Research Output per year
Personal profile
Research interests
My research focuses on applying Big Data and predictive modelling techniques to difficult business problems. I have applied my predictive work in fields as diverse as health, logistics, finance and marketing. I am also particularly interested in finding better ways to apply machine learning techniques to investment modelling, and am interested in the rise of FinTech and Deep Learning.
I am also an active inaugural member of the Centre for Actuarial and Financial Big Data Analytics.
Statement for HDR students
My research focuses on applying Big Data and predictive modelling techniques to difficult business problems. I have applied my predictive work in fields as diverse as health, logistics, finance and marketing. I am also particularly interested in finding better ways to apply machine learning techniques to investment modelling, and am interested in the rise of FinTech and Deep Learning.
Fingerprint Dive into the research topics where Bruce Vanstone is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
Neural networks
Engineering & Materials Science
Learning systems
Engineering & Materials Science
Time series
Engineering & Materials Science
Curve fitting
Engineering & Materials Science
Taxonomies
Engineering & Materials Science
Sports
Engineering & Materials Science
Network architecture
Engineering & Materials Science
Ecosystems
Engineering & Materials Science
Research Output 2003 2019
Do News and Sentiment play a role in Stock Price Prediction?
Vanstone, B. J., Gepp, A. & Harris, G., 1 Nov 2019, In : Applied Intelligence. 49, 11, p. 3815-3820 6 p.Research output: Contribution to journal › Article › Research › peer-review
Network architecture
Learning systems
Neural networks
Financial Applications of Semidefinite Programming: A Review and Call for Interdisciplinary Research
Gepp, A., Harris, G. & Vanstone, B. J., 27 Sep 2019, In : Accounting and Finance. 29 p.Research output: Contribution to journal › Article › Research › peer-review
Finance
Interdisciplinary research
Semidefinite programming
Optimization problem
Option pricing
5
Citations
(Scopus)
111
Downloads
(Pure)
Financial literacy amongst elderly Australians
Xue, R., Gepp, A., O'Neill, T., Stern, S. & Vanstone, B. J., Apr 2019, In : Accounting and Finance. 59, S1, p. 887-918 32 p.Research output: Contribution to journal › Article › Research › peer-review
Open Access
File
Financial literacy
Educational attainment
Wealth
Income
Politicians
Financial Literacy and Financial Decision-making: The mediating role of financial concerns
Xue, R., Gepp, A., O'Neill, T., Stern, S. & Vanstone, B. J., Apr 2019.Research output: Contribution to conference › Presentation › Research
Open Access
File
Financial decision making
Financial literacy
Advisors
Financial strategy
Mediation effect
Financial well-being amongst elderly Australians: The role of consumption patterns and financial literacy
Xue, R., Gepp, A., O'Neill, T., Stern, S. & Vanstone, B. J., 30 Sep 2019, In : Accounting and Finance.Research output: Contribution to journal › Article › Research › peer-review
Consumption patterns
Well-being
Financial literacy
Interaction
Consumption behavior
Activities 2016 2018
Accounting and Finance (Journal)
Bruce Vanstone (Editor)2018 → …
Activity: Publication peer-review and editorial work › Editorial Board Member
Amanda Yee - Actuarial Honours Supervision
Adrian Gepp (Supervisor), Bruce J Vanstone (Supervisor)2017
Activity: Professional Development, Mentorship, Supervision and Other Activities › Non-HDR Student Supervision
Mark Wallis - Honours Supervision
Bruce Vanstone (Supervisor), Mark Wallis (Participant)2017
Activity: Professional Development, Mentorship, Supervision and Other Activities › Non-HDR Student Supervision
James Todd - Actuarial Honours Supervision
Adrian Gepp (Supervisor), Bruce J Vanstone (Supervisor)2017
Activity: Professional Development, Mentorship, Supervision and Other Activities › Non-HDR Student Supervision
Mark Johnman - Honours Supervision
Bruce Vanstone (Supervisor), Mark Johnman (Participant)2016
Activity: Professional Development, Mentorship, Supervision and Other Activities › Non-HDR Student Supervision
Press / Media
Researchers Using Big Data to Solve Big Problems in Advertising
Adrian Gepp, Bruce J Vanstone & Mark Johnman
1/07/17
1 Media contribution
Press/Media: Research
Student theses
Financial Literacy, Financial Well-being and Financial Decision-making amongst Elderly Australians.
Author: Xue, R., 12 Oct 2019Supervisor: O'Neill, T. (Supervisor), Stern, S. (Supervisor), Vanstone, B. J. (Supervisor) & Gepp, A. (Supervisor)
Student thesis: Doctoral Thesis
File
Option Pricing Using Artificial Neural Networks : an Australian Perspective
Author: Hahn, T., 8 Feb 2014Supervisor: Vanstone, B. J. (Supervisor) & Finnie, G. (Supervisor)
Student thesis: Doctoral Thesis
File
Risk Management in the Australian Stockmarket using Artificial Neural Networks
Author: Krollner, B., 11 Feb 2012Supervisor: Vanstone, B. J. (Supervisor) & Finnie, G. (Supervisor)
Student thesis: Doctoral Thesis
File
Trading in the Australian Stockmarket Using Artificial Neural Networks
Author: Vanstone, B. J., Nov 2005Supervisor: Finnie, G. (Supervisor) & Tan, C. (Supervisor)
Student thesis: Doctoral Thesis
File