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The Impact of Big Data on Enterprise Architectural Design: A Conceptual Review 大数据对企业架构设计的影响:概念回顾
Pub Date : 2024-01-21 DOI: 10.47709/cnahpc.v6i1.3449
Ira Diana Sholihati, Bayu Yasa Wedha, Sari Ningsih, Ratih Titi Komala Sari
A conceptual analysis of the impact of big data on enterprise architecture design is provided in this article. Within the framework of expanding digitalization, big data has emerged as a pivotal component in delineating the strategy and framework of organizations. The objective of this study is to investigate the ways in which big data can impact and facilitate the growth of efficient enterprise architecture. Qualitative analysis is the method utilized by researchers to comprehend the intricacies of the interaction between enterprise architecture and big data. This article examines several facets by conducting an extensive review of the literature, including the ways in which big data can facilitate the enhancement of analytical capabilities, innovation in business processes, and strategic decision-making. Emerging challenges, including data security, privacy, and the necessity for IT infrastructure adaptation, are also considered in this study. The outcomes of the review indicate that the implementation of big data in enterprise architecture may substantially alter business strategies and operations. These encompass enhanced system adaptability, customized service provision, and predictive functionalities. Nonetheless, these modifications necessitate modifications to privacy policies, risk management, and data governance. This study presents novel findings regarding the influence of big data on enterprise architecture and provides researchers and practitioners with recommendations for developing and executing successful big data strategies. This research thereby enhances the current body of literature and offers practical guidance in the field.
本文从概念上分析了大数据对企业架构设计的影响。在不断扩大的数字化框架内,大数据已成为划分组织战略和框架的关键组成部分。本研究旨在探讨大数据如何影响和促进高效企业架构的发展。定性分析是研究人员用来理解企业架构与大数据之间错综复杂的互动关系的方法。本文通过对文献进行广泛综述,研究了几个方面,包括大数据促进分析能力提升、业务流程创新和战略决策的方式。本研究还考虑了新出现的挑战,包括数据安全、隐私和 IT 基础设施调整的必要性。审查结果表明,在企业架构中实施大数据可能会大大改变业务战略和运营。这包括增强系统适应性、提供定制服务和预测功能。不过,这些改变需要对隐私政策、风险管理和数据治理进行修改。本研究就大数据对企业架构的影响提出了新的发现,并为研究人员和从业人员提供了制定和执行成功的大数据战略的建议。因此,本研究增强了现有文献的内容,并为该领域提供了实用指导。
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引用次数: 0
Exploration of Artificial Intelligence (AI) Application in Higher Education 探索人工智能(AI)在高等教育中的应用
Pub Date : 2024-01-21 DOI: 10.47709/cnahpc.v6i1.3396
Sulfikar Sallu, Raehang Raehang, Qammaddin Qammaddin
This article explores the implementation of Artificial Intelligence (AI) in higher education in Kolaka, Southeast Sulawesi. The research aims to identify and analyze how AI can be used to enhance the learning process and academic administration in universities. The research method includes primary data collection through interviews and observations, as well as secondary data from academic sources. The results show that AI contributes significantly to operational efficiency and the learning experience. This research provides new insights into the application of AI in the academic environment and offers recommendations for higher education institutions that want to integrate AI technology
本文探讨了人工智能(AI)在东南苏拉威西省哥拉卡市高等教育中的应用。研究旨在确定和分析如何利用人工智能来加强大学的学习过程和学术管理。研究方法包括通过访谈和观察收集原始数据,以及从学术来源收集二手数据。研究结果表明,人工智能大大提高了运行效率和学习体验。这项研究为人工智能在学术环境中的应用提供了新的见解,并为希望整合人工智能技术的高等教育机构提供了建议
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引用次数: 0
Web-based Ukp Public Health Center Services System Using the Waterfall Method 使用瀑布法的基于网络的 Ukp 公共卫生中心服务系统
Pub Date : 2024-01-19 DOI: 10.47709/cnahpc.v6i1.3380
Fatmariani Fatmariani, Andri Saputra, Lindia Guspita Sari
Basic health services for the community are community health centers which have Health Service Units (UKP). UKP provides general health services to the community, which has many polyclinics and is interconnected with doctors, patients and administration. So far, in processing service data, there have been difficulties in general polyclinic units when receiving patient information, which is still done by recording it in a book, so there are often errors in information in patient registration services that should be received by the polyclinic that corresponds to the target polyclinic. The storage of patient data based on poly is not yet organized because the files that are stored and archived do not exist in each unit, so that when presenting data and searching you have to confirm who is archiving it, making it difficult for the data or information service department and services to be hampered. The method used in this research is the Waterfall method. This service system uses the waterfall method. The service system provides benefits in inputting and presenting data, searching for patient data such as registering online, then checking medical records to go to the clinic, online medical record results and viewing prescription information, then doctors can meet patients who carry out examinations. This system can provide good benefits and increase effectiveness and efficiency in health services for the surrounding community.
