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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 4 | Month- April 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

Enhancing Tour Package Recommendations through Integrated Machine Learning and Text Vectorization: A Personalized Approach

  Authors

  Vikas Chaurasiya,  Avinash Chaurasia,  Prathamesh Amrutkar,  Omkar Tawade,  Sonali Dhamele

  Keywords

Random Forest, Count Vectorization, Tour Packages, Content-based Recommendation

  Abstract


This paper presents an innovative approach to enhancing tour package recommendations through the integration of various Machine Learning algorithms and vectorization methods for text processing. The proposed approach is designed to offer personalized tour package suggestions tailored to userspecified destinations and preferred travel styles. Leveraging the Machine Learning algorithms alongside different vectorization enables the system to analyze textual data efficiently and extract meaningful features for recommendation generation. Experimental evaluations conducted on real-world datasets demonstrate the efficiency of the proposed method in delivering pertinent and diverse tour recommendations. The results underscore the capability of our approach to enhance the user experience by providing personalized travel suggestions that align closely with individual preferences and interests. This research contributes to advancing the field of tour recommendation systems by offering a robust and effective framework for generating tailored tour packages.

  IJCRT's Publication Details

  Unique Identification Number - IJCRT2404910

  Paper ID - 256505

  Page Number(s) - h943-h951

  Pubished in - Volume 12 | Issue 4 | April 2024

  DOI (Digital Object Identifier) -   

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

  E-ISSN Number - 2320-2882

  Cite this article

  Vikas Chaurasiya,  Avinash Chaurasia,  Prathamesh Amrutkar,  Omkar Tawade,  Sonali Dhamele,   "Enhancing Tour Package Recommendations through Integrated Machine Learning and Text Vectorization: A Personalized Approach", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.12, Issue 4, pp.h943-h951, April 2024, Available at :http://www.ijcrt.org/papers/IJCRT2404910.pdf

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Call For Paper April 2026
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ISSN and 7.97 Impact Factor Details


ISSN
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
ISSN
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