Publications by Cam Turner

PA Final

27.04.2024

Predicting Dengue Disease Spread Introduction This study was conducted as part of a competition lead by drivendata.org and attempts to develop a model that can accurately forecast outbreaks of dengue fever. Given that dengue is a mosquito-borne disease, its spread can be linked to climate related factors favorable to mosquitos. This suggests that ...

8724 sym 7 img 6 tbl

PA Homework 3

20.04.2024

Predictive Analytics HW 3: Neural Nets/Ensemble Setup # R Environment # Clear the workspace rm(list = ls()) # Clear environment gc() # Clear unused memory ## used (Mb) gc trigger (Mb) limit (Mb) max used (Mb) ## Ncells 521677 27.9 1155860 61.8 NA 669291 35.8 ## Vcells 961919 7.4 8388608 64.0 16384 1...

1092 sym R (12108 sym/36 pcs) 8 img 2 tbl

PA Discussion 6

17.04.2024

PA Discussion 6: Neural Nets Setup ### Environment # Clear the workspace rm(list = ls()) # Clear environment gc() # Clear unused memory ## used (Mb) gc trigger (Mb) limit (Mb) max used (Mb) ## Ncells 521355 27.9 1154940 61.7 NA 669291 35.8 ## Vcells 959623 7.4 8388608 64.0 16384 1840004 14.1 cat("...

1127 sym R (11027 sym/34 pcs) 5 img 1 tbl

PA Homework 2

14.04.2024

Vehicle Sales Forecasting Setup # R Environment # Clear the workspace rm(list = ls()) # Clear environment gc() # Clear unused memory ## used (Mb) gc trigger (Mb) limit (Mb) max used (Mb) ## Ncells 519859 27.8 1150665 61.5 NA 669291 35.8 ## Vcells 957445 7.4 8388608 64.0 16384 1840004 14.1 cat("\f"...

1444 sym R (11759 sym/38 pcs) 9 img 2 tbl

PA Discussion 5

11.04.2024

Predictive Analytics Discussion 5: Mutual Funds Setup ### Environment # Clear the workspace rm(list = ls()) # Clear environment gc() # Clear unused memory ## used (Mb) gc trigger (Mb) limit (Mb) max used (Mb) ## Ncells 522848 28.0 1159205 62 NA 669291 35.8 ## Vcells 970910 7.5 8388608 64 16384 1...

1113 sym R (7269 sym/13 pcs) 7 img

PA Discussion 4

04.04.2024

Predictive Analytics Discussion 4: ARIMA with External Regressors Setup ### R Environment # Clear the workspace rm(list = ls()) # Clear environment gc() # Clear unused memory ## used (Mb) gc trigger (Mb) limit (Mb) max used (Mb) ## Ncells 521495 27.9 1155340 61.8 NA 669291 35.8 ## Vcells 960590 7.4 838860...

1257 sym R (8841 sym/35 pcs) 8 img

Turner PA Discussion 3

27.03.2024

Predictive Analytics Discussion 3: ARIMA Setup ### R Environment # Clear the workspace rm(list = ