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Overlapping Community Detection based on Facets of Social Network: An Empirical Analysis 4

Overlapping Community Detection based on Facets of Social Ne...

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4th international conference on Advances in Electrical, Computing, Communication and Sustainable Technologies, ICAECT 2024

作者： Das, Soumita Biswas, Anupam National Institute of Technology Silchar Department of Computer Science and Engineering India

ISBN: (纸本)9798350343670

Detection of overlapping communities is a challenging problem that has drawn a lot of research interest. this is motivated by the fact that in real-world networks, individuals frequently join multiple groups subsequently, resulting in overlapping communities. In this paper, we presented a comprehensive analysis of numerous state-of-the-art overlapping community detection algorithms in order to understand the relative efficiency of the corresponding algorithms in handling specific issues. We consider issues like the facets of the social networks that are used for overlapping community detection, time complexity, accuracy, and quality. However, the accuracy and quality metrics are not sufficient to evaluate the comparative performance of community detection algorithms because these measures use an indirect approach for comparing the algorithms. therefore, we have additionally used a direct evaluation metric namely, topological variance for performance analysis of the community detection algorithms. Experiments are conducted on several widely used real world networks. this study allows us to identify the algorithms that work well in different scenarios. As a result, we arrive at findings that direct our algorithm selection procedure in accordance with predetermined goals. © 2024 IEEE.

关键词： Direct comparative analysis Evaluation metrics Facets of social network Overlapping community

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Empirical Evaluation of Large Language Models for Novice Program Fault Localization 24

Empirical Evaluation of Large Language Models for Novice Pro...

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24th IEEE international conference on Software Quality, Reliability and Security (QRS)

作者： Liu, Yangtao Liu, Hengyuan Yang, Zezhong Li, Zheng Liu, Yong Beijing Univ Chem Technol Coll Informat Sci & Technol Beijing Peoples R China

ISBN: (纸本)9798350365634

Integrating Large Language Models (LLMs) into software fault localization represents a significant advancement in improving debugging efficiency for programmers. However, novice program fault localization, which is essential for computer science education, has not been thoroughly investigated in previous studies. In contrast to industrial programs target practical functionality, novice programs primarily deal with individual algorithmic issues. the distinct logic structures between novice and industrial programs can impact how effectively LLM understand and process them. Moreover, this difference reveals the inapplicability of the Competent Programmer Hypothesis, a fundamental assumption in industrial fault localization, to novice program fault localization. therefore, industrial methodologies are unsuitable for novice programming, emphasizing the need for our empirical studies. To fill this gap, we evaluate LLMs' effectiveness in localizing faults for novice programs in statement level. Using the widely used novice programs dataset Codeflaws and Condefects, we compare the performance of two commercial LLMs (i.e., ChatGPT-3.5 and ChatGPT-4) and three open-source LLMs (i.e., ChatGLM3, Llama2, and Code Llama) against traditional fault localization methods, examining their accuracy and overlap. Additionally, we investigate how prompt engineering improves localization precision. Our findings show ChatGPT-4's overall superior performance, with ChatGPT-3.5 exhibiting minor advantages in certain cases. ChatGPT-4 outperforms the traditional methods with best performance by 592% and 137% on Codeflaws and Condefects. Specifically, each method exhibits unique strengths in localizing novice programming faults. Moreover, carefully crafted prompts can improve LLMs' precision. these insights underscore the promising potential of utilizing LLMs for fault localization in novice programming.

关键词： Large Language Model Fault Localization Empirical Study Novice programming Prompt engineering

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Modified Approach for Solving Fully Fuzzy Linear programming Problems 4

Modified Approach for Solving Fully Fuzzy Linear Programming...

引用

4th IEEE international conference on Emerging Smart Computing and Informatics, ESCI 2022

作者： Shelar, D.S. Andhare, P.G. Gaikwad, S.B. thakre, P.A. Aissms Institute of Information Technology Department of Engineering Science Pune India Rbnb College Department of Mathematics Shrirampur India New Art Com. and Sci. College Department of Mathematics Ahmednagar India Zeal College of Engineering Department of Engineering Sciences Pune India

ISBN: (纸本)9781665400732

this study intended to develop a new and improved approach to solve completely Fully Fuzzy Linear programming Problems(FFLPP) with Symmetric Trapezoidal Fuzzy Numbers(STFN) and findings results are compared with the results of existing methods. this article, first converted Fully Fuzzy LPP to the same Crisp Linear programming Problem (LPP) by defuzzifying STFN. It is also proposed that it be presented an efficient and time-saving method. Finally of the paper, examples are shown in support of the results obtained. © 2022 IEEE.

