arXiv - CS - Emerging Technologies最新文献

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A Systematic Literature Review on the Use of Blockchain Technology in Transition to a Circular Economy 关于在向循环经济转型过程中使用区块链技术的系统性文献综述
arXiv - CS - Emerging Technologies Pub Date : 2024-08-21 DOI: arxiv-2408.11664
Ishmam Abid, S. M. Zuhayer Anzum Fuad, Mohammad Jabed Morshed Chowdhury, Mehruba Sharmin Chowdhury, Md Sadek Ferdous
{"title":"A Systematic Literature Review on the Use of Blockchain Technology in Transition to a Circular Economy","authors":"Ishmam Abid, S. M. Zuhayer Anzum Fuad, Mohammad Jabed Morshed Chowdhury, Mehruba Sharmin Chowdhury, Md Sadek Ferdous","doi":"arxiv-2408.11664","DOIUrl":"https://doi.org/arxiv-2408.11664","url":null,"abstract":"The circular economy has the potential to increase resource efficiency and\u0000minimize waste through the 4R framework of reducing, reusing, recycling, and\u0000recovering. Blockchain technology is currently considered a valuable aid in the\u0000transition to a circular economy. Its decentralized and tamper-resistant nature\u0000enables the construction of transparent and secure supply chain management\u0000systems, thereby improving product accountability and traceability. However,\u0000the full potential of blockchain technology in circular economy models will not\u0000be realized until a number of concerns, including scalability,\u0000interoperability, data protection, and regulatory and legal issues, are\u0000addressed. More research and stakeholder participation are required to overcome\u0000these limitations and achieve the benefits of blockchain technology in\u0000promoting a circular economy. This article presents a systematic literature\u0000review (SLR) that identified industry use cases for blockchain-driven circular\u0000economy models and offered architectures to minimize resource consumption,\u0000prices, and inefficiencies while encouraging the reuse, recycling, and recovery\u0000of end-of-life products. Three main outcomes emerged from our review of 41\u0000documents, which included scholarly publications, Twitter-linked information,\u0000and Google results. The relationship between blockchain and the 4R framework\u0000for circular economy; discussion the terminology and various forms of\u0000blockchain and circular economy; and identification of the challenges and\u0000obstacles that blockchain technology may face in enabling a circular economy.\u0000This research shows how blockchain technology can help with the transition to a\u0000circular economy. Yet, it emphasizes the importance of additional study and\u0000stakeholder participation to overcome potential hurdles and obstacles in\u0000implementing blockchain-driven circular economy models.","PeriodicalId":501168,"journal":{"name":"arXiv - CS - Emerging Technologies","volume":"6 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-08-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142213974","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Green Probabilistic Semantic Communication over Wireless Networks 无线网络上的绿色概率语义通信
arXiv - CS - Emerging Technologies Pub Date : 2024-08-21 DOI: arxiv-2408.11446
Ruopeng Xu, Zhaohui Yang, Yijie Mao, Chongwen Huang, Qianqian Yang, Lexi Xu, Wei Xu, Zhaoyang Zhang
{"title":"Green Probabilistic Semantic Communication over Wireless Networks","authors":"Ruopeng Xu, Zhaohui Yang, Yijie Mao, Chongwen Huang, Qianqian Yang, Lexi Xu, Wei Xu, Zhaoyang Zhang","doi":"arxiv-2408.11446","DOIUrl":"https://doi.org/arxiv-2408.11446","url":null,"abstract":"In this paper, we propose a multi-user green semantic communication system\u0000facilitated by a probabilistic knowledge graph (PKG). By integrating\u0000probability into the knowledge graph, we enable probabilistic semantic\u0000communication (PSC) and represent semantic information accordingly. On this\u0000basis, a semantic compression model designed for multi-user downlink\u0000task-oriented communication is introduced, utilizing the semantic compression\u0000ratio (SCR) as a parameter to connect the computation and communication\u0000processes of information transmission. Based on the rate-splitting multiple\u0000access (RSMA) technology, we derive mathematical expressions for system\u0000transmission energy consumption and related formulations. Subsequently, the\u0000multi-user green semantic communication system is modeled and the optimal\u0000problem with the goal of minimizing system energy consumption comprehensively\u0000considering the computation and communication process under given constrains is\u0000formulated. In order to address the optimal problem, we propose an alternating\u0000optimization algorithm