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Empirical and Experimental Perspectives on Big Data in Recommendation Systems: A Comprehensive Survey

BIG DATA MINING AND ANALYTICS 2024年第3期7卷 964-1014页

作者： Taha, Kamal Yoo, Paul D. yeun, chan Taha, Aya Khalifa Univ Dept Comp Sci Abu Dhabi 127788 U Arab Emirates Univ London Birkbeck Coll Sch Comp & Math Sci London WC1E 7HU England Brighton Coll Dept Sci Dubai 122002 U Arab Emirates

This survey paper provides a comprehensive analysis of big data algorithms in recommendation systems, addressing the lack of depth and precision in existing literature. It proposes a two-pronged approach: a thorough analysis of current algorithms and a novel, hierarchical taxonomy for precise categorization. The taxonomy is based on a tri-level hierarchy, starting with the methodology category and narrowing down to specific techniques. Such a framework allows for a structured and comprehensive classification of algorithms, assisting researchers in understanding the interrelationships among diverse algorithms and techniques. Covering a wide range of algorithms, this taxonomy first categorizes algorithms into four main analysis types: user and item similarity based methods, hybrid and combined approaches, deep learning and algorithmic methods, and mathematical modeling methods, with further subdivisions into sub-categories and techniques. The paper incorporates both empirical and experimental evaluations to differentiate between the techniques. The empirical evaluation ranks the techniques based on four criteria. The experimental assessments rank the algorithms that belong to the same category, sub-category, technique, and sub-technique. Also, the paper illuminates the future prospects of big data techniques in recommendation systems, underscoring potential advancements and opportunities for further research in this fields.

关键词： Surveys Computational modeling Scalability Taxonomy Big Data Data models Mathematical models big data algorithms recommendation systems recommendation algorithms deep learning in recommendations

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Human endogenous retrovirus type-W and multiple sclerosis–related smoldering neuroinflammation

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Neural Regeneration Research 2025年第3期20卷 813-814页

作者： Joel Gruchot Laura Reiche Andrew chan Robert Hoepner Patrick Küry Department of Neurology Medical Faculty and University Hospital DüsseldorfHeinrich Heine University DüsseldorfDüsseldorfGermany Department of Neurology InselspitalBern University Hospital and University of BernBernSwitzerland

Introduction to human endogenous retrovirus type-W(HERV-W): Genomic inheritance from the past includes retroviral sequences that have been stably incorporated into our genomes and account for up to 8% of human DNA.

关键词： endogenous inflammation Human

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Anonymous TollPass: A Blockchain-Based Privacy-Preserving Electronic Toll Payment Model

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Computers, Materials & Continua 2024年第6期79卷 3495-3518页

作者： Jane Kim Soojin Lee chan Yeob yeun Seung-Hyun Seo Department of Electronic&Electrical Engineering Graduate SchoolHanyang UniversitySeoul04763Korea Department of Electrical Engineering and Computer Science Khalifa University of Science and TechnologyAbu Dhabi127788United Arab Emirates School of Electrical Engineering Hanyang UniversityERICAAnsan15588Korea

As big data,Artificial Intelligence,and Vehicle-to-Everything(V2X)communication have advanced,Intelligent Transportation Systems(ITS)are being developed to enable efficient and safe transportation *** Toll Collection(ETC),which is one of the services included in ITS systems,is an automated system that allows vehicles to pass through toll plazas without stopping for manual *** ETC system is widely deployed on highways due to its contribution to stabilizing the overall traffic system *** ensure secure and efficient toll payments,designing a distributed model for sharing toll payment information among untrusted toll service providers is ***,the current ETC system operates under a centralized ***,both toll service providers and toll plazas know the toll usage history of *** raises concerns about revealing the entire driving routes and patterns of *** address these issues,blockchain technology,suitable for secure data management and data sharing in distributed systems,is being applied to the ETC *** enables efficient and transparent management of ETC ***,the public nature of blockchain poses a challenge where users’usage records are exposed to all *** tackle this,we propose a blockchain-based toll ticket model named AnonymousTollPass that considers the privacy of *** proposed model utilizes traceable ring signatures to provide unlinkability between tickets used by a vehicle and prevent the identity of the vehicle using the ticket from being identified among the ring members for the ***,malicious vehicles’identities can be traced when they attempt to reuse *** conducting simulations,we show the effectiveness of the proposed model and demonstrate that gas fees required for executing the proposed smart contracts are only 10%(when the ring size is 50)of the fees required in previous studies.