为社区提供基本保健服务的是设有保健服务股的社区保健中心。保健服务股为社区提供一般保健服务,社区有许多综合诊所,并与医生、病人和行政部门相互联系。到目前为止,在处理服务数据时,普通综合诊所单位在接收病人信息时一直存在困难,仍然是通过在本子上记录来完成,因此在病人登记服务中经常出现信息错误,而这些信息应该由与目标综合诊所相对应的综合诊所接收。以综合医院为基础的患者数据存储还没有组织起来,因为存储和归档的文件并不存在于每个单位,所以在提交数据和搜索时,必须确认是谁在归档,这给数据或信息服务部门带来了困难,也阻碍了服务的开展。本研究采用的方法是瀑布法。该服务系统采用瀑布法。该服务系统在输入和展示数据、搜索病人数据(如在线挂号)、然后查看病历就诊、在线病历结果和查看处方信息、然后医生可以与进行检查的病人见面等方面提供了好处。该系统可以为周边社区提供良好的效益,提高医疗服务的有效性和效率。
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引用次数: 0
Online Tutoring's Technological Foundation and Future Prospects: Enterprise Architecture Development 在线辅导的技术基础和未来前景:企业架构发展
Pub Date : 2024-01-16 DOI: 10.47709/cnahpc.v6i1.3433
Sari Ningsih, Bayu Yasa Wedha, Ira Diana Sholihati
This study examines the advancement of enterprise architecture with the objective of enhancing the technological infrastructure and long-term strategies in the online student tutoring sector. Online tutoring has emerged as the primary option for supporting the learning process in the rapidly advancing digital age. Identify the essential elements involved in establishing robust groundwork for an online tutoring platform, with a focus on highlighting the strategic significance of enterprise architecture. Examining the technological infrastructure that is customized to fulfill the demands of the tutoring sector constitutes the research methodology utilized in this investigation. Enterprise architecture serves as the fundamental framework that enables smooth integration among different systems, applications, and services used in online tutoring. Creating an enterprise architecture will subsequently generate a well-defined technology roadmap, empowering tutoring companies to innovate with greater precision. This architecture enhances the role of online tutoring in providing a more adaptable and personalized learning experience for students by utilizing advanced technologies like artificial intelligence and data analytics. This study emphasizes the significance of enterprise architecture in facilitating educational transformation and establishing a robust framework for online tutoring companies to progress efficiently. To foster the growth and advancement of the online tutoring industry, it is crucial to strategically enhance the technological infrastructure and implement a well-designed enterprise architecture. This will enable the sector to play a substantial role in shaping a dynamic and forward-thinking educational landscape.
本研究探讨了企业架构的进步,旨在加强在线学生辅导领域的技术基础设施和长期战略。在飞速发展的数字时代,在线辅导已成为支持学习过程的主要选择。确定为在线辅导平台奠定坚实基础所涉及的基本要素,重点强调企业架构的战略意义。本研究采用的研究方法是考察为满足辅导行业需求而定制的技术基础设施。企业架构是一个基本框架,能使在线辅导中使用的不同系统、应用程序和服务顺利整合。创建企业架构后,将产生一个定义明确的技术路线图,使辅导公司能够更精确地进行创新。这种架构通过利用人工智能和数据分析等先进技术,增强了在线辅导在为学生提供更具适应性和个性化的学习体验方面的作用。本研究强调了企业架构在促进教育转型和为在线辅导公司建立高效发展的稳健框架方面的重要意义。为了促进在线辅导行业的发展和进步,必须从战略上加强技术基础设施,并实施精心设计的企业架构。这将使该行业在塑造充满活力和前瞻性的教育格局方面发挥重要作用。
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引用次数: 0
Design And Build A Website-Based Accounting Information System With Extreme Programming Methods 用极限编程方法设计和构建基于网站的会计信息系统
Pub Date : 2024-01-16 DOI: 10.47709/cnahpc.v6i1.3305
Noor Alamsyah, Santi Ika Murpratiwi, Moh. Ali Albar, Andy Hidayat Jatmiko, Raphael Bianco Huwae, Agil Trieanto
The need to use information systems in the digital world is absolutely necessary for a company. With an information system, it will be easier for companies to process data, store data and make decisions. One of the information system implementations that companies need is an accounting information system that regulates cash receipts and disbursements. However, currently there are still many companies that still store their transaction data traditionally using Microsoft Excel and are not yet computerized. Based on data obtained from interviews conducted with a company accountant, it is known that errors occurred when processing data which had an impact on financial reports, namely when inputting data into Microsoft Excel there was still data that was missed, resulting in incorrect financial reports. balance due to errors in recording transactions. By implementing a website-based cash accounting information system, it makes it easier for accountants to collect data in the cash book. This information system was created using the PHP programming language with Laravel as the framework and Extreme Programming as the development method. Extreme Programming was chosen because it requires good and regular communication with the client to adjust system needs. This information system consists of 3 iterations which have a processing time of 32 days. System testing was carried out using User Acceptance Testing with an average percentage obtained of 86.8%. These results can be indicated that the system is running properly and can be understood well by the client or user.
在数字化世界中,使用信息系统对公司来说是绝对必要的。有了信息系统,公司处理数据、存储数据和做出决策将变得更加容易。公司需要实施的信息系统之一是管理现金收支的会计信息系统。然而,目前仍有许多公司仍在使用 Microsoft Excel 传统地存储交易数据,尚未实现计算机化。根据对一家公司会计进行访谈所获得的数据,可以知道在处理数据时会出现错误,从而对财务报告产生影响,即在将数据输入 Microsoft Excel 时仍有数据遗漏,导致财务报告不正确。 由于记录交易时出现错误,导致余额不准确。通过实施基于网站的现金会计信息系统,会计人员可以更方便地收集现金簿中的数据。该信息系统采用 PHP 编程语言,以 Laravel 为框架,以极限编程为开发方法。之所以选择 "极限编程",是因为它要求与客户定期进行良好沟通,以调整系统需求。该信息系统包括 3 次迭代,处理时间为 32 天。系统测试是通过用户验收测试进行的,平均合格率为 86.8%。这些结果表明系统运行正常,客户或用户能够很好地理解。
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引用次数: 0
Optimizing Transportation Services: Using TOGAF for Efficiency and Quality 优化运输服务:使用 TOGAF 提高效率和质量
Pub Date : 2024-01-16 DOI: 10.47709/cnahpc.v6i1.3407
Bayu Yasa Wedha, Djarot Hindarto
In the rapidly expanding transportation industry, it is crucial to make focused and coordinated efforts to improve services with maximum efficiency. This paper seeks to explore the optimization of the Enterprise Architecture approach to effectively attain the primary objectives of the transportation industry, specifically the enhancement of service quality. The main emphasis is on implementing the enterprise architecture methodology of the open group architecture framework on a strategic basis. This paper examines how Enterprise Architecture can offer systematic and quantifiable solutions by identifying problems in infrastructure and operational processes. The research aims to provide comprehensive insights into how the Enterprise Architecture concept can optimize operational efficiency and streamline processes in the provision of transportation services. By implementing TOGAF, it is expected that the integration of systems will be seamless, technology usage will be optimized, and customer experiences will be improved. To summarize, this paper demonstrates the desire to improve transportation services. It explains how Enterprise Architecture methods, specifically within the TOGAF framework, can directly lead to advantages such as increased operational efficiency and improved service quality. This paper aims to be easily understood by a wide range of readers, including management, Information Technology professionals, and other stakeholders in the transportation industry. It avoids using overly technical language to ensure accessibility and comprehensibility.
