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INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)

International Peer Reviewed & Refereed Journals, Open Access Journal

IJCRT Peer-Reviewed (Refereed) Journal as Per New UGC Rules.

ISSN Approved Journal No: 2320-2882 | Impact factor: 7.97 | ESTD Year: 2013

Call For Paper - Volume 14 | Issue 8 | Month- August 2026

Scholarly open access journals, Peer-reviewed, and Refereed Journals, Impact factor 7.97 (Calculate by google scholar and Semantic Scholar | AI-Powered Research Tool) , Multidisciplinary, Monthly, Indexing in all major database & Metadata, Citation Generator, Digital Object Identifier(CrossRef DOI)

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  Published Paper Details:

  Paper Title

Performance enhancement using Intelligent Optimization Technique for Improving Data Processing in Bigdata Environment

  Authors

  Sunil Kumar,  Dr. Ranjana Sharma

  Keywords

Deep learning Algorithm, Confusing Matrix- CF, Random Forest Algorithm, Gradient Boosting Algorithm, GA- Genetic Algorithm, Ant Colony Optimization -ACO.

  Abstract


The rapid expansion of big data has led to significant challenges in data processing, requiring efficient and intelligent optimization techniques to enhance performance. Traditional data processing methods often struggle with high computational complexity, scalability issues, and real-time data handling. This paper presents an intelligent optimization technique designed to improve data processing performance in big data environments. The proposed approach integrates machine learning-based optimization, heuristic algorithms, and distributed computing frameworks to enhance data retrieval, storage efficiency, and processing speed. By leveraging intelligent resource allocation, task scheduling, and adaptive learning mechanisms, the system dynamically adjusts to workload variations, reducing latency and improving throughput. Experimental results demonstrate that the intelligent optimization technique significantly enhances processing efficiency compared to conventional methods. The framework achieves better performance in terms of execution time, fault tolerance, and energy efficiency, making it a viable solution for large-scale data-intensive applications. This research work emphasis in the domain of big data analytics that offers some key features like robust, scalable, and intelligent optimization model that enhances decision-making and overall system performance. Future work will explore further refinements and integration with emerging technologies such as edge computing and federated learning for enhanced real-time data processing.

  IJCRT's Publication Details

  Unique Identification Number - IJCRTBC02008

  Paper ID - 284759

  Page Number(s) - 37-40

  Pubished in - Volume 13 | Issue 5 | May 2025

  DOI (Digital Object Identifier) -   

  Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882

  E-ISSN Number - 2320-2882

  Cite this article

  Sunil Kumar,  Dr. Ranjana Sharma,   "Performance enhancement using Intelligent Optimization Technique for Improving Data Processing in Bigdata Environment", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.13, Issue 5, pp.37-40, May 2025, Available at :http://www.ijcrt.org/papers/IJCRTBC02008.pdf

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Call For Paper August 2026
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ISSN and 7.97 Impact Factor Details


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ISSN
ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
ISSN
ISSN and 7.97 Impact Factor Details


ISSN
ISSN
ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
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