Particle Swarm Optimization in Machine Learning Prediction of Airbnb Hospitality Price Prediction

QR Code

Particle Swarm Optimization in Machine Learning Prediction of Airbnb Hospitality Price Prediction

Particle Swarm Optimization is a meta-heuristics algorithm widely used for optimization problems. This paper presents the research design and implementation of using Particle Swarm Optimization to automate the features selections in the machine learning models for Airbnb price prediction. Today, Air...

Full description

Bibliographic Details
Published in:	International Journal of Emerging Technology and Advanced Engineering
Main Author:	Masrom S.; Baharun N.; Razi N.F.M.; Rahman R.A.; Abd Rahman A.S.
Format:	Article
Language:	English
Published:	IJETAE Publication House 2022
Online Access:	https://www.scopus.com/inward/record.uri?eid=2-s2.0-85124086975&doi=10.46338%2fIJETAE0122_14&partnerID=40&md5=dbe25c325e583bdcdbbf07a54f5d17c0

Similar Items

Long Term Short Memory with Particle Swarm Optimization for Crude Oil Price Prediction
by: Yusoff M.; Sharif M.Y.; Sallehud-Din M.T.M.
Published: (2023)

Machine learning with task-technology fit theory factors for predicting students’ adoption in video-based learning
by: Masrom S.; Rahman R.A.; Baharun N.; Rohani S.R.S.; Rahman A.S.A.
Published: (2023)

Rapid Modelling of Machine Learning in Predicting Office Rental Price
by: Mohd T.; Harussani M.; Masrom S.
Published: (2022)

Predicting Motivation among GKP Recipients using Regression Techniques in Machine Learning: An Implementation of Rapid Miner
by: Razi N.F.M.; Sarkam N.A.; Mohammad N.H.; Azmi A.Z.; Wahab J.A.; Baharun N.H.
Published: (2025)

Machine learning prediction for academic misconduct prediction: an analysis of binary classification metrics
by: Masrom S.; Samad N.H.A.; Septiyanti R.; Roslan N.; Rahman R.A.
Published: (2024)

Machine learning prediction of video-based learning with technology acceptance model
by: Rahman R.A.; Masrom S.; Samad N.H.A.; Daud R.M.; Mutia E.
Published: (2023)

House price prediction using a machine learning model: A survey of literature
by: Zulkifley N.H.; Rahman S.A.; Ubaidullah N.H.; Ibrahim I.
Published: (2020)

THE EFFECT OF SECURITY IN THE GREEN BUILDING PRICE PREDICTION MODEL: A COMPARISON BETWEEN MULTIPLE LINEAR REGRESSION AND MACHINE LEARNING APPROACHES
by: Mohd T.; Masrom S.; Jamil N.S.; Harussani M.
Published: (2024)

Tree-based Machine Learning and Deep Learning in Predicting Investor Intention to Public Private Partnership
by: Amin A.; Rahmawaty; Lautania M.F.; Masrom S.; Rahman R.A.
Published: (2023)

Drier Bed Adsorption Predictive Model with Enhancement of Long Short-Term Memory and Particle Swarm Optimization
by: Yusoff M.; Sallehud-din M.T.M.; Tahir N.; Yaacob W.F.W.; Maarof N.N.N.A.; Zain J.M.; Azmi P.A.R.; Karunakumar C.
Published: (2023)

Topology Approach for Crude Oil Price Forecasting of Particle Swarm Optimization and Long Short-Term Memory
by: Yusoff M.; Ehsan D.; Sharif M.Y.; Sallehud-din M.T.M.
Published: (2024)

Machine learning in predicting whistle-blowing intention of academic dishonesty with theory of planned behaviour
by: Masrom S.; Samad N.H.A.; Rahman R.A.; Fatzel F.H.M.; Shamsudin S.M.
Published: (2023)

Comparisons of automated machine learning (AutoML) in predicting whistleblowing of academic dishonesty with demographic and theory of planned behavior
by: Rahman R.A.; Masrom S.; Mohamad M.; Sari E.N.; Saragih F.; Rahman A.S.A.
Published: (2023)

An overview of particle swarm optimization variants
by: Imran M.; Hashim R.; Khalid N.E.A.
Published: (2013)

Daily River Flow Forecasting with Hybrid Support Vector Machine - Particle Swarm Optimization
by: Zaini N.; Malek M.A.; Yusoff M.; Mardi N.H.; Norhisham S.
Published: (2018)

Laplace Mutated Particle Swarm Optimization (LMPSO)
by: Imran M.; Hashim R.; Khalid N.E.A.
Published: (2014)

NARMAX identification of DC motor model using repulsive particle swarm optimization
by: Supeni E.; Yassin I.M.; Ahmad A.; Abdul Rahman F.Y.
Published: (2009)

Particle swarm optimization and least squares estimaton of NARMAX
by: Abdullah S.M.; Yassin A.I.M.; Tahir N.M.
Published: (2015)

