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Toward Responsible Recommender Systems 实现负责任的推荐系统
IF 6.4 3区 计算机科学
IEEE Intelligent Systems Pub Date : 2024-06-24 DOI: 10.1109/mis.2024.3398190
Przemysław Kazienko, Erik Cambria
{"title":"Toward Responsible Recommender Systems","authors":"Przemysław Kazienko, Erik Cambria","doi":"10.1109/mis.2024.3398190","DOIUrl":"https://doi.org/10.1109/mis.2024.3398190","url":null,"abstract":"Recommender systems have transformed our digital experiences in many regards. We enumerate six of their positive effects on the economy and humans, such as greater user satisfaction, time savings, broadening user horizons, and positive behavioral nudging. However, it is crucial to acknowledge the potential downsides inherent in their design. One significant concern is that these algorithms often prioritize the interests of the company deploying them, aiming to maximize profits and user engagement rather than solely focusing on enhancing user experience. Therefore, we also list and consider two use cases and six negative long-term impacts on humans, including addiction, reduced ability to think critically, less autonomy, and weakened human relationships caused by more and more human-like virtual assistants. Despite the undeniable utility of recommender systems, it is imperative to approach them critically, advocating for transparency, ethical considerations, and user empowerment to ensure that they serve as tools for enrichment rather than exploitation. To accomplish this, the idea and challenges of responsible recommender systems (RRSs) are presented. RRSs extend common recommender systems with components related to individual human values and goals as well as widely accepted well-being and lifestyle guidelines.","PeriodicalId":13160,"journal":{"name":"IEEE Intelligent Systems","volume":"207 1","pages":""},"PeriodicalIF":6.4,"publicationDate":"2024-06-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141524005","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Comparison of Numeric Assessments of Ideas From Two Large Language Models: With Implications for Validating and Choosing LLMs 比较两个大型语言模型的创意数值评估：对验证和选择语言模型的启示
IF 6.4 3区 计算机科学
IEEE Intelligent Systems Pub Date : 2024-06-24 DOI: 10.1109/mis.2024.3396371
Daniel E. O’Leary
{"title":"A Comparison of Numeric Assessments of Ideas From Two Large Language Models: With Implications for Validating and Choosing LLMs","authors":"Daniel E. O’Leary","doi":"10.1109/mis.2024.3396371","DOIUrl":"https://doi.org/10.1109/mis.2024.3396371","url":null,"abstract":"This article compares numeric assessments generated by ChatGPT and Claude along four dimensions of novelty, feasibility, impact, and disruption, to study their ability to rate ideas. We find that those chatbots make numeric assessments that are consistent with the expected relationships between those dimensions, for example, novelty is negatively correlated with feasibility. We also find that the two chatbots make statistically significantly different numeric assessments of the same idea information. We suggest that this type of analysis can also be used to provide a type of validation of underlying chatbot capabilities. In addition, we suggest that, as part of their chatbot requirements analysis, enterprises use this approach to ensure that the chatbot appropriately “understands” concepts, in which they are directly interested.","PeriodicalId":13160,"journal":{"name":"IEEE Intelligent Systems","volume":"30 1","pages":""},"PeriodicalIF":6.4,"publicationDate":"2024-06-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141524008","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Feature Selection to address High-Dimensionality in Industry 4.0 Multi-emitter Laser Modules Assembly Lines 针对工业 4.0 多发射器激光模块装配线的高维度特征选择
IF 6.4 3区 计算机科学
IEEE Intelligent Systems Pub Date : 2024-06-21 DOI: 10.1109/mis.2024.3416678
Nikolaos G. Markatos, Alireza Mousavi, Evina Katsou, Giulia Pippione, Roberto Paoletti
{"title":"Feature Selection to address High-Dimensionality in Industry 4.0 Multi-emitter Laser Modules Assembly Lines","authors":"Nikolaos G. Markatos, Alireza Mousavi, Evina Katsou, Giulia Pippione, Roberto Paoletti","doi":"10.1109/mis.2024.3416678","DOIUrl":"https://doi.org/10.1109/mis.2024.3416678","url":null,"abstract":"","PeriodicalId":13160,"journal":{"name":"IEEE Intelligent Systems","volume":"20 1","pages":""},"PeriodicalIF":6.4,"publicationDate":"2024-06-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141524009","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Multi-Class Unlearning for Image Classification via Weight Filtering 通过权重过滤进行图像分类的多类非学习
IF 6.4 3区 计算机科学
IEEE Intelligent Systems Pub Date : 2024-06-19 DOI: 10.1109/mis.2024.3412742
Samuele Poppi, Sara Sarto, Marcella Cornia, Lorenzo Baraldi, Rita Cucchiara