that tackles sub-problems of power allocation and\u0000beamforming design, semantic compression ratio, and computation capacity\u0000allocation. Simulation results validate the effectiveness of our approach,\u0000demonstrating the superiority of our system over methods using Space Division\u0000Multiple Access (SDMA) and non-orthogonal multiple access (NOMA) instead of\u0000RSMA, and highlighting the benefits of our PSC compression model.","PeriodicalId":501168,"journal":{"name":"arXiv - CS - Emerging Technologies","volume":"112 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-08-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142213977","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Sustainable Volunteer Engagement: Ensuring Potential Retention and Skill Diversity for Balanced Workforce Composition in Crowdsourcing Paradigm 可持续的志愿者参与:在众包模式中确保留住潜在人员和技能多样性,实现劳动力构成平衡
arXiv - CS - Emerging Technologies Pub Date : 2024-08-21 DOI: arxiv-2408.11498
Riya Samanta, Soumya K Ghosh
{"title":"Sustainable Volunteer Engagement: Ensuring Potential Retention and Skill Diversity for Balanced Workforce Composition in Crowdsourcing Paradigm","authors":"Riya Samanta, Soumya K Ghosh","doi":"arxiv-2408.11498","DOIUrl":"https://doi.org/arxiv-2408.11498","url":null,"abstract":"Crowdsourcing (CS) faces the challenge of managing complex, skill-demanding\u0000tasks, which requires effective task assignment and retention strategies to\u0000sustain a balanced workforce. This challenge has become more significant in\u0000Volunteer Crowdsourcing Services (VCS). This study introduces Workforce\u0000Composition Balance (WCB), a novel framework designed to maintain workforce\u0000diversity in VCS by dynamically adjusting retention decisions. The WCB\u0000framework integrates the Volunteer Retention and Value Enhancement (VRAVE)\u0000algorithm with advanced skill-based task assignment methods. It ensures\u0000efficient remuneration policy for both assigned and unassigned potential\u0000volunteers by incorporating their potential levels, participation dividends,\u0000and satisfaction scores. Comparative analysis with three state-of-the-art\u0000baselines on real dataset shows that our WCB framework achieves 1.4 times\u0000better volunteer satisfaction and a 20% higher task retention rate, with only a\u000012% increase in remuneration. The effectiveness of the proposed WCB approach is\u0000to enhance the volunteer engagement and their long-term retention, thus making\u0000it suitable for functioning of social good applications where a potential and\u0000skilled volunteer workforce is crucial for sustainable community services.","PeriodicalId":501168,"journal":{"name":"arXiv - CS - Emerging Technologies","volume":"4 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-08-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142213976","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Empowering Volunteer Crowdsourcing Services: A Serverless-assisted, Skill and Willingness Aware Task Assignment Approach for Amicable Volunteer Involvement 增强志愿者众包服务的能力:无服务器辅助、了解技能和意愿的任务分配法促进志愿者的友好参与
arXiv - CS - Emerging Technologies Pub Date : 2024-08-21 DOI: arxiv-2408.11510
Riya Samanta, Biswajeet Sethi, Soumya K Ghosh
{"title":"Empowering Volunteer Crowdsourcing Services: A Serverless-assisted, Skill and Willingness Aware Task Assignment Approach for Amicable Volunteer Involvement","authors":"Riya Samanta, Biswajeet Sethi, Soumya K Ghosh","doi":"arxiv-2408.11510","DOIUrl":"https://doi.org/arxiv-2408.11510","url":null,"abstract":"Volunteer crowdsourcing (VCS) leverages citizen interaction to address\u0000challenges by utilizing individuals' knowledge and skills. Complex social tasks\u0000often require collaboration among volunteers with diverse skill sets, and their\u0000willingness to engage is crucial. Matching tasks with the most suitable\u0000volunteers remains a significant challenge. VCS platforms face unpredictable\u0000demands in terms of tasks and volunteer requests, complicating the prediction\u0000of resource requirements for the volunteer-to-task assignment process. To\u0000address these challenges, we introduce the Skill and Willingness-Aware\u0000Volunteer Matching (SWAM) algorithm, which allocates volunteers to tasks based\u0000on skills, willingness, and task requirements. We also developed a serverless\u0000framework to deploy SWAM. Our method outperforms conventional solutions,\u0000achieving a 71% improvement in end-to-end latency efficiency. We achieved a 92%\u0000task completion ratio and reduced task waiting time by 56%, with an overall\u0000utility gain 30% higher than state-of-the-art baseline methods. This framework\u0000contributes to generating effective volunteer and task matches, supporting\u0000grassroots community coordination and fostering citizen involvement, ultimately\u0000contributing to social good.","PeriodicalId":501168,"journal":{"name":"arXiv - CS - Emerging Technologies","volume":"20 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-08-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142213978","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
