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A WEIGHTED ORDERED PROBIT COLLABORATIVE KALMAN FILTER FOR HOTEL RATING PREDICTION

Abstract: 

A successful recommender system interacts with users and learns their preferences. This is crucial in order to provide accurate recommendations. In this paper, a Weighted Ordered Probit Collaborative Kalman filter is proposed for hotel rating prediction. Since potential changes may occur in hotel services or accommodation conditions, a hotel popularity may be volatile through time. A weighted ordered probit model is introduced to capture this latent trend about each hotel popularity through time. It is demonstrated by experiments that such model of hotel popularity trends reinforces the performance of Collaborative Kalman filter, yielding more accurate potential recommendations.

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Paper Details

Authors:
Myrsini Demi, Constantine Kotropoulos, Emmanouil Gionanidis
Submitted On:
4 November 2019 - 10:42am
Short Link:
Type:
Presentation Slides
Event:
Presenter's Name:
Constantine Kotropoulos
Paper Code:
MLSP2019-L1.4
Document Year:
2019
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A WEIGHTED ORDERED PROBIT COLLABORATIVE KALMAN FILTER

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[1] Myrsini Demi, Constantine Kotropoulos, Emmanouil Gionanidis, "A WEIGHTED ORDERED PROBIT COLLABORATIVE KALMAN FILTER FOR HOTEL RATING PREDICTION", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/4908. Accessed: Feb. 18, 2020.
@article{4908-19,
url = {http://sigport.org/4908},
author = {Myrsini Demi; Constantine Kotropoulos; Emmanouil Gionanidis },
publisher = {IEEE SigPort},
title = {A WEIGHTED ORDERED PROBIT COLLABORATIVE KALMAN FILTER FOR HOTEL RATING PREDICTION},
year = {2019} }
TY - EJOUR
T1 - A WEIGHTED ORDERED PROBIT COLLABORATIVE KALMAN FILTER FOR HOTEL RATING PREDICTION
AU - Myrsini Demi; Constantine Kotropoulos; Emmanouil Gionanidis
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4908
ER -
Myrsini Demi, Constantine Kotropoulos, Emmanouil Gionanidis. (2019). A WEIGHTED ORDERED PROBIT COLLABORATIVE KALMAN FILTER FOR HOTEL RATING PREDICTION. IEEE SigPort. http://sigport.org/4908
Myrsini Demi, Constantine Kotropoulos, Emmanouil Gionanidis, 2019. A WEIGHTED ORDERED PROBIT COLLABORATIVE KALMAN FILTER FOR HOTEL RATING PREDICTION. Available at: http://sigport.org/4908.
Myrsini Demi, Constantine Kotropoulos, Emmanouil Gionanidis. (2019). "A WEIGHTED ORDERED PROBIT COLLABORATIVE KALMAN FILTER FOR HOTEL RATING PREDICTION." Web.
1. Myrsini Demi, Constantine Kotropoulos, Emmanouil Gionanidis. A WEIGHTED ORDERED PROBIT COLLABORATIVE KALMAN FILTER FOR HOTEL RATING PREDICTION [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/4908