关键词： Blockchain electronic toll collection smart contract traceable ring signature

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Data and Ensemble Machine Learning Fusion Based Intelligent Software Defect Prediction System

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Computers, Materials & Continua 2023年第6期75卷 6083-6100页

作者： Sagheer Abbas Shabib Aftab Muhammad Adnan Khan Taher MGhazal Hussam Al Hamadi chan Yeob yeun School of Computer Science National College of Business Administration&EconomicsLahore54000Pakistan Department of Computer Science Virtual University of PakistanLahore54000Pakistan Department of Software Faculty of Artificial Intelligence and SoftwareGachon UniversitySeongnam13120Korea Riphah School of Computing&Innovation Faculty of ComputingRiphah International UniversityLahore CampusLahore54000Pakistan School of Information Technology Skyline University CollegeUniversity City SharjahSharjahUAE Center for Cyber Security Faculty of Information Science and TechnologyUKMBangiSelangor43600Malaysia College of Engineering and IT University of Dubai14143UAE EECS Department Center for Cyber Physical SystemsKhalifa UniversityAbu Dhabi127788UAE

The software engineering field has long focused on creating high-quality software despite limited *** defects before the testing stage of software development can enable quality assurance engineers to con-centrate on problematic modules rather than all the *** approach can enhance the quality of the final product while lowering development *** defective modules early on can allow for early corrections and ensure the timely delivery of a high-quality product that satisfies customers and instills greater confidence in the development *** process is known as software defect prediction,and it can improve end-product quality while reducing the cost of testing and *** study proposes a software defect prediction system that utilizes data fusion,feature selection,and ensemble machine learning fusion techniques.A novel filter-based metric selection technique is proposed in the framework to select the optimum features.A three-step nested approach is presented for predicting defective modules to achieve high *** the first step,three supervised machine learning techniques,including Decision Tree,Support Vector Machines,and Naïve Bayes,are used to detect faulty *** second step involves integrating the predictive accuracy of these classification techniques through three ensemble machine-learning methods:Bagging,Voting,and ***,in the third step,a fuzzy logic technique is employed to integrate the predictive accuracy of the ensemble machine learning *** experiments are performed on a fused software defect dataset to ensure that the developed fused ensemble model can perform effectively on diverse *** NASA datasets are integrated to create the fused dataset:MW1,PC1,PC3,PC4,and *** to the results,the proposed system exhibited superior performance to other advanced techniques for predicting software defects,achieving a remarkable accuracy rate of 92.08%.

关键词： Ensemble machine learning fusion software defect prediction fuzzy logic

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A fast and simple system performance emulator for enhanced solid state disks:a case study of long read operations

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Journal of Zhejiang University-Science C(Computers and Electronics) 2010年第6期11卷 418-424页

作者： Do yeun KIM chanik PARK Eui-Young CHUNG Sung Woo CHUNG Division of Computer and Communication Engineering Korea University Seoul 13-713 Korea Samsung Electronics Yongin-City Kyunggi-Do 446-701 Korea School of Electrical and Electronic Engineering Yonsei University Seoul 120-749 Korea

In this paper, we propose a fast and simple system emulator, called a system performance emulator(SPE), to evaluate long read *** SPE estimates how much system-wide performance is enhanced by using a faster solid state disk(SSD).By suspending a CPU for a certain time during direct memory access(DMA) transfer and subtracting this suspended time from the total DMA time, the SPE estimates the improvement in system performance expected from an enhanced SSD prior to its *** also examine the relation between storage performance and system performance using the SPE.

