Hotel order cancellation prediction has always been an influential part of hotel management. A better prediction model can optimize the accuracy of the prediction and thus enhance the value of subsequent business analysis and operational optimization. In this paper, a multidimensional hybrid evaluation prediction model Md-Pred is proposed for the first time. It combines the CatBoost, LGBM classifier, and SARIMAX time series algorithm, which can more effectively balance the influence of various features on classification problems as well as differentiate between objective features and subjective features. Results indicate that the performance of the prototype is significant, a new level of accuracy in predicting hotel order cancellations and future guest flow has been achieved.
机构:
School of Advanced Sciences and Languages (SASL), Mathematics, VIT Bhopal University, Bhopal- Indore Highway, Kothrikalan, MP, Sehore
Basic Science Department, College of Science and Theoretical Studies, Abha Male, Saudi Electronic University, RiyadhSchool of Advanced Sciences and Languages (SASL), Mathematics, VIT Bhopal University, Bhopal- Indore Highway, Kothrikalan, MP, Sehore
Aziz R.M.
Baluch M.F.
论文数: 0引用数: 0
h-index: 0
机构:
School of Computing Science and Engineering, VIT Bhopal University, Bhopal- Indore Highway, Kothrikalan, MP, SehoreSchool of Advanced Sciences and Languages (SASL), Mathematics, VIT Bhopal University, Bhopal- Indore Highway, Kothrikalan, MP, Sehore
Baluch M.F.
Patel S.
论文数: 0引用数: 0
h-index: 0
机构:
School of Computing Science and Engineering, VIT Bhopal University, Bhopal- Indore Highway, Kothrikalan, MP, SehoreSchool of Advanced Sciences and Languages (SASL), Mathematics, VIT Bhopal University, Bhopal- Indore Highway, Kothrikalan, MP, Sehore
Patel S.
Ganie A.H.
论文数: 0引用数: 0
h-index: 0
机构:
School of Advanced Sciences and Languages (SASL), Mathematics, VIT Bhopal University, Bhopal- Indore Highway, Kothrikalan, MP, SehoreSchool of Advanced Sciences and Languages (SASL), Mathematics, VIT Bhopal University, Bhopal- Indore Highway, Kothrikalan, MP, Sehore
机构:
School of Advanced Sciences and Languages (SASL), Mathematics, VIT Bhopal University, Bhopal- Indore Highway, Kothrikalan, MP, Sehore
Basic Science Department, College of Science and Theoretical Studies, Abha Male, Saudi Electronic University, RiyadhSchool of Advanced Sciences and Languages (SASL), Mathematics, VIT Bhopal University, Bhopal- Indore Highway, Kothrikalan, MP, Sehore
Aziz R.M.
Baluch M.F.
论文数: 0引用数: 0
h-index: 0
机构:
School of Computing Science and Engineering, VIT Bhopal University, Bhopal- Indore Highway, Kothrikalan, MP, SehoreSchool of Advanced Sciences and Languages (SASL), Mathematics, VIT Bhopal University, Bhopal- Indore Highway, Kothrikalan, MP, Sehore
Baluch M.F.
Patel S.
论文数: 0引用数: 0
h-index: 0
机构:
School of Computing Science and Engineering, VIT Bhopal University, Bhopal- Indore Highway, Kothrikalan, MP, SehoreSchool of Advanced Sciences and Languages (SASL), Mathematics, VIT Bhopal University, Bhopal- Indore Highway, Kothrikalan, MP, Sehore
Patel S.
Ganie A.H.
论文数: 0引用数: 0
h-index: 0
机构:
School of Advanced Sciences and Languages (SASL), Mathematics, VIT Bhopal University, Bhopal- Indore Highway, Kothrikalan, MP, SehoreSchool of Advanced Sciences and Languages (SASL), Mathematics, VIT Bhopal University, Bhopal- Indore Highway, Kothrikalan, MP, Sehore