Multifaceted modelling of complex business enterprises

Article

Chakraborty, Subrata, Mengersen, Kerrie, Fidge, Colin, Ma, Lin and Lassen, David. 2015. "Multifaceted modelling of complex business enterprises." PLoS One. 10 (8). https://doi.org/10.1371/journal.pone.0134052
Article Title

Multifaceted modelling of complex business
enterprises

ERA Journal ID39745
Article CategoryArticle
AuthorsChakraborty, Subrata (Author), Mengersen, Kerrie (Author), Fidge, Colin (Author), Ma, Lin (Author) and Lassen, David (Author)
Journal TitlePLoS One
Journal Citation10 (8)
Number of Pages30
Year2015
PublisherPublic Library of Science (PLoS)
Place of PublicationSan Francisco, CA. United States
ISSN1932-6203
Digital Object Identifier (DOI)https://doi.org/10.1371/journal.pone.0134052
Web Address (URL)http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0134052
Abstract

We formalise and present a new generic multifaceted complex system approach for modelling
complex business enterprises. Our method has a strong focus on integrating the various
data types available in an enterprise which represent the diverse perspectives of
various stakeholders. We explain the challenges faced and define a novel approach to converting
diverse data types into usable Bayesian probability forms. The data types that can
be integrated include historic data, survey data, and management planning data, expert
knowledge and incomplete data. The structural complexities of the complex system modelling
process, based on various decision contexts, are also explained along with a solution.
This new application of complex system models as a management tool for decision making
is demonstrated using a railway transport case study. The case study demonstrates how
the new approach can be utilised to develop a customised decision support model for a specific
enterprise. Various decision scenarios are also provided to illustrate the versatility of
the decision model at different phases of enterprise operations such as planning and
control.

KeywordsBayesian Network, business model, decision support, complex system
ANZSRC Field of Research 2020490501. Applied statistics
460902. Decision support and group support systems
490108. Operations research
Public Notes

Copyright: © 2015 Chakraborty et al. This is an
open access article distributed under the terms of the
Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any
medium, provided the original author and source are
credited.

Byline AffiliationsSchool of Management and Enterprise
Queensland University of Technology
Queensland Rail, Australia
Institution of OriginUniversity of Southern Queensland
Permalink -

https://research.usq.edu.au/item/q30wz/multifaceted-modelling-of-complex-business-enterprises

Log in to edit

Download files

Published Version
Chakraborty_Mengersen_Fidge_Ma_Lassen_PV.pdf
License: CC BY
File access level: Anyone

  • 1670
    total views
  • 97
    total downloads
  • 4
    views this month
  • 1
    downloads this month