V-RoAst: A New Dataset for Visual Road Assessment V-RoAst:用于道路视觉评估的新数据集
arXiv - CS - Emerging Technologies Pub Date : 2024-08-20 DOI: arxiv-2408.10872
Natchapon Jongwiriyanurak, Zichao Zeng, June Moh Goo, Xinglei Wang, Ilya Ilyankou, Kerkritt Srirrongvikrai, Meihui Wang, James Haworth
{"title":"V-RoAst: A New Dataset for Visual Road Assessment","authors":"Natchapon Jongwiriyanurak, Zichao Zeng, June Moh Goo, Xinglei Wang, Ilya Ilyankou, Kerkritt Srirrongvikrai, Meihui Wang, James Haworth","doi":"arxiv-2408.10872","DOIUrl":"https://doi.org/arxiv-2408.10872","url":null,"abstract":"Road traffic crashes cause millions of deaths annually and have a significant\u0000economic impact, particularly in low- and middle-income countries (LMICs). This\u0000paper presents an approach using Vision Language Models (VLMs) for road safety\u0000assessment, overcoming the limitations of traditional Convolutional Neural\u0000Networks (CNNs). We introduce a new task ,V-RoAst (Visual question answering\u0000for Road Assessment), with a real-world dataset. Our approach optimizes prompt\u0000engineering and evaluates advanced VLMs, including Gemini-1.5-flash and\u0000GPT-4o-mini. The models effectively examine attributes for road assessment.\u0000Using crowdsourced imagery from Mapillary, our scalable solution influentially\u0000estimates road safety levels. In addition, this approach is designed for local\u0000stakeholders who lack resources, as it does not require training data. It\u0000offers a cost-effective and automated methods for global road safety\u0000assessments, potentially saving lives and reducing economic burdens.","PeriodicalId":501168,"journal":{"name":"arXiv - CS - Emerging Technologies","volume":"40 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-08-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142213979","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Single Bridge Formation in Self-Organizing Particle Systems 自组织粒子系统中的单桥形成
arXiv - CS - Emerging Technologies Pub Date : 2024-08-20 DOI: arxiv-2408.10830
Joseph Briones, Jacob Calvert, Noah Egan, Shunhao Oh, Dana Randall, Andréa W. Richa
{"title":"Single Bridge Formation in Self-Organizing Particle Systems","authors":"Joseph Briones, Jacob Calvert, Noah Egan, Shunhao Oh, Dana Randall, Andréa W. Richa","doi":"arxiv-2408.10830","DOIUrl":"https://doi.org/arxiv-2408.10830","url":null,"abstract":"Local interactions of uncoordinated individuals produce the collective\u0000behaviors of many biological systems, inspiring much of the current research in\u0000programmable matter. A striking example is the spontaneous assembly of fire\u0000ants into \"bridges\" comprising their own bodies to traverse obstacles and reach\u0000sources of food. Experiments and simulations suggest that, remarkably, these\u0000ants always form one bridge -- instead of multiple, competing bridges --\u0000despite a lack of central coordination. We argue that the reliable formation of\u0000a single bridge does not require sophistication on behalf of the individuals by\u0000provably reproducing this behavior in a self-organizing particle system. We\u0000show that the formation of a single bridge by the particles is a statistical\u0000inevitability of their preferences to move in a particular direction, such as\u0000toward a food source, and their preference for more neighbors. Two parameters,\u0000$eta$ and $beta$, reflect the strengths of these preferences and determine\u0000the Gibbs stationary measure of the corresponding particle system's Markov\u0000chain dynamics. We show that a single bridge almost certainly forms when $eta$\u0000and $beta$ are sufficiently large. Our proof introduces an auxiliary Markov\u0000chain, called an \"occupancy chain\", that captures only the significant, global\u0000changes to the system. Through the occupancy chain, we abstract away\u0000information about the motion of individual particles, but we gain a more direct\u0000means of analyzing their collective behavior. Such abstractions provide a\u0000promising new direction for understanding many other systems of programmable\u0000matter.","PeriodicalId":501168,"journal":{"name":"arXiv - CS - Emerging Technologies","volume":"12 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-08-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142226986","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Experimental Characterization of Hydrodynamic Gating-Based Molecular Communication Transmitter 基于流体动力门控的分子通信发射机的实验特性分析
