Empirical and Experimental Perspectives on Big Data in Recommendation Systems: A Comprehensive Survey by Kamal Taha, Paul D. Yoo, Chan Yeun, Aya Taha

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Designing Health Recommender Systems to Promote Health Equity: A Socioecological Perspective by Caroline A Figueroa, Helma Torkamaan, Ananya Bhattacharjee, Hanna Hauptmann, Kathleen W Guan, Gayane Sedrakyan

“… Health recommender systems (HRS) have the capability to improve human-centered care and prevention by personalizing content, such as health interventions or health information. …”
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Retracted: Design and Construction of Hybrid Music Recommendation System Integrating Music Gene by Journal of Electrical and Computer Engineering

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Teacher-centric educational recommender systems in K12 practice: Usage and evaluation by Sohum M. Bhatt, Katrien Verbert, Wim Van Den Noortgate

“…However, few studies have investigated how teachers use recommender systems in their practice. Educational recommender systems also require more investigation into how teachers assess recommendations to provide better systems in the future. …”
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Design and Implementation of ZigBee-Ontology-Based Exhibit Guidance and Recommendation System by Hung-Yu Chien, Shyr-Kuen Chen, Ching-Yang Lin, Jia-Ling Yan, Wei-Chen Liao, Huan-Yi Chu, Kuan-Ju Chen, Bo-Fan Lai, Yi-Ting Chen

“…In our research, we systematically examine the requirements and then propose a new architecture for museum/exhibition guidance service; we further, based on ZigBee and ontology, implemented a new guide device and a new guidance and recommendation system. The contributions include (1) an extendable and comprehensive architecture for guidance service; (2) an automatic and personalized guidance service system; (3) overcoming the limitations and weaknesses of conventional guidance systems short distance limitation and network saturation problem in crowded environments; and (4) on-line user status monitoring and real-time recommendation service.…”
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A Framework of Recommendation System for Unmanned Aerial Vehicle Autonomous Maneuver Decision by Qinzhi Hao, Tengyu Jing, Yao Sun, Zhuolin Yang, Jiali Zhang, Jiapeng Wang, Wei Wang

Subjects: “…recommendation system…”
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Hybrid Movie Recommendation System With User Partitioning and Log Likelihood Content Comparison by Yongmao Yang, Kampol Woradit, Kenneth Cosh

Subjects: “…Recommendation system…”
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Comprehensive Review of Meta-Learning Methods for Cold-Start Issue in Recommendation Systems by Jamallah M. Zawia, Maizatul Akmar Binti Ismail, Mohammad Imran, Buce Trias Hanggara, Diva Kurnianingtyas, Silvi Asna, Quang Tran Minh

Subjects: “…Recommendation systems…”
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Relieving popularity bias in recommendation via debiasing representation enhancement by Junsan Zhang, Sini Wu, Te Wang, Fengmei Ding, Jie Zhu

Subjects: “…Recommender system…”
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A recommender system with multi-objective hybrid Harris Hawk optimization for feature selection and disease diagnosis by Madhusree Kuanr, Puspanjali Mohapatra

Subjects: “…Recommender system…”
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Trust information network in social Internet of things using trust-aware recommender systems by Juyeon Son, Wonyoung Choi, Sang-Min Choi

“…Therefore, we propose a trust-aware recommender systems suitable for social Internet of things. …”
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Optimizing Housing Business Decisions with a Spatial Data-Based Point Recommendation System by Wiwik Jayanti, Yuyun, Nasrullah

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Developing and validating a drug recommendation system based on tumor microenvironment and drug fingerprint by Yan Wang, Xiaoye Jin, Rui Qiu, Bo Ma, Sheng Zhang, Xuyang Song, Jinxi He

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Design and Communication of City Brand Image Based on Big Data and Personalized Recommendation System by Yan Lin, Guofeng Hu

“…The results show that the big data personalized recommendation system can achieve ideal results in urban brand value and urban tourism related factors.…”
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Extracting Implicit User Preferences in Conversational Recommender Systems Using Large Language Models by Woo-Seok Kim, Seongho Lim, Gun-Woo Kim, Sang-Min Choi

Subjects: “…conversational recommender systems…”
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Recommended System Optimization in Social Networks Based on Cooperative Filter with Deep MVR Algorithm by Kim Hung Pho

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A Network and Visual Quality Aware N-Screen Content Recommender System Using Joint Matrix Factorization by Farman Ullah, Ghulam Sarwar, Sungchang Lee

“…We propose a network and visual quality aware N-Screen content recommender system. N-Screen provides more ways than ever before to access multimedia content through multiple devices and heterogeneous access networks. …”
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Toward medical test recommendation from optimal attribute selection perspectives: a backward reasoning approach by Nengjun Zhu, Jieyun Huang, Jian Cao, Liang Hu, Siji Zhu

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Questioning the Dimensions of Digital Surveillance and Parental Supervision: YouTube Challenges and Video Recommendation System by Tuğça Poyraz, Elif Özuz Dağdelen

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Retracted: Design and Communication of City Brand Image Based on Big Data and Personalized Recommendation System by Journal of Function Spaces

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