Targeted marketing for predictive analytics
Recommender systems
- Linden, G. et al.Greg Linden, Brent Smith, and Jeremy York, “Amazon.com Recommendations: Item-to-Item Collaborative Filtering,” IEEE Internet Computing 7, no. 1 (January 2003): 76–80, doi:10.1109/MIC.2003.1167344.
“Amazon.com Recommendations: Item-to-Item Collaborative Filtering”.
Microtargetting
Konsinski, M.Michal Kosinski, David Stillwell, and Thore Graepel, “Private Traits and Attributes Are Predictable from Digital Records of Human Behavior,” Proceedings of the National Academy of Sciences 110, no. 15 (2013): 5802–5, doi:10.1073/pnas.1218772110.
“Private traits and attributes are predictable from digital records of human behavior”.Murray, G. and Scime, A.Gregg R. Murray and Anthony Scime, “Microtargeting and Electorate Segmentation: Data Mining the American National Election Studies,” Journal of Political Marketing 9, no. 3 (2010): 143–66, doi:10.1080/15377857.2010.497732.
“Microtargeting and Electorate Segmentation: Data Mining the American National Election Studies”.Youyou, W. et al.Wu Youyou, Michal Kosinski, and David Stillwell, “Computer-Based Personality Judgments Are More Accurate Than Those Made by Humans,” Proceedings of the National Academy of Sciences 112, no. 4 (2015): 1036–40, doi:10.1073/pnas.1418680112.
“Computer-based personality judgments are more accurate than those made by humans”.
Geodemographics
- Leventhal, B.B Leventhal, Geodemographics for Marketers: Using Location Analysis for Research and Marketing (London, UK: Kogan Page, 2016), https://www.koganpage.com/product/geodemographics-for-marketers-9780749473822.
“Geodemographics for Marketers: Using location analysis for research and marketing”.
R primers
- Hadley Wickham and Garrett Grolemund’sHadley Wickham and Garrett Grolemund, R for Data Science: Import, Tidy, Transform, Visualize, and Model Data (Sebastopol, California: O’Reilly Media, 2017), http://r4ds.had.co.nz/.
R for Data Science provides everything you need to know when starting with data analysis in R. - Kieran Healy’sKieran Healy, Data Visualization: A Practical Introduction (Princeton: Princeton University Press, 2018), http://socviz.co/.
recent book Data Visualization is perhaps the best I’ve seen on Data Visualization in R.
Spatial Microsimulation in R
- Lovelace, R. and Dumont, M. (2016)Robin Lovelace and M Dumont, Spatial Microsimulation with r (London, UK: CRC Press, 2016), https://spatial-microsim-book.robinlovelace.net/.
Spatial microsimulation with R. London: Taylor and Francis. Comprehensively discusses Spatial Microsimulation and procedures for generating micsrosimulated datasets in R. - Whitworth et al. (2017)A Whitworth et al., “Estimating Uncertainty in Spatial Microsimulation Approaches to Small Area Estimation: A New Approach to Solving an Old Problem,” Computers, Environment and Urban Systems 63, no. 63 (2017): 50–57, doi:10.1016/j.compenvurbsys.2016.06.004.
“Estimating uncertainty in spatial microsimulation approaches to small area estimation: A new approach to solving an old problem”. Interesting paper exploring uncertainty in spatial microsimulation approaches.