arXiv - CS - Emerging Technologies Pub Date : 2024-08-19 DOI: arxiv-2408.09835
Eren Akyol, Ahmet Baha Ozturk, Iman Mokari Bolhassan, Murat Kuscu
{"title":"Experimental Characterization of Hydrodynamic Gating-Based Molecular Communication Transmitter","authors":"Eren Akyol, Ahmet Baha Ozturk, Iman Mokari Bolhassan, Murat Kuscu","doi":"arxiv-2408.09835","DOIUrl":"https://doi.org/arxiv-2408.09835","url":null,"abstract":"Molecular communication (MC) is a bio-inspired method of transmitting\u0000information using biochemical signals, promising for novel medical,\u0000agricultural, and environmental applications at the intersection of bio-,\u0000nano-, and communication technologies. Developing reliable MC systems for\u0000high-rate information transfer remains challenging due to the complex and\u0000dynamic nature of application environments and the physical and resource\u0000limitations of micro/nanoscale transmitters and receivers. Microfluidics can\u0000help overcome many such practical challenges by enabling testbeds that can\u0000replicate the application media with precise control over flow conditions.\u0000However, existing microfluidic MC testbeds face significant limitations in\u0000chemical signal generation with programmable signal waveforms, e.g., in terms\u0000of pulse width. To tackle this, we previously proposed a practical microfluidic\u0000MC transmitter architecture based on the hydrodynamic gating technique, a\u0000prevalent chemical waveform generation method. This paper reports the\u0000experimental validation and characterization of this method, examining its\u0000precision in terms of spatiotemporal control on the generated molecular\u0000concentration pulses. We detail the fabrication of the transmitter, its working\u0000mechanism and discuss its potential limitations based on empirical data. We\u0000show that the microfluidic transmitter is capable of providing precise,\u0000programmable, and reproducible molecular concentration pulses, which would\u0000facilitate the experimental research in MC.","PeriodicalId":501168,"journal":{"name":"arXiv - CS - Emerging Technologies","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-08-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142213980","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Potential Enabling Technologies for 7G Networks: Survey 7G 网络的潜在使能技术:调查
arXiv - CS - Emerging Technologies Pub Date : 2024-08-18 DOI: arxiv-2408.11072
Savo Glisic
{"title":"Potential Enabling Technologies for 7G Networks: Survey","authors":"Savo Glisic","doi":"arxiv-2408.11072","DOIUrl":"https://doi.org/arxiv-2408.11072","url":null,"abstract":"Every new generation of mobile networks brings significant advances in two\u0000segments, enhancement of the network parameters within the legacy technologies\u0000and introduction of new technologies enabling new paradigms in designing the\u0000networks. In the first class of enhancements the effort is to increase data\u0000rates, improve energy efficiency, enhance connectivity, reduce data\u0000transmission latency etc. In the second class of innovations for 6G and 7G, we\u0000anticipate focus on optimum integration of advanced ML and AI in general, and\u0000quantum computing with the continuous interest in the satellite networks for\u0000optimal quantum key distribution . By introducing quantum technology 7G will be\u0000able to speed up computing processes in the net, enhance network security as\u0000well as to enable distributed QC, which is a new paradigm in computer sciences. Using advanced networks as a basic ingredient of inter system integration,\u0000here we focus only on the second segment of anticipated innovations in\u0000networking and present a survey of the subset of potential technology enablers\u0000for the above concept with special emphasis on the inter dependency of the\u0000solutions chosen in different segments of the network. In Section II, we\u0000present several anticipated 6G/7G (system of systems type) network optimization\u0000examples resulting in a new paradigm of network optimization indicating a need\u0000for quantum computing and quantum computing based optimization algorithms. In\u0000Section III we survey work on quantum cryptography and QKD.","PeriodicalId":501168,"journal":{"name":"arXiv - CS - Emerging Technologies","volume":"36 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-08-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142226988","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The Chemputer and Chemputation: A Universal Chemical Compound Synthesis Machine 化学计算机和化学计算:通用化学合成机器
