Review on Personalized Activity Notification and Feedback
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News Aggregator is a real-time, personalized news and placement update service specifically tailored for students. It will be extremely difficult to keep up with in this age of information with information relevant to employment opportunities and pertinent information without the precise solutions in a timely manner. It caters to an application required by a centralized system that offers educational and professional content, well-curated towards individual academic or career interests. The system uses the application of ML and NLP for behavior and preference analysis regarding individuals. Real-time updates are supported using a blend of RSS feeds and APIs, and user-based collaborative filtering makes the suggestions more accurate. Enhanced NLP approaches like topic modeling (LDA), sentiment analysis (LSTM), and summarization are employed for processing news stories and placement updates iteratively and hence enhancing the relevance over time. News Aggregator simplifies access to essential information, thus facilitating academic and professional growth of students with the personalized news feed and placement alerts on time to ready them for upcoming opportunities.
Tao Pan,” Personalized Recommendation Service in University Libraries using Hybrid Collaborative Filtering Recommendation System” IACIS, 2024.
N. Vullam, S. S. Vellela, V. R. B, M. V. Rao, K. B. SK and R. D, "Multi-Agent Personalized Recommendation System in E- Commerce based on User," ICAAIC, 2023.
Wendan Jiang, "Media Personalized Recommendation System Based on Network Algorithm" IEEE,2022.
G. Sinha, S. Mandal, O. Khan, V. Akash, K. R. Purohit and C. Harawat, "An Android Application System to Provide Real-time Notification to End Users Using Firebase," ICICT, 2023.
C. -C. Yu, M. -Y. Hong, C. -Y. Ho and C. Lin, "Push4Rec: Tem- poral and Contextual Trend-Aware Transformer Push Notification Recommender," IEEE, 2024.
R. Aisuwarya, T. Erlina and S. A. Sabyl, "Notification System and GPS Position Tracking as a Security Feature for Child Pick Up At Daycare," ISITDI, 2022.
M. Shilamba, J. Osakwe, G. Iyawa and M. Ujakpa, "The Use of Electronic Notification Systems (e-Notification system) for Regis- tering Births and Deaths: Findings from a Developing Country,"IST- Africa, 2022.
T. Huang, J. Guo, M. Hsieh and L. Chen, "Information System Architecture and APP for Passenger Notification of Specific Events in MRT Cabins Based on Artificial Intelligence Assistance," IEEE, 2022.
Z. Zhao et al., "Recommender Systems in the Era of Large Lan- guage Models (LLMs)" IEEE, 2023.