关键词： Solid state disk(SSD) Performance emulator System performance Direct memory access(DMA) Operating system

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Clinical applications of next-generation sequencing in colorectal cancers

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World Journal of Gastroenterology 2013年第40期19卷 6784-6793页

作者： Tae-Min Kim Sug-Hyung Lee yeun-Jun Chung MRC Cancer Evolution Research Center College of MedicineThe Catholic University of KoreaSeoul 137-701South Korea Integrated Research Center for Genome Polymorphism Department of MicrobiologyCollege of MedicineThe Catholic University of KoreaSeoul 137-701South Korea Department of Pathology College of MedicineThe Catholic University of KoreaSeoul 137-701South Korea

Like other solid tumors,colorectal cancer(CRC) is a genomic disorder in which various types of genomic alterations,such as point mutations,genomic rearrangements,gene fusions,or chromosomal copy number alterations,can contribute to the initiation and progression of the disease. The advent of a new DNA sequencing technology known as next-generation sequencing(NGS) has revolutionized the speed and throughput of cataloguing such cancer-related genomic alterations. Now the challenge is how to exploit this advanced technology to better understand the underlying molecular mechanism of colorectal carcinogenesis and to identify clinically relevant genetic biomarkers for diagnosis and personalized therapeutics. In this review,we will introduce NGS-based cancer genomics studies focusing on those of CRC,including a recent large-scale report from the Cancer Genome Atlas. We will mainly discuss how NGS-based exome-,whole genome- and methylome-sequencing have extended our understanding of colorectal carcinogenesis. We will also introduce the unique genomic features of CRC discovered by NGS technologies,such as the relationship with bacterial pathogens and the massive genomic rearrangements of chromothripsis. Finally,we will discuss the necessary steps prior to development of a clinical application of NGS-related findings for the advanced management of patients with CRC.

关键词： Next-generation sequencing Cancer genomics Colorectal cancers Personalized medicine The cancer genome atlas

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肝脏类器官在肝脏疾病模型与移植治疗中的应用潜力

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中国组织工程研究 2025年第8期29卷 1684-1692页

作者：袁维勃刘婵余丽梅遵义医科大学附属医院贵州省细胞工程重点实验室贵州省遵义市563003 遵义医科大学教育部省部共建组织损伤修复与再生医学协同创新中心贵州省遵义市563000 遵义医科大学附属医院贵州省干细胞临床应用与新药研发工程研究中心贵州省遵义市563003 遵义医科大学附属医院贵州省生物治疗人才基地贵州省遵义市563003 遵义医科大学附属医院遵义市干细胞与再生医学工程研究中心贵州省遵义市563003

背景:肝脏类器官对阐明肝脏疾病的确切病理机制及对肝脏疾病的治疗具有重要的意义。目的:总结目前国内外该领域的基础研究,回顾以往肝脏类器官的构建、疾病建模和移植治疗的重要研究进展,探讨肝脏类器官联合组织工程技术的应用前景。方... 详细信息

背景:肝脏类器官对阐明肝脏疾病的确切病理机制及对肝脏疾病的治疗具有重要的意义。目的:总结目前国内外该领域的基础研究,回顾以往肝脏类器官的构建、疾病建模和移植治疗的重要研究进展,探讨肝脏类器官联合组织工程技术的应用前景。方法:检索PubMed数据库及中国知网数据库收录的相关文献,英文检索词为“liver,organoids,liver diseases”,中文检索词为“肝,类器官,肝脏疾病”,主要检索时限为2018年4月至2024年4月,通过人工阅读排除重复文献等,最终纳入94篇文献进行归纳分析。结果与结论:①肝脏类器官构建的种子细胞主要集中于成体细胞和多能干细胞,通过辅助各种细胞因子参与信号引导作用和细胞外基质提供3D微环境,促进类器官的产生,但是整体成熟度不高,有望通过结合组织工程技术改善这一问题;②体外疾病建模方面主要在简单疾病和单基因遗传病领域研究较多,类器官高度保留患者遗传特性,有望通过结合CRISPR-Cas9基因矫正和其他新兴技术模拟更复杂的肝脏疾病并阐明更深层次的病理机制;③体内移植治疗方面,肝脏类器官能够安全有效的植入,表现出惊人的肝功能替代潜力及组织再生能力,并且还可能通过与其他组织工程材料结合达到治疗目的。