arXiv - CS - Emerging Technologies Pub Date : 2024-08-17 DOI: arxiv-2408.09171
Leroy Cronin
{"title":"The Chemputer and Chemputation: A Universal Chemical Compound Synthesis Machine","authors":"Leroy Cronin","doi":"arxiv-2408.09171","DOIUrl":"https://doi.org/arxiv-2408.09171","url":null,"abstract":"This work establishes a rigorous proof for the universality of the chemputer\u0000as a chemical synthesis machine, capable of constructing any stable and\u0000isolable molecule through a finite, expressible process. This process is\u0000governed by three key parameters: reagents, process conditions, and catalysts.\u0000Additionally, the study introduces dynamic error correction mechanisms\u0000integrated into each step of the synthesis pathway, ensuring real-time accuracy\u0000and reliability. The role of universally configurable hardware is also\u0000highlighted, with the introduction of a 'chempiling' function that translates\u0000synthesis pathways into executable hardware configurations. These advancements\u0000collectively demonstrate the chemputer's capability to perform any feasible\u0000chemical synthesis, thereby establishing it as a universal tool in chemical\u0000manufacturing and synthesis. I show that every finitely realizable chemical\u0000synthesis process that can exist within the bounds of physical laws can be\u0000perfectly instantiated and executed by a universal chemputer, provided that the\u0000process can be completed within the finite number of reagent input vessels,\u0000reaction vessels, and product output vessels available, and that the error\u0000correction mechanisms are sufficiently robust to maintain the accuracy of the\u0000synthesis within these constraints. Finally, I show that chemical reactions are\u0000not implicit functions, but are an emergent property coming from the\u0000combination of the reagents, process conditions, and catalysts.","PeriodicalId":501168,"journal":{"name":"arXiv - CS - Emerging Technologies","volume":"282 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-08-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142214005","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Quantifying the Effectiveness of Student Organization Activities using Natural Language Processing 利用自然语言处理量化学生组织活动的效果
arXiv - CS - Emerging Technologies Pub Date : 2024-08-16 DOI: arxiv-2408.08694
Lyberius Ennio F. Taruc, Arvin R. De La Cruz
{"title":"Quantifying the Effectiveness of Student Organization Activities using Natural Language Processing","authors":"Lyberius Ennio F. Taruc, Arvin R. De La Cruz","doi":"arxiv-2408.08694","DOIUrl":"https://doi.org/arxiv-2408.08694","url":null,"abstract":"Student extracurricular activities play an important role in enriching the\u0000students' educational experiences. With the increasing popularity of Machine\u0000Learning and Natural Language Processing, it becomes a logical step that\u0000incorporating ML-NLP in improving extracurricular activities is a potential\u0000focus of study in Artificial Intelligence (AI). This research study aims to\u0000develop a machine learning workflow that will quantify the effectiveness of\u0000student-organized activities based on student emotional responses using\u0000sentiment analysis. The study uses the Bidirectional Encoder Representations\u0000from Transformers (BERT) Large Language Model (LLM) called via the\u0000pysentimiento toolkit, as a Transformer pipeline in Hugging Face. A sample data\u0000set from Organization C, a Recognized Student Organization (RSO) of a higher\u0000educational institute in the Philippines, College X, was used to develop the\u0000workflow. The workflow consisted of data preprocessing, key feature selection,\u0000LLM feature processing, and score aggregation, resulting in an Event Score for\u0000each data set. The results show that the BERT LLM can also be used effectively\u0000in analyzing sentiment beyond product reviews and post comments. For the\u0000student affairs offices of educational institutions, this study can provide a\u0000practical example of how NLP can be applied to real-world scenarios, showcasing\u0000the potential impact of data-driven decision making.","PeriodicalId":501168,"journal":{"name":"arXiv - CS - Emerging Technologies","volume":"4 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-08-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142226987","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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