在迅速发展的运输业中,必须集中精力,协调努力,以最高效率改进服务。本文旨在探讨如何优化企业架构方法,以有效实现运输业的首要目标,特别是提高服务质量。重点是在战略基础上实施开放式集团架构框架的企业架构方法。本文探讨了企业架构如何通过识别基础设施和运营流程中的问题来提供系统化和可量化的解决方案。研究的目的是就企业架构概念如何在提供运输服务的过程中优化运营效率和简化流程提供全面的见解。通过实施 TOGAF,有望实现系统的无缝集成,优化技术使用,并改善客户体验。总之,本文展示了改善运输服务的愿望。它解释了企业架构方法,特别是 TOGAF 框架内的企业架构方法,是如何直接带来提高运营效率和改善服务质量等优势的。本文旨在让广大读者(包括管理层、信息技术专业人士和运输行业的其他利益相关者)易于理解。本文避免使用过于技术性的语言,以确保可读性和可理解性。
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引用次数: 0
Implementation Convolutional Neural Network for Visually Based Detection of Waste Types 利用卷积神经网络实现基于视觉的废物类型检测
Pub Date : 2024-01-16 DOI: 10.47709/cnahpc.v6i1.3427
Bayu Yasa Wedha, Ira Diana Sholihati, Sari Ningsih
Waste detection plays an essential role in ensuring efficient waste management. Convolutional Neural Networks are used in visual waste detection to improve waste management. This study uses a data set that covers various categories of waste, such as plastic, paper, metal, glass, trash, and cardboard. Convolutional Neural Networks are created and trained with refined architecture to achieve precise classification results. During the model development stage, the focus is on utilizing transfer learning techniques to implement Convolutional Neural Networks. Utilizing pre-trained models will speed up and improve the learning process by enriching the representation of waste features. By using the information embedded in the trained model, the Convolutional Neural Network can differentiate the specific attributes of various waste categories more accurately. Utilizing transfer learning allows models to adapt to real-world scenarios, thereby improving their ability to generalize and accurately identify waste that may exhibit significant variation in appearance. Combining these methodologies enhances the ability to identify waste in diverse environmental conditions, facilitates efficient waste management, and can be adapted to contemporary needs in environmental remediation. The model evaluation shows satisfactory performance, with a recognition accuracy of about 73%. Additionally, experiments are conducted under authentic circumstances to assess the reliability of the system under realistic circumstances. This study provides a valuable contribution to the advancement of waste detection systems that can be integrated into waste management with optimal efficiency.
废物检测在确保有效的废物管理方面发挥着至关重要的作用。卷积神经网络可用于视觉垃圾检测,以改善垃圾管理。本研究使用的数据集涵盖了各种类别的废物,如塑料、纸张、金属、玻璃、垃圾和纸板。卷积神经网络的创建和训练采用了精细的架构,以获得精确的分类结果。在模型开发阶段,重点是利用迁移学习技术来实现卷积神经网络。利用预先训练好的模型,可以丰富废弃物特征的表征,从而加快和改进学习过程。通过使用训练模型中的信息,卷积神经网络可以更准确地区分各类废物的具体属性。利用迁移学习可以让模型适应真实世界的场景,从而提高其概括能力,并准确识别可能在外观上表现出显著差异的废物。将这些方法结合起来,可以提高在不同环境条件下识别废物的能力,促进有效的废物管理,并适应当代环境修复的需要。模型评估结果表明其性能令人满意,识别准确率约为 73%。此外,还在真实环境下进行了实验,以评估系统在现实环境下的可靠性。这项研究为废物检测系统的发展做出了宝贵的贡献,该系统能以最佳效率融入废物管理。
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引用次数: 0
Analysis of Base Station Replacement Using the Cost-231 Propagation Model and Stanford University Interim (SUI) on the LTE Network in Pauh District, Padang 使用成本-231 传播模型和斯坦福大学中期(SUI)分析巴东 Pauh 区 LTE 网络的基站替换情况
Pub Date : 2024-01-15 DOI: 10.47709/cnahpc.v6i1.3331
Afrizal - Yuhanef, Zurnawita Zurnawita, Nadia Pratiwi, Herry Setiawan
The increase in network traffic is caused by an imbalance between the number of users and the provision of network capacity, causing the decrease of network performance. This is often found in densely populated areas with a large number of users so that the use of cellular access services is fairly high. For this reason, it is necessary to optimize the network, one of which is by replacing existing devices (swap). Site 31140_Lubuk Bukit, Pauh District, Padang is one of the base stations that has a performance issue, which has a low throughput value (±5Mbps) and a high traffic value of 83 GB/day with Flexi Multi Radio device type and sectoral antenna. Therefore, the existing equipment is replaced, from the FMR type to the Airscale type which minimizes the use of sectoral equipment and antenna types (3 sectors) to multisectoral (6 sectors). The measurement process is carried out using two methods, namely the COST-231 propagation model for the frequency of 1800 MHz and the Stanford University Interim (SUI) for the frequency of 2100 MHz then the Key Performance Indicator (KPI) parameters with the parameters of accessibility, retainability, integrity, mobility, usage, propagation loss and receive power. The results showed that the optimization carried out by the swap method could improve the site's performance, namely a decrease in traffic reaching 31.42% and an increase in throughput up to 60% and followed by an increase in other parameters that have met the threshold value.