关键词：肝脏类器官干细胞种子细胞肝脏疾病疾病建模体内移植综述

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Stress analysis model of strip winding system with a sleeve for a coil of thin stainless steel

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Journal of Iron and Steel Research International 2017年第1期24卷 1-7页

作者： Yong-hui Park Kyutae Park Sung-yeun Won Wan-kee Hong Hyun-chul Park Graduate School of Engineering Masterships Pohang University of Science and Technology(POSTECH)Kyungbuk 790 784PohangRepublic of Korea Mechanical Engineering Pohang University of Science and Technology(POSTECH)Kyungbuk 790-784PohangRepublic of Korea Mechanical Facility Research Group Engineering Solution CenterPOSCOKyungbuk 790-360PohangRepublic of Korea

In a strip winding process,the sleeve is a hollow cylinder that is mounted between a strip coil and a mandrel to maintain uniform coil shape when the strip coil is very thin,but its deformation behavior has not been investigated ***,a finite element（FE）model was presented to calculate the stress distribution in a sleeve and strip coil when 1-3mm-thick stainless steel was wound around the *** FE model was developed by extending aprevious model by adding a sleeve between the mandrel and strip,and by modifying the boundary and interaction *** strip winding process was divided into an initial process and a steady-state *** the initial process,the minimum and maximum pressure required on the belt wrapper to maintain coil shape by self-friction of the strip was calculated by the FE model when the belt wrapper is ejected at the end of the initial *** the initial process,an analytical model of the steady-state process was established to calculate the stress distribution and was compared with the FE model to validate *** suggested analytical model took 11 sto give the same stress distribution that the FE model took 30 dto produce.

关键词： Strip winding system Belt wrapper Grooved joint Radial stress Hoop stress Von-Mises stress Interference fit

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On the validity of microscopic calculations of double-quantum-dot spin qubits based on Fock-Darwin states

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Science China(Physics,Mechanics & Astronomy) 2018年第4期61卷 36-43页

作者： GuoXuan chan Xin Wang Department of Physics City University of Hong KongHong Kong SARChina City University of Hong Kong Shenzhen Research Institute Shenzhen 51805Z China

We consider two typical approximations that are used in the microscopic calculations of double-quantum dot spin qubits, namely,the Heitler-London(HL) and the Hund-Mulliken(HM) approximations, which use linear combinations of Fock-Darwin states to approximate the two-electron states under the double-well confinement potential. We compared these results to a case in which the solution to a one-dimensional Schr ¨odinger equation was exactly known and found that typical microscopic calculations based on Fock-Darwin states substantially underestimate the value of the exchange interaction, which is the key parameter that controls the quantum dot spin qubits. This underestimation originates from the lack of tunneling of Fock-Darwin states, which is accurate only in the case with a single potential well. Our results suggest that the accuracies of the current two-dimensional molecularorbit-theoretical calculations based on Fock-Darwin states should be revisited since underestimation could only deteriorate in dimensions that are higher than one.

关键词： spin qubits double quantum dots exchange interaction

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PRECONDITIONED CONJUGATE GRADIENT METHODS FOR INTEGRAL EQUATIONS OF THE SECOND KIND DEFINED ON THE HALF-LINE

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Journal of Computational Mathematics 1996年第3期14卷 223-236页

作者： chan, RH Lin, FR CHINESE UNIV HONG KONG DEPT MATHSHATINHONG KONG UNIV HONG KONG DEPT MATHHONG KONGHONG KONG

We consider solving integral equations of the second kind defined on the half-line [0, infinity) by the preconditioned conjugate gradient method. Convergence is known to be slow due to the non-compactness of the associated integral operator. In this paper, we construct two different circulant integral operators to be used as preconditioners for the method to speed up its convergence rate. We prove that if the given integral operator is close to a convolution-type integral operator, then the preconditioned systems will have spectrum clustered around 1 and hence the preconditioned conjugate gradient method will converge superlinearly. Numerical examples are given to illustrate the fast convergence.

关键词： Math Cr PRECONDITIONED CONJUGATE GRADIENT METHODS FOR INTEGRAL EQUATIONS OF THE SECOND KIND DEFINED ON THE HALF-LINE Pro III

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