关键词： Linear programming

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Calling Cards: Concrete Visual End-User programming 22

Calling Cards: Concrete Visual End-User Programming

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6th international conference on the art, science, and engineering of programming (programming)

作者： Homer, Michael Victoria Univ Wellington Sch Engn & Comp Sci Wellington New Zealand

ISBN: (纸本)9781450396561

Creating a program that performs even a simple task and shows the result is unapproachable to most people, and even trained programmers face a burden to create a new program. In this paper, we introduce a prototype system and model for live visual dataflow programming where intermediate steps are visible and all components are tangible and manifest. Our system aims to allow a user to dive in and immediately have a working program that can be incrementally extended.

关键词： end-user programming exploratory programming visual programming dataflow programming

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Advances in Answer Set Planning: A Comprehensive Survey and Integration with Mixed Integer programming 15

Advances in Answer Set Planning: A Comprehensive Survey and ...

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15th international conference on Advances in Computing, Control, and Telecommunication Technologies, ACT 2024

作者： Kumar, Lalit Ailawalia, Praveen Department of Computer Science and Engineering Chandigarh University Gharuan Punjab Mohali India Department of Mathematics Chandigarh University Gharuan Punjab Mohali India

ISBN: (纸本)9798331300579

this paper presents a comprehensive survey of the progress made in the field, spanning from its foundational concepts to its application in challenging planning domains. the survey delves into the strengths and weaknesses of answer set planning, exploring its typical applications and outlining key challenges for future research. One notable contribution of this paper is the integration of answer set programming with mixed integer programming, a widely applied paradigm. theoretical results establish translations from non-disjunctive logic programs to linear constraints in mixed integer programming, aligning solutions to these constraints with the answer sets of the original programs. this integration forms the basis for an extended answer set programming language that incorporates linear constraints as a primitive, facilitating more concise problem encodings. To validate the theoretical findings, a prototype system has been implemented, utilizing a state-of-the-art mixed integer programming solver to compute answer sets. Experimental results showcase the effectiveness of this approach in addressing optimization problems and those with variables spanning large domains. this research not only contributes to the theoretical foundations of answer set planning but also introduces a practical and efficient approach for solving complex problems in various domains. © Grenze Scientific Society, 2024.

关键词： Mixed-integer linear programming

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Natural Language Guided Attention Mixer for Object Tracking 4

Natural Language Guided Attention Mixer for Object Tracking

引用

4th international conference on Information science, Parallel and Distributed Systems, ISPDS 2023

作者： Lu, Qingyang Yuan, Guanglin Li, Congli Zhu, Hong Qin, Xiaoyan Army Artillery and Air Defense Academy of Pla Anhui Hefei230031 China Army Artillery and Air Defense Academy of Pla Department of Information Engineering Anhui Hefei230031 China Army Artillery and Air Defense Academy of Pla Department of Ordnance Engineering Anhui Hefei230031 China The College of Electronic Engineering National University of Defense Technology Anhui Hefei230031 China

ISBN: (纸本)9798350337181

the current research on object tracking using visual and language information shows promise. A significant amount of research has been done to achieve this goal by constructing models that uniformly characterize multimodal information. Different from previous work, this paper introduces a language-guided attention mixer. the mixer adaptively guides visual tracking attention using natural language and continuously corrects visual bias through linguistic information. this approach not only improves target feature recognition during the tracking process but also reduces training costs and introduces smaller parameters, resulting in significant improvements. the tracker proposed in this paper achieves state-of-the-art performance on four benchmarks with language annotation, all while running in real-time. © 2023 IEEE.

关键词： Mixers (machinery)

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Design of rhubarb processing control system based on Internet of things 4

Design of rhubarb processing control system based on Interne...

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4th international conference on Telecommunications, Optics, and Computer science, TOCS 2023

作者： Sun, Lijuan Wei, Jiansheng Li, Xiangwei Zhao, Xiaoqiang Tang, Jiawei School of Computer Science and Artificial Intelligence Lanzhou Institute of Technology Lanzhou730000 China Li County Rhubarb technology Co. LTD Gansu province Li County Industrial Park Longnan Longnan730000 China

ISBN: (数字)9781510679849

ISBN: (纸本)9781510679832

In order to improve the processing quality of traditional Chinese medicine rhubarb and control the processing process of rhubarb in real time, a programmable logic control system with Ethernet and Internet of things remote communication function was designed, and the corresponding programming software and configuration software were developed, which had important engineering application value for the transformation and upgrading of traditional processing equipment of rhubarb. In this paper, based on 5G Narrowband Internet of things (NBiot) technology and industrial Ethernet technology, a programmable logic control system with remote wireless communication function is designed, and the supporting programming software platform is developed to connect to the cloud wireless network. the research results were tested in Li County Rhuai Technology Co., LTD. the rhuai production yield was increased by 30%, the processing quality was effectively improved, and the effectiveness of the rhuai processing process control was guaranteed. In addition, the results can provide reference for the research and development of intelligent control systems in traditional Chinese medicine preparation industry, and realize the large-scale and industrialized development of traditional Chinese medicine processing equipment. © 2024 SPIE.