Optimal population size of particle swarm optimization for photovoltaic systems under partial shading condition
by: Hashim N.; Ismail N.F.N.; Johari D.; Musirin I.; Rahman A.A.
Published: (2022)

A Systematic Review on Particle Swarm Optimization Towards Target Search in The Swarm Robotics Domain
by: Hamami M.G.M.; Ismail Z.H.
Published: (2022)

Effect of swarm size parameter on Binary Particle Swarm optimization-based NARX structure selection
by: Yassin I.M.; Taib M.N.; Adnan R.; Salleh M.K.M.; Hamzah M.K.
Published: (2012)

Tree-Based Pipeline Optimization Machine Learning in Classifying Whistleblowing of Academic Misconduct
by: Rahman R.A.; Masrom S.; Ahmad J.; Hashim H.; Mutia E.
Published: (2024)

Ensemble machine learning for predicting in-hospital mortality in Asian women with ST-elevation myocardial infarction (STEMI)
by: Kasim S.; Amir Rudin P.N.F.; Malek S.; Ibrahim K.S.; Wan Ahmad W.A.; Fong A.Y.Y.; Lin W.Y.; Aziz F.; Ibrahim N.
Published: (2024)

Opposition based Particle Swarm Optimization with student T mutation (OSTPSO)
by: Imran M.; Hashim R.; Khalid N.E.A.
Published: (2012)

Leveraging on Synthetic Data Generation Techniques to Train Machine Learning Models for Tenaga Nasional Berhad Stock Price Movement Prediction
by: Nazarudin N.A.S.M.; Ariffin N.H.M.; Maskat R.
Published: (2024)

Rainfall prediction using machine learning
by: Kumar A.V.S.; Roshan S.A.; Dutta A.; Ray S.; Masadeh S.R.; Lakshmi G.P.; Michalopoulos D.; Nyayapati R.; Musirin I.B.; Kaur G.
Published: (2024)

Binary particle swarm optimization for feature selection in detection of infants with hypothyroidism
by: Zabidi A.; Khuan L.Y.; Mansor W.; Yassin I.M.; Sahak R.
Published: (2011)

Stochastic optimized relevance feedback particle swarm optimization for content based image retrieval
by: Imran M.; Hashim R.; Noor Elaiza A.K.; Irtaza A.
Published: (2014)

An evaluation of nature-inspired optimization algorithms and machine learning classifiers for electricity fraud prediction
by: Kamaruddin A.S.; Hadrawi M.F.; Wah Y.B.; Aliman S.
Published: (2023)

Evaluation of particle swarm optimization for strength determination of tropical wood polymer composite
by: Yusoff M.; Basir A.N.M.; Kadir N.A.; Bahari S.A.
Published: (2020)

Binary particle swarm optimization for selection of features in the recognition of infants cries with asphyxia
by: Zabidi A.; Mansor W.; Lee Y.K.; Yassin I.M.; Sahak R.
Published: (2011)

Particle swarm optimization for NARX structure selection - Application on DC motor model
by: Yassin I.M.; Taib M.N.; Rahim N.A.; Salleh M.K.M.; Abidin H.Z.
Published: (2010)

Particle Swarm Optimization (PSO) Model for Hydroponics pH Control System
by: Saaid M.F.; Yassin A.I.M.; Tahir N.M.
Published: (2021)

Particle Swarm Optimization for NARX-ANN Baseline Energy Modelling in Educational Buildings
by: Mustapa R.F.; Dahlan N.Y.; Yassin I.M.; Hamizah Mohd Nordin A.; Mahadan M.E.; Mohamad S.
Published: (2019)

A Review: Predictive Models and Behaviour of Cryptocurrencies Price
by: Rashid N.A.; Ismail M.T.
Published: (2025)

Predicting pressure losses in the water-assisted flow of unconventional crude with machine learning
by: Rushd S.; Rahman M.; Arifuzzaman M.; Ali S.A.; Shalabi F.; Aktaruzzaman M.
Published: (2021)

Intelligent Optimization of Novel Particle Swarm Optimization with Explorer (PSOE) for Identification of Flexible Manipulator System
by: Yatim H.M.; Zamri A.N.Y.; Hadi M.S.; Talib M.H.A.; Darus I.Z.M.
Published: (2022)

Chaos-embedded particle swarm optimization approach for protein-ligand docking and virtual screening
by: Tai H.K.; Jusoh S.A.; Siu S.W.I.
Published: (2018)

Fuzzy Logic Controller by Particle Swarm Optimization Discoverer for Semi-Active Suspension System
by: Ab Talib M.H.; Rosli N.H.M.; Darus I.Z.M.; Yatim H.M.; Hadi M.S.; Ardani M.I.; Saufi M.S.R.M.; Yamin A.H.M.
Published: (2023)

Cloud failure prediction based on traditional machine learning and deep learning
by: Tengku Asmawi T.N.; Ismail A.; Shen J.
Published: (2022)