网络流量增加的原因是用户数量与网络容量之间的不平衡,从而导致网络性能下降。这种情况通常出现在人口稠密、用户数量众多的地区,因此蜂窝接入服务的使用率相当高。因此,有必要对网络进行优化,其中之一就是更换现有设备(交换)。巴东 Pauh 区 31140_Lubuk Bukit 基站是其中一个存在性能问题的基站,其吞吐量值较低(±5Mbps),而使用 Flexi Multi Radio 设备类型和扇形天线的流量值则高达 83GB/天。因此,将现有设备从 FMR 型更换为 Airscale 型,将扇区设备和天线类型(3 个扇区)减少到多扇区(6 个扇区)。测量过程使用了两种方法,即频率为 1800 MHz 的 COST-231 传播模型和频率为 2100 MHz 的斯坦福大学临时模型(SUI),然后使用关键性能指标(KPI)参数,包括可达性、可保留性、完整性、移动性、使用率、传播损耗和接收功率等参数。结果表明,通过交换法进行的优化可以提高站点的性能,即流量减少 31.42%,吞吐量提高 60%,其他参数也随之提高,达到了阈值。
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引用次数: 0
Sentiment Analysis on Cyanide Case After 'Ice Cold' Aired with NLP Method using Naïve Bayes Algorithm 使用奈维贝叶斯算法的 NLP 方法对《冰冷》播出后的氰化物案件进行情感分析
Pub Date : 2024-01-15 DOI: 10.47709/cnahpc.v6i1.3408
Rahmatika Hizria, Sarwadi Sarwadi, Rabiatul Adawiyah Hasibuan, Ramadhani Ritonga, Rika Rosnelly
Information technology is developing increasingly rapidly, and the reach of the Internet has expanded even to remote areas. The public increasingly uses social media as a source of information that discusses all aspects of people's lives. Social media has a vital role for most people, one of which is the news of the cyanide coffee case. The Cyanide Coffee case was discussed again by netizens after Netflix raised this case in a documentary film entitled Ice Cold, which made the public even more convinced of the irregularities of the case. Based on this, sentiment analysis is needed to extract comments to obtain public opinion information. The sentiment analysis aims to create a sentiment model to determine public comments on this case. Therefore, this research was conducted to find out and classify public sentiment on the Cyanide Coffee Case using the Natural Language Processing (NLP) method, which is a text preprocessing process followed by the tokenization stage. Data filtering was used using Indonesian Stopwords, and then normalization was continued using Porter Stemmer. In this study, data collection was carried out based on public comments on Ice Cold shows on the TikTok platform using TikTok Comments Scraper. The test results show that the classification using naïve Bayes obtained the results of 22 negative comments, 4052 neutral comments and 34 positive comments. The classification results of this study are 87% accuracy, 97.6% precision, 87% recall, and 91.9% F-Score.