关键词： Internet of things

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Persistent Luminescence from Trivalent Rare Earth Ions Doped Lithium Strontium Silicate under X-ray Excitation 4

Persistent Luminescence from Trivalent Rare Earth Ions Doped...

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4th international conference on Laser, Optics, and Optoelectronic Technology, LOPET 2024

作者： Zhang, Wei Zhang, Xuefeng Yang, Yanmin College of Art Hebei University Baoding071002 China College of Physics Science and Technology Hebei University Baoding071002 China

ISBN: (纸本)9781510681903

Long afterglow luminescence (LAL) phosphors hold potential for diverse applications. However, too many factors make it impossible to obtain a general afterglow mechanism, which hinders the exploration of the novel afterglow phosphors. Here, we take trivalent rare earth (RE3+) doped Li2SrSiO4 as an example for research, use X-rays as the excitation source to ensure host-band charging method regardless of the band gap and use RE3+ ions as the luminescent centers achieving the stability of emission wavelength in different hosts. the data results indicate that Ce, Pr, Tb, Dy, Sm, and Tm, which are easily variable in valence, exhibit afterglow emission, while Er, Nd, and Ho, which are not easily variable in valence, do not exhibit afterglow emission. A general afterglow mechanism based on the afterglow properties of Li2SrSiO4:RE3+ was proposed, in which the electrons and holes were generated under X-ray excitation formed excitons, subsequently bound by RE3+ where the ability of RE3+ ions to bind excitons is determined by their valence change trend. © 2024 SPIE.

关键词： Metal ions

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Data Fusion-based graph representation learning for brain disease recognition 4

Data Fusion-based graph representation learning for brain di...

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4th international conference on Big Data and artificial Intelligence and Software engineering, ICBASE 2023

作者： Huang, Baixue Lu, Hu Jiangsu University School of Computer Science and Communication Engineering Jiangsu China

ISBN: (纸本)9798350329490

Self-supervised graph learning has attracted intensive attention due to attempts to eliminate the need for expensive data labeling, especially graph contrastive learning. However, the existing graph contrastive learning methods rely heavily on selecting negative samples or symmetric network structures. To overcome these limitations, we propose a Data Fusion framework based on Graph Representation Learning for brain disease recognition (DF-GRL), which integrates structure and attribute information extracted from an asymmetric dual branch network. To explore the structure representation of attribute embedding, we sample neighbor node features of attribute embedding. We apply a cross-correlation-based loss function to constrain the structural consistency of structural embedding and neighbor embedding representations. With state-of-the-art graph representation learning methods, extensive experiments on seven brain functional connectivity data demonstrate the effectiveness and efficiency of our method. © 2023 IEEE.

关键词： Data fusion

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Virtual Lab Environment For programming Using Mean Stack 4

Virtual Lab Environment For Programming Using Mean Stack

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4th international conference on Smart Systems and Inventive Technology, ICSSIT 2022

作者： Vadlana, Baby Bai, K. Jhansi Lakshmi Gajavelly, Kovid Vineeth, Pulluri Sameer, Md Hakeemuddin, Syed Khaja Department of Computer Science and Engineering VNR Vignana Jyothi Institute of Engineering and Technology Telangana Hyderabad India

ISBN: (纸本)9781665401180

programming laboratories are very important for students to learn and understand the concepts of programming. In the recent past, the world has become digital owing to the pandemic of Covid-19. this has forced students and teachers to take up online classes and online learning methods. To make this teaching-learning process effective, especially when it comes to programming, virtual lab environment for C programming serves the very purpose. the aim of virtual lab environment for C programming is to provide students and teachers an interface to access the features of physical laboratories virtually over the internet. there are many benefits of virtual programming labs which include monitoring an individual student or class performance quickly and easily in virtual classroom environment, help students to easily access the content of the laboratory like problem statements, concepts regarding a certain topic. this helps education institutions to simulate the physical laboratory. © 2022 IEEE

关键词： Students

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