of the Araliaceae family, which contains flavonoids, coumarins, phenolic acids, sterols, alkaloids, anthocyanins, and triterpene saponins. a -Hederin is a saponin compound of the H. helix that possesses many potential biological activities. In previous studies, several methods were used to isolate and purify a -hederin from ivy leaves. However, the loss of a -hederin obtained during solid chromatography purification was relatively high, and it was difficult to obtain a -hederin with high purity. In this research, a centrifugal partition chromatogra-phy(CPC)methodwasestablishedfortheisolationof a -hederindirectlyfromethanolcrudeextract of Hedera helix leaves from Da Lat, Lam Dong province, Vietnam. Methods : The separation of a - hederin was carried out by applying centrifugal partition chromatography with a PLC 2250 system (Gilson Inc., France) coupled with an SCPC-250 column (Armen Instrument, France). In a CPC run, a two-phase solvent system consisting of n-hexane–ethyl acetate–methanol–water (2:3:2:3, v/v) in ascending mode (the lower phase was the stationary phase), with a rotation speed of 1600 rpm and a flow rate of 8.0 mL/min, was used. Results : The purity of the isolated a -hederin was 95.7%, as confirmed by HPLC-DAD at 210 nm. The structure of purified a -hederin was determined by 1 H-NMR and 13 C-NMR. The yield of a -hederin was 12.7%. Conclusion : This investigation might be used as a reference for the large-scale separation of high-purity a -hederin from H. helix leaves .
简介:Hedera helix是五加科的一种植物,含有黄酮类、香豆素、酚酸、甾醇、生物碱、花青素和三萜皂苷。a -Hederin是H. helix的一种皂苷类化合物,具有许多潜在的生物活性。在以往的研究中,采用了几种方法从常青藤叶中分离纯化a -hederin。但固相色谱纯化得到的a -hederin的损失率较高,难以获得高纯度的a -hederin。本研究建立了从越南林同省大叻市海德拉叶甲醇粗提物中间接分离-海德拉素的离心隔板色谱法。方法:采用PLC - 2250系统(Gilson Inc.,法国)和SCPC-250色谱柱(Armen Instrument,法国)分离a - hederin。在CPC运行中,采用正己烷-乙酸乙酯-甲醇-水(2:3:2:3,v/v)两相溶剂体系(下相为固定相),转速为1600 rpm,流速为8.0 mL/min。结果:分离得到的a -hederin纯度为95.7%,经HPLC-DAD检测,纯度为210 nm。纯化后的a -hederin的结构通过1h - nmr和13c - nmr进行了表征。a -hederin的产率为12.7%。结论:该方法可为大规模分离高纯度a -hederin提供参考。
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引用次数: 0
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