1,258
Views
20
CrossRef citations to date
0
Altmetric
Original Articles

Data Mining For Hotel Occupancy Rate: An Independent Component Analysis Approach

, &
Pages 426-438 | Received 11 Dec 2009, Accepted 16 Dec 2009, Published online: 28 May 2010

REFERENCES

  • Basak , J. , Sudarshan , A. , Trivedi , D. and Santhanam , M. S. 2004 . Weather data mining using independent component analysis . Journal of Machine Learning Research , 5 : 239 – 253 .
  • Box , G. E. P. and Jenkins , G. M. 1970 . Time series analysis, forecasting and control , San Francisco : Holden Day .
  • Campiranon , K. and Arcodia , C. 2008 . Market segmentation in time of crisis: A case study of the MICE sector in Thailand . Journal of Travel & Tourism Marketing , 23 ( 2 ) : 151 – 161 .
  • Carlsen , J. C. and Liburd , J. J. 2008 . Developing a research agenda for tourism crisis management, market recovery and communications . Journal of Travel & Tourism Marketing , 23 ( 2 ) : 265 – 276 .
  • Cha , S. M. and Chan , L. W. December 2000 . “ Applying independent component analysis to factor model in finance ” . In Proceedings of 2nd International Conference on Intelligent Data Engineering and Automated Learning, Data Mining, Financial Engineering, and Intelligent Agents December , 538 – 544 . Hong Kong
  • Cheung , C. and Law , R. 2001 . Determinants of tourism hotel expenditure in Hong Kong . International Journal of Contemporary Hospitality Management , 13 ( 3 ) : 151 – 158 .
  • Chien , G. and Law , R. 2003 . The impact of the Severe Acute Respiratory Syndrome on hotels: A case study of Hong Kong . International Journal of Hospitality Management , 22 ( 3 ) : 327 – 332 .
  • Comon , P. 1994 . Independent component analysis: A new concept? . Signal Processing , 36 ( 3 ) : 287 – 314 .
  • Goh , C. and Law , R. 2002 . Modeling and forecasting tourism demand for arrivals with stochastic nonstationary seasonality and intervention . Tourism Management , 23 : 499 – 510 .
  • Goh , C. and Law , R. 2003 . Incorporating the rough sets theory into travel demand analysis . Tourism Management , 24 ( 5 ) : 511 – 517 .
  • Goh , C. , Law , R. and Mok , H. 2008 . Analyzing and forecasting tourism demand: A rough sets approach . Journal of Travel Research , 46 : 327 – 338 .
  • Hong Kong Tourism Board . 2005 . A statistical review of tourism , Hong Kong : Author .
  • Hong Kong Tourist Association . 1999 . A statistical review of tourism , Hong Kong : Author .
  • Hyvärinen , A. , Karhunen , J. and Oja , E. 2001 . Independent component analysis , New York : John Wiley & Sons .
  • Joanes , D. N. and Gill , C. A. 1998 . Comparing measures of sample skewness and kurtosis . Journal of the Royal Statistical Society (Series D): The Statistician , 47 ( 1 ) : 183 – 189 .
  • Kim , Y. and Uysal , M. 1998 . Time-dependent analysis for international hotel demand in Seoul . Tourism Economics , 4 ( 3 ) : 253 – 263 .
  • Kozak , M. , Crotts , J. C. and Law , R. 2007 . The impact of the perception of risk on international travelers . International Journal of Tourism Research , 9 : 233 – 242 .
  • Lathiras , P. and Siriopoulos , C. 1998 . The demand for tourism to Greece: A cointegration approach . Tourism Economics , 4 ( 2 ) : 171 – 185 .
  • Law , R. and Au , N. 1999 . A neural network model to forecast Japanese demand for travel to Hong Kong . Tourism Management , 20 : 89 – 97 .
  • Lee , C. K. , Var , T. and Blaine , T. W. 1996 . Determinants of inbound tourist expenditures . Annals of Tourism Research , 23 ( 3 ) : 527 – 542 .
  • Lim , C. 1997 . An econometric classification and review of international tourism demand models . Tourism Economics , 3 ( 1 ) : 69 – 81 .
  • Martín-Consuegra , D. , Esteban , A. and Molina , A. 2008 . The role of market orientation in managing crises during the post-crisis phase . Journal of Travel & Tourism Marketing , 23 ( 2 ) : 59 – 71 .
  • Moreira , P. 2008 . Stealth risks and catastrophic risks: On risk perception and crisis recovery strategies . Journal of Travel & Tourism Marketing , 23 ( 2 ) : 15 – 27 .
  • Pforr , C. and Hosie , P. J. 2008 . Crisis management in tourism: Preparing for recovery . Journal of Travel & Tourism Marketing , 23 ( 2 ) : 249 – 264 .
  • Scott , N. , Laws , E. and Prideaux , B. 2008 . Tourism crises and marketing recovery strategies . Journal of Travel & Tourism Marketing , 23 ( 2 ) : 1 – 13 .
  • Song , H. and Li , G. 2008 . Tourism demand modelling and forecasting: A review of recent research . Tourism Management , 29 : 203 – 220 .
  • Song , H. and Witt , S. 2000 . Tourism demand modelling and forecasting: Modern econometric approaches , London : Pergamon .
  • Tsai , H. , Song , H. and Wong , K. K. F. 2009 . Tourism and hotel competitiveness research . Journal of Travel & Tourism Marketing , 26 ( 5 ) : 522 – 546 .
  • Wu , E. , Law , R. and Jiang , B. in press . The impact of infectious diseases on hotel occupancy rate based on independent component analysis . International Journal of Hospitality Management ,
  • Wu , E. and Yu , P. 2006 . A robust and scalable clustering model for time series via independent component analysis . International Journal of Systems Science , 37 ( 13 ) : 987 – 1001 .
  • Wu , E. , Yu , P. and Li , W. K. March 2006 . “ An independent component ordering and selection procedure based on the MSE criterion ” . In Proceedings of 6th International Conference on Independent Component Analysis and Blind Source Separation March , 286 – 294 . Charleston, SC

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.