Export as

Related outputs

Geographical and spatial variations in bowel cancer screening participation, Australia, 2015–2020
Dasgupta, Paramita, Cameron, Jessica K., Goodwin, Belinda, Cramb, Susanna M., Mengersen, Kerrie, Aitken, Joanne F. and Baade, Peter D.. 2023. "Geographical and spatial variations in bowel cancer screening participation, Australia, 2015–2020." PLoS One. 18 (7). https://doi.org/10.1371/journal.pone.0288992
Geographical and spatial disparities in the incidence and survival of rare cancers in Australia
Dasgupta, Paramita, Cameron, Jessica K., Cramb, Susanna M., Trevithick, Richard W., Aitken, Joanne F., Mengersen, Kerrie and Baade, Peter D.. 2023. "Geographical and spatial disparities in the incidence and survival of rare cancers in Australia." International Journal of Cancer. 152 (8), pp. 1601-1612. https://doi.org/10.1002/ijc.34395
Machine learning system to guide teacher reflection on behavior management skills
Dann, Christopher, O'Neill, Shirley, Getenet, Seyum, Aboufarw, Khaled, Verma, Navdeep, Chakraborty, Subrata, Yu, Kun, Edmondson, Shawn, Quirke-Bolt, Nigel, Levy, Dalit, McFarlane, Stephen, Quadrelli, Carol, Daly, Molly and Seifert, Tami. 2021. "Machine learning system to guide teacher reflection on behavior management skills." Bastiaens, Theo (ed.) Innovate Learning Summit 2021. United States 09 - 11 Nov 2021 United States.
Geographic distribution of malignant mesothelioma incidence and survival in Australia
Cameron, Jessica K., Aitken, Joanne, Reid, Alison, Mengersen, Kerrie, Cramb, Susanna, Preston, Paige, Armstrong, Bruce and Baade, Peter. 2022. "Geographic distribution of malignant mesothelioma incidence and survival in Australia." Lung Cancer. 167, pp. 17-24. https://doi.org/10.1016/j.lungcan.2022.03.017
Factors influencing the adoption of electronic health records in the Australian environment
Ouheda, Salem, Hafeez-Baig, Abdul, Chakraborty, Subrata and Gururajan, Raj. 2019. "Factors influencing the adoption of electronic health records in the Australian environment." Kerr, Don, Blake, Jacqueline, Wang, Mingzhong and Tham, Aaron (ed.) 24th Annual Conference of the Asia Pacific DecisionSciences Institute: Technology Supporting People and Decision Making. Brisbane, Australia 15 - 18 Jul 2019 Brisbane, QLD, Australia.
An investigation into usability of big data analytics in the management of Type 2 Diabetes Mellitus
Bhotta, Dinakar, Hafeez-Baig, Abdul, Gururajan, Raj, Chakraborty, Subrata, Kavuri, Srinivas P. and Krishnan, Dharini. 2019. "An investigation into usability of big data analytics in the management of Type 2 Diabetes Mellitus." Kerr, Don, Blake, Jacqueline, Wang, Mingzhong and Tham, Aaron (ed.) 24th Annual Conference of the Asia Pacific DecisionSciences Institute: Technology Supporting People and Decision Making. Brisbane, Australia 15 - 18 Jul 2019 Brisbane, QLD, Australia.
Conceptual framework for telehealth adoption in Indian healthcare
Chowdhury, Avijit, Hafeez-Baig, Abdul, Gururajan, Raj and Chakraborty, Subrata. 2019. "Conceptual framework for telehealth adoption in Indian healthcare." 24th Asia Pacific DSI Conference Program (APDSI 2019). Brisbane, Australia 15 - 18 Jul 2019
Application of deep learning models for automated identification of Parkinson’s disease: a review (2011–2021)
Loh, Hui Wen, Hong, Wanrong, Ooi, Chui Ping, Chakraborty, Subrata, Barua, Prabal Datta, Deo, Ravinesh C., Soar, Jeffrey, Palmer, Elizabeth E. and Acharya, U. Rajendra. 2021. "Application of deep learning models for automated identification of Parkinson’s disease: a review (2011–2021)." Sensors. 21, pp. 1-27. https://doi.org/10.3390/s21217034
Effects of rubric quality on marker variation in higher education
Chakraborty, Subrata, Dann, Christopher, Mandal, Anuradha, Dann, Beverly, Paul, Manoranjan and Hafeez-Baig, Abdul. 2021. "Effects of rubric quality on marker variation in higher education." Studies in Educational Evaluation. 70, pp. 1-12. https://doi.org/10.1016/j.stueduc.2021.100997
An intuitive dashboard for Bayesian Network inference
Reddy, Vikas, Farr, Anna Charisse, Wu, Paul, Mengersen, Kerrie and Yarlagadda, Prasad K. D. V.. 2014. "An intuitive dashboard for Bayesian Network inference." 2nd International Conference on Mathematical Modeling in Physical Sciences (IC-MSQUARE 2013). Prague, Czech Republic 01 - 05 Sep 2013 Bristol, United Kingdom. https://doi.org/10.1088/1742-6596/490/1/012023
Combining Opinions for Use in Bayesian Networks: A Measurement Error Approach
Farr, A. Charisse, Mengersen, Kerrie, Ruggeri, Fabrizio, Simpson, Daniel, Wu, Paul and Yarlagadda, Prasad. 2020. "Combining Opinions for Use in Bayesian Networks: A Measurement Error Approach." International Statistical Review. 88 (2), pp. 335-353. https://doi.org/10.1111/insr.12350
A Novel TOPSIS based Consensus Technique for Multiattribute Group Decision Making
Chakraborty, Subrata and Mandal, Anuradha. 2018. "A Novel TOPSIS based Consensus Technique for Multiattribute Group Decision Making." 18th International Symposium on Communications and Information Technologies (ISCIT). Bangkok, Thailand 26 - 29 Sep 2018 United States. https://doi.org/10.1109/ISCIT.2018.8587952
An exploratory study to understand the phenomena of eye-tracking technology: a case of the education environment
Syed, Ahmed, Chakraborty, Subrata, Hafeez-Baig, Abdul and Mandal, Anuradha. 2020. "An exploratory study to understand the phenomena of eye-tracking technology: a case of the education environment." Dann, Christopher Ewart and O'Neill, Shirley (ed.) Technology-enhanced formative assessment practices in higher education. United States. IGI Global. pp. 240-261
Factors affecting timely completion of a PhD: a complex systems approach
Pitchforth, Jegar, Beames, Stephanie, Thomas, Aleysha, Falk, Matthew, Farr, Charisse, Gasson, Susan, Thamrin, Sri Astuti and Mengersen, Kerrie. 2012. "Factors affecting timely completion of a PhD: a complex systems approach." Journal of the Scholarship of Teaching and Learning. 12 (4), pp. 124-135.
Wayfinding: a simple concept, a complex process
Farr, Anna Charisse, Kleinschmidt, Tristan, Yarlagadda, Prasad and Mengersen, Kerrie. 2012. "Wayfinding: a simple concept, a complex process." Transport Reviews. 32 (6), pp. 715-743. https://doi.org/10.1080/01441647.2012.712555
Prior and Posterior Linear Pooling for Combining Expert Opinions: Uses and Impact on Bayesian Networks—The Case of the Wayfinding Model
Farr, Charisse, Ruggeri, Fabrizio and Mengersen, Kerrie. 2018. "Prior and Posterior Linear Pooling for Combining Expert Opinions: Uses and Impact on Bayesian Networks—The Case of the Wayfinding Model." Entropy: international and interdisciplinary journal of entropy and information studies. 20 (3), pp. 1-14. https://doi.org/10.3390/e20030209
Model-based fault diagnosis and prognosis of dynamic systems: a review
Ekanayake, Thushara, Dewasurendra, Devapriya, Abeyratne, Sunil, Ma, Lin and Yarlagadda, Prasad. 2019. "Model-based fault diagnosis and prognosis of dynamic systems: a review." 14th Global Congress on Manufacturing and Management (GCMM 2018). Brisbane, Australia 05 - 07 Dec 2018 Elsevier. https://doi.org/10.1016/j.promfg.2019.02.060
Factors Influencing the Success of Culturally and Linguistically Diverse Students in Engineering and Information Technology
Yarlagadda, Prasad KDV, Sharma, Jyoti, Silva, Pujitha, Woodman, Karen, Pitchforth, Jegar and Mengersen, Kerrie. 2018. "Factors Influencing the Success of Culturally and Linguistically Diverse Students in Engineering and Information Technology." International Journal of Engineering Education. 34 (4), pp. 1384-1399.
M-ary trees for combinatorial asset management decision problems
Chakraborty, S., Fidge, C., Ma, L. and Sun, Y.. 2014. "M-ary trees for combinatorial asset management decision problems." Lee, Jay, Ni, Jun, Sarangapani, Jagnathan and Mathew, Joseph (ed.) 6th World Conference on Engineering Asset Management (WCEAM 2011). Cincinnati, United States 03 - 05 Oct 2011 London, United Kingdom. https://doi.org/10.1007/978-1-4471-4993-4_11
An experimental analysis of assessor specific bias in a programming assessment in multi-assessor scenarios utilizing an eye tracker
Debnath, Tanmoy, Paul, Manoranjan, Chakraborty, Subrata, Podder, Pallab Kanti, Gururajan, Raj and Hafeez-Baig, Abdul. 2016. "An experimental analysis of assessor specific bias in a programming assessment in multi-assessor scenarios utilizing an eye tracker." Shoniregun, Charles A. and Akmayeva, Galyna A. (ed.) London International Conference on Education (LICE-2016). London, United Kingdom 14 - 17 Nov 2016 London, United Kingdom.
A novel video coding scheme using a scene adaptive non-parametric background model
Chakraborty, Subrata, Paul, Manoranjan, Murshed, Manzur and Ali, Mortuza. 2014. "A novel video coding scheme using a scene adaptive non-parametric background model." 16th IEEE International Workshop on Multimedia Signal Processing (MMSP 2014). Jakarta, Indonesia 22 - 24 Sep 2014 Piscataway, NJ. United States. https://doi.org/10.1109/MMSP.2014.6958823
Assuring reliability in qualitative studies: a health informatics persective
Hafeez-Baig, Abdul, Gururajan, Raj and Chakraborty, Subrata. 2016. "Assuring reliability in qualitative studies: a health informatics persective." 20th Pacific Asia Conference on Information Systems (PACIS 2016). Chiayi, Taiwan 27 Jun - 01 Jul 2016 Chiayi, Taiwan.
Adaptive weighted non-parametric background model for efficient video coding
Chakraborty, Subrata, Paul, Manoranjan, Murshed, Manzur and Ali, Mortuza. 2017. "Adaptive weighted non-parametric background model for efficient video coding." Neurocomputing. 226, pp. 35-45. https://doi.org/10.1016/j.neucom.2016.11.016
Software development for managing nutrition intake for Type II Diabetes Mellitus
Krishnan, Dharini, Zhou, Xujuan, Chakraborty, Subrata, Gururajan, Rashmi and Gururajan, Raj. 2016. "Software development for managing nutrition intake for Type II Diabetes Mellitus." 10th International Conference on Software, Knowledge, Information Management and Application (SKIMA 2016). Chengdu, China 15 - 17 Dec 2016 China.
Objective Analysis of Marker Bias in Higher Education
Chakraborty, Subrata, Zhou, Susan, Hafeez-Baig, Abdul, Gururajan, Raj, Paul, Manoranjan, Mandal, Anuradha, Chacko, Anila Elizabeth and Barua, Prabal D.. 2017. "Objective Analysis of Marker Bias in Higher Education." 5th IEEE International Conference on Teaching, Assessment, and Learning for Engineering (TALE 2016). Bangkok, Thailand 07 - 09 Dec 2016 Piscataway, United States. https://doi.org/10.1109/TALE.2016.7851839
Remaining useful life prediction of rotating equipment using covariate-based hazard models – Industry applications
Gorjian, Nima, Sun, Yong, Ma, Lin, Yarlagadda, Prasad and Mittinty, Murthy. 2017. "Remaining useful life prediction of rotating equipment using covariate-based hazard models – Industry applications ." Australian Journal of Mechanical Engineering. 15 (1), pp. 36-45. https://doi.org/10.1080/14484846.2015.1093251
A Bayesian Network-based customer satisfaction model: a tool for management decisions in railway transport