信息技术发展日新月异,互联网的覆盖范围甚至扩展到了偏远地区。公众越来越多地将社交媒体作为讨论人们生活方方面面的信息来源。社交媒体对大多数人来说都有着至关重要的作用,氰化咖啡事件就是其中之一。在 Netflix 在纪录片《Ice Cold》中提出此案后,氰化咖啡案再次被网民讨论,这让公众更加确信此案的违规性。在此基础上,需要通过情感分析来提取评论,从而获得舆情信息。情感分析旨在创建一个情感模型,以确定公众对此案的评论。因此,本研究使用自然语言处理(NLP)方法对公众对氰化物咖啡案的看法进行了分析和分类,这是一个文本预处理过程,然后是标记化阶段。使用印尼语停止词进行数据过滤,然后使用 Porter Stemmer 继续进行规范化处理。在本研究中,使用 TikTok Comments Scraper 对 TikTok 平台上关于《冰雪奇缘》节目的公开评论进行了数据收集。测试结果表明,使用天真贝叶斯进行分类的结果为:负面评论 22 条,中性评论 4052 条,正面评论 34 条。本研究的分类结果为:准确率 87%、精确率 97.6%、召回率 87%、F-Score 91.9%。
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引用次数: 0
Analysis of String Matching Application on Serial Number Using Boyer Moore Algorithm 使用 Boyer Moore 算法分析序列号上的字符串匹配应用
Pub Date : 2024-01-15 DOI: 10.47709/cnahpc.v6i1.3410
Dede A. Tarigan, Adiyanto O. Buaton, Briyandana Briyandana, Erica R. Safitri, Rika Rosnelly
Nowadays, technology has become the most important pillar in business management. The rapid development of technology has a significant impact on various aspects of business, from operational efficiency to marketing strategies. Applications are very important in a company or agency. With an information system, companies and agencies can easily guarantee the quality of information that will be presented for decision-making. Now, much information can be easily obtained quickly, thanks to information technology. The speed and accuracy of information delivery is a challenge for all producers in running their business. Boyer-Moore algorithm is one of the algorithms that can be used in the Barcode Generator application to scan barcode product serial numbers. The Boyer-Moore algorithm method functions to find sequence numbers. The development process requires several stages of investigation in the form of data collection techniques, problem identification, application of the Boyer-Moore algorithm, implementation, and system testing. This iterative process makes the application of string matching with the Boyer-Moore algorithm technique into a very accurate application suitable for text search. This process is done by giving a pattern to the text. Therefore, the final result of string matching text search using the Boyer-Moore algorithm technique requires nine iterations. In the 9th iteration, the text and pattern conditions are matched or sequential. From the results of the manual computational search analysis work of applying the Boyer Moore string matching algorithm, several stages of the process are made, namely iterations 1 to 9, as a search step to determine string matches. In addition, patterns can be used with the number of shifts of patterns or text up to 13 times.
如今,技术已成为企业管理中最重要的支柱。技术的飞速发展对企业的各个方面,从运营效率到营销策略,都产生了重大影响。应用在公司或机构中非常重要。有了信息系统,公司和机构就能很容易地保证为决策提供的信息的质量。现在,得益于信息技术,很多信息都可以很容易地快速获取。信息传递的速度和准确性是所有生产商在经营业务时面临的挑战。Boyer-Moore 算法是条码生成器应用程序中可用于扫描条码产品序列号的算法之一。Boyer-Moore 算法的功能是查找序列号。开发过程需要经过数据收集技术、问题识别、Boyer-Moore 算法应用、实施和系统测试等多个调查阶段。这一迭代过程使使用 Boyer-Moore 算法技术的字符串匹配应用成为非常精确的应用,适合文本搜索。这一过程是通过给文本赋予一个模式来完成的。因此,使用 Boyer-Moore 算法技术进行字符串匹配文本搜索的最终结果需要 9 次迭代。在第 9 次迭代中,文本和模式条件进行了匹配或排序。从应用 Boyer Moore 字符串匹配算法的人工计算搜索分析工作结果来看,作为确定字符串匹配的搜索步骤,需要经过几个阶段,即迭代 1 至 9。此外,还可以使用模式,模式或文本的移位次数可达 13 次。
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引用次数: 0
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Journal Of Computer Networks, Architecture and High Performance Computing
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