Difference between revisions of "Team NAC Methodology"
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* Generate summary statistics and data visualisations | * Generate summary statistics and data visualisations | ||
* Research on association analysis, ways to analyse multiple correlations, etc | * Research on association analysis, ways to analyse multiple correlations, etc | ||
− | * Uncovering the associations between independent variables identified (e.g. scatter plot) | + | * Uncovering the associations between independent variables identified (e.g. scatter plot) |
<br> | <br> | ||
<b> Phase 3 Data Analysis and Model Building: </b> | <b> Phase 3 Data Analysis and Model Building: </b> |
Revision as of 17:25, 14 January 2018
Background | Data Source | Methodology |
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Tools Used
Currently in Progress
Methodology
The methodology of the project includes the following phases.
Phase 0 Discovery and Data Preparation:
- Defining scope and objectives
- Discussion with sponsor to agree on scope of project
Phase 1 Data Preparation:
- Comparing data set and population survey questions
- Removing missing value / data interpolation
- Data normalisation and transformation of numerical variables
- Dimensionality reduction (e.g. removing single value variables, principal component analysis, etc)
Phase 2 Data Exploration and Model Planning:
- Generate summary statistics and data visualisations
- Research on association analysis, ways to analyse multiple correlations, etc
- Uncovering the associations between independent variables identified (e.g. scatter plot)
Phase 3 Data Analysis and Model Building:
- To be further elaborated upon in Interim
Phase 4 Communication and Deliverables:
- Deliverables to Prof. Kam and National Arts Council
- To be further elaborated upon in Interim