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Title: :  Improvising Personalized Travel Recommendation System with Recency Effects
PaperId: :  28254
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 12 Issue 2 2026
DUI:    16.0415/IJARIIE-28254
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Mrs. Fathima ZaheraSphoorthy Engineering College
D MaheshSphoorthy Engineering College
H UshaSphoorthy Engineering College
U IndhuSphoorthy Engineering College
N AradhanaSphoorthy Engineering College
N AparnaSphoorthy Engineering College

Abstract

computer science engineering
Personalized Travel Recommendation,Recommender Systems,Recency Effect,Machine Learning,Collaborative Filtering,Content-Based Filtering,Temporal Data Analysis,Social Media Analytics,User Behavior Analysis Time-Decay Algorithm.
This paper proposes an improved personalized travel recommendation system that incorporates recency effects to enhance recommendation accuracy. Unlike traditional systems that rely on past data, the proposed model gives higher importance to recent user interactions using time-decay techniques. By combining collaborative and content-based filtering with temporal analysis, the system adapts to changing user preferences and provides more relevant and timely travel suggestions.

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IJARIIE Mrs. Fathima Zahera, D Mahesh, H Usha, U Indhu, N Aradhana, and N Aparna. "Improvising Personalized Travel Recommendation System with Recency Effects" International Journal Of Advance Research And Innovative Ideas In Education Volume 12 Issue 2 2026 Page 1129-1133
MLA Mrs. Fathima Zahera, D Mahesh, H Usha, U Indhu, N Aradhana, and N Aparna. "Improvising Personalized Travel Recommendation System with Recency Effects." International Journal Of Advance Research And Innovative Ideas In Education 12.2(2026) : 1129-1133.
APA Mrs. Fathima Zahera, D Mahesh, H Usha, U Indhu, N Aradhana, & N Aparna. (2026). Improvising Personalized Travel Recommendation System with Recency Effects. International Journal Of Advance Research And Innovative Ideas In Education, 12(2), 1129-1133.
Chicago Mrs. Fathima Zahera, D Mahesh, H Usha, U Indhu, N Aradhana, and N Aparna. "Improvising Personalized Travel Recommendation System with Recency Effects." International Journal Of Advance Research And Innovative Ideas In Education 12, no. 2 (2026) : 1129-1133.
Oxford Mrs. Fathima Zahera, D Mahesh, H Usha, U Indhu, N Aradhana, and N Aparna. 'Improvising Personalized Travel Recommendation System with Recency Effects', International Journal Of Advance Research And Innovative Ideas In Education, vol. 12, no. 2, 2026, p. 1129-1133. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/Improvising_Personalized_Travel_Recommendation_System_with_Recency_Effects_ijariie28254.pdf (Accessed : ).
Harvard Mrs. Fathima Zahera, D Mahesh, H Usha, U Indhu, N Aradhana, and N Aparna. (2026) 'Improvising Personalized Travel Recommendation System with Recency Effects', International Journal Of Advance Research And Innovative Ideas In Education, 12(2), pp. 1129-1133IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/Improvising_Personalized_Travel_Recommendation_System_with_Recency_Effects_ijariie28254.pdf (Accessed : )
IEEE Mrs. Fathima Zahera, D Mahesh, H Usha, U Indhu, N Aradhana, and N Aparna, "Improvising Personalized Travel Recommendation System with Recency Effects," International Journal Of Advance Research And Innovative Ideas In Education, vol. 12, no. 2, pp. 1129-1133, Mar-App 2026. [Online]. Available: http://ijariie.com/AdminUploadPdf/Improvising_Personalized_Travel_Recommendation_System_with_Recency_Effects_ijariie28254.pdf [Accessed : ].
Turabian Mrs. Fathima Zahera, D Mahesh, H Usha, U Indhu, N Aradhana, and N Aparna. "Improvising Personalized Travel Recommendation System with Recency Effects." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 12 number 2 ().
Vancouver Mrs. Fathima Zahera, D Mahesh, H Usha, U Indhu, N Aradhana, and N Aparna. Improvising Personalized Travel Recommendation System with Recency Effects. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2026 [Cited : ]; 12(2) : 1129-1133. Available from: http://ijariie.com/AdminUploadPdf/Improvising_Personalized_Travel_Recommendation_System_with_Recency_Effects_ijariie28254.pdf
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