Chakraborty, Subrata, Mengersen, Kerrie, Fidge, Colin, Ma, Lin and Lassen, David. 2016. "A Bayesian Network-based customer satisfaction model: a tool for management decisions in railway transport." Decision Analytics. 3 (4), pp. 1-24. https://doi.org/10.1186/s40165-016-0021-2
Comparison based group ranking outcome for multiattribute group decisions
Chakraborty, Subrata and Yeh, Chung-Hsing. 2012. "Comparison based group ranking outcome for multiattribute group decisions." 14th International Conference on Computer Modelling and Simulation. Cambridge, UK 28 - 30 Mar 2012 United States. https://doi.org/10.1109/UKSim.2012.53
Rank similarity based MADM method selection
Chakraborty, Subrata and Yeh, Chung-Hsing. 2012. "Rank similarity based MADM method selection." 2012 International Conference on Statistics in Science, Business, and Engineering. Langkawi, Malaysia 10 - 12 Sep 2012 United States. https://doi.org/10.1109/ICSSBE.2012.6396586
Human detection in surveillance videos and its applications - a review
Paul, Manoranjan, Haque, Shah M. E. and Chakraborty, Subrata. 2013. "Human detection in surveillance videos and its applications - a review." Eurasip Journal on Advances in Signal Processing. 1 (176), pp. 1-16. https://doi.org/10.1186/1687-6180-2013-176
A simulation comparison of normalization procedures for TOPSIS
Chakraborty, Subrata and Yeh, Chung-Hsing. 2009. "A simulation comparison of normalization procedures for TOPSIS." 2009 International Conference on Computers & Industrial Engineering. Troyes, France 06 - 09 Jul 2009 United States. https://doi.org/10.1109/ICCIE.2009.5223811
A simulation based comparative study of normalization procedures in multiattribute decision making
Chakraborty, Subrata and Yeh, Chung-Hsing. 2007. "A simulation based comparative study of normalization procedures in multiattribute decision making ." 6th WSEAS International Conference on Artificial Intelligence, Knowledge Engineering and Data Bases. Corfu Island, Greece 16 - 19 Feb 2007 Greece.
Joint texture and depth coding using cuboid data compression
Paul, Manoranjan, Chakraborty, Subrata, Murshed, Manzur and Podder, Pallab Kanti. 2015. "Joint texture and depth coding using cuboid data compression." IEEE 18th International Conference on Computer and Information Technology. Dhaka, Bangladesh 21 - 23 Dec 2015 United States.
Mobile telehealth technology assessment: Queensland case study
Gururajan, Raj, Little, Alison, Hafeez Baig, Abdul, Chakraborty, Subrata and Wickramasignhe, Nilmini. 2015. "Mobile telehealth technology assessment: Queensland case study." 23rd Australian National Health Informatics Conference (HIC 2015). Brisbane, Australia 03 - 05 Aug 2015 Australia.
An efficient video coding technique using a novel non-parametric background model
Chakraborty, Subrata, Paul, Manoranjan, Murshed, Manzur and Ali, Mortuza. 2014. "An efficient video coding technique using a novel non-parametric background model." 2014 IEEE International Conference on Multimedia and Expo Workshops (ICMEW 2014). 14 - 18 Jul 2014 Chengdu, China. https://doi.org/10.1109/ICMEW.2014.6890590
Fast intermode selection for HEVC video coding using phase correlation
Podder, Pallab Kanti, Paul, Manoranjan, Murshed, Manzur and Chakraborty, Subrata. 2014. "Fast intermode selection for HEVC video coding using phase correlation." 2014 International Conference on Digital lmage Computing: Techniques and Applications (DlCTA 2014). Wollongong, Australia 25 - 27 Nov 2014 https://doi.org/10.1109/DICTA.2014.7008109
Investigating effective wayfinding in airports: a Bayesian Network approach
Farr, Anna Charisse, Kleinschmidt, Tristan, Johnson, Sandra, Yarlagadda, Prasad and Mengersen, Kerrie. 2014. "Investigating effective wayfinding in airports: a Bayesian Network approach." Transport. 29 (1), pp. 90-99. https://doi.org/10.3846/16484142.2014.898695