{"title":"Multi-Class Unlearning for Image Classification via Weight Filtering","authors":"Samuele Poppi, Sara Sarto, Marcella Cornia, Lorenzo Baraldi, Rita Cucchiara","doi":"10.1109/mis.2024.3412742","DOIUrl":"https://doi.org/10.1109/mis.2024.3412742","url":null,"abstract":"","PeriodicalId":13160,"journal":{"name":"IEEE Intelligent Systems","volume":"162 1","pages":""},"PeriodicalIF":6.4,"publicationDate":"2024-06-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141937205","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Ship Grid: A Novel Anchor-Free Ship Detection Algorithm 船舶网格：新型无锚船舶探测算法
IF 6.4 3区 计算机科学
IEEE Intelligent Systems Pub Date : 2024-06-19 DOI: 10.1109/mis.2024.3412750
Yantong Chen, Yanyan Zhang, Jialiang Wang, Yang Liu
{"title":"Ship Grid: A Novel Anchor-Free Ship Detection Algorithm","authors":"Yantong Chen, Yanyan Zhang, Jialiang Wang, Yang Liu","doi":"10.1109/mis.2024.3412750","DOIUrl":"https://doi.org/10.1109/mis.2024.3412750","url":null,"abstract":"","PeriodicalId":13160,"journal":{"name":"IEEE Intelligent Systems","volume":"29 1","pages":""},"PeriodicalIF":6.4,"publicationDate":"2024-06-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141937204","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Multi-Gradient Siamese Temporal Model for the Prediction of Clinical Events in Rapid Response Systems 用于预测快速反应系统中临床事件的多梯度连体时态模型
IF 6.4 3区 计算机科学
IEEE Intelligent Systems Pub Date : 2024-06-17 DOI: 10.1109/mis.2024.3408290
Trong-Nghia Nguyen, Soo-Hyung Kim, Bo-Gun Kho, Hyung-Jeong Yang
{"title":"Multi-Gradient Siamese Temporal Model for the Prediction of Clinical Events in Rapid Response Systems","authors":"Trong-Nghia Nguyen, Soo-Hyung Kim, Bo-Gun Kho, Hyung-Jeong Yang","doi":"10.1109/mis.2024.3408290","DOIUrl":"https://doi.org/10.1109/mis.2024.3408290","url":null,"abstract":"","PeriodicalId":13160,"journal":{"name":"IEEE Intelligent Systems","volume":"1 1","pages":""},"PeriodicalIF":6.4,"publicationDate":"2024-06-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141937278","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Regulated Federated Learning against the Effects of Heterogeneity and Client Attacks 针对异质性和客户端攻击影响的受监管联合学习
IF 6.4 3区 计算机科学
IEEE Intelligent Systems Pub Date : 2024-06-10 DOI: 10.1109/mis.2024.3410372
Fei Hu, Wuneng Zhou, Kaili Liao, Hongliang Li, Dongbing Tong
{"title":"Regulated Federated Learning against the Effects of Heterogeneity and Client Attacks","authors":"Fei Hu, Wuneng Zhou, Kaili Liao, Hongliang Li, Dongbing Tong","doi":"10.1109/mis.2024.3410372","DOIUrl":"https://doi.org/10.1109/mis.2024.3410372","url":null,"abstract":"","PeriodicalId":13160,"journal":{"name":"IEEE Intelligent Systems","volume":"4 1","pages":""},"PeriodicalIF":6.4,"publicationDate":"2024-06-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141969018","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Explaining Imitation Learning Through Frames 通过框架解释模仿学习
IF 6.4 3区 计算机科学
IEEE Intelligent Systems Pub Date : 2024-05-24 DOI: 10.1109/mis.2024.3404988
Boyuan Zheng, Jianlong Zhou, Chunjie Liu, Yiqiao Li, Fang Chen
{"title":"Explaining Imitation Learning Through Frames","authors":"Boyuan Zheng, Jianlong Zhou, Chunjie Liu, Yiqiao Li, Fang Chen","doi":"10.1109/mis.2024.3404988","DOIUrl":"https://doi.org/10.1109/mis.2024.3404988","url":null,"abstract":"","PeriodicalId":13160,"journal":{"name":"IEEE Intelligent Systems","volume":"22 1","pages":""},"PeriodicalIF":6.4,"publicationDate":"2024-05-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141146344","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Improved Small Object Detection Algorithm Based on YOLOv5 基于 YOLOv5 的改进型小物体检测算法
IF 6.4 3区 计算机科学
IEEE Intelligent Systems Pub Date : 2024-05-10 DOI: 10.1109/mis.2024.3399053
Xu Bo, Gao Bin, Li Yunhu
{"title":"Improved Small Object Detection Algorithm Based on YOLOv5","authors":"Xu Bo, Gao Bin, Li Yunhu","doi":"10.1109/mis.2024.3399053","DOIUrl":"https://doi.org/10.1109/mis.2024.3399053","url":null,"abstract":"","PeriodicalId":13160,"journal":{"name":"IEEE Intelligent Systems","volume":"11 1","pages":""},"PeriodicalIF":6.4,"publicationDate":"2024-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140933700","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Unraveling Complexity: An Exploration into the Large-Scale Multi-Modal Signal Processing 揭示复杂性：大规模多模态信号处理探索
IF 6.4 3区 计算机科学
IEEE Intelligent Systems Pub Date : 2024-05-09 DOI: 10.1109/mis.2024.3398592
Zhenyu Wen, Yuheng Ye, Jie Su, Taotao Li, Jinhao Wan, Shilian Zheng, Zhen Hong, Shibo He, Haoran Duan, Yuexiang Li, Yawen Huang, Yefeng Zheng
{"title":"Unraveling Complexity: An Exploration into the Large-Scale Multi-Modal Signal Processing","authors":"Zhenyu Wen, Yuheng Ye, Jie Su, Taotao Li, Jinhao Wan, Shilian Zheng, Zhen Hong, Shibo He, Haoran Duan, Yuexiang Li, Yawen Huang, Yefeng Zheng","doi":"10.1109/mis.2024.3398592","DOIUrl":"https://doi.org/10.1109/mis.2024.3398592","url":null,"abstract":"","PeriodicalId":13160,"journal":{"name":"IEEE Intelligent Systems","volume":"39 1","pages":""},"PeriodicalIF":6.4,"publicationDate":"2024-05-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140933887","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","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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