Paper Title :Data Analysis and Data Prediction Model
Author :Lakshit, Pooja Sharma, Meet Khurana
Article Citation :Lakshit ,Pooja Sharma ,Meet Khurana ,
(2024 ) " Data Analysis and Data Prediction Model " ,
International Journal of Advance Computational Engineering and Networking (IJACEN) ,
pp. 70-74,
Volume-12,Issue-8
Abstract : This paper explores the design and implementation of an advanced data analysis and prediction model aimed at
enhancing decision-making processes across various domains. The proposed model integrates machine learning algorithms
with statistical analysis techniques to predict future trends accurately based on historical data. Key features include the use of
neural networks for pattern recognition, regression analysis for trend forecasting, and clustering algorithms for identifying data
groupings. To validate the model, a comprehensive series of experiments were conducted using real-world datasets from
diverse sectors such as finance, healthcare, and retail. The performance metrics, including accuracy, precision, and recall, were
benchmarked against traditional prediction models. Additionally, the model’s robustness was tested under different scenarios
to assess its generalizability and reliability. Results demonstrated that the proposed prediction model significantly outperforms
existing models in terms of prediction accuracy and computational efficiency. Furthermore, the integration of real-time data
processing capabilities enables timely and actionable insights.
Keywords - Machine Learning Algorithms, Neural Networks, Regression Analysis, Trend Forecasting
Type : Research paper
Published : Volume-12,Issue-8
DOIONLINE NO - IJACEN-IRAJ-DOIONLINE-21179
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Copyright: © Institute of Research and Journals
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Published on 2024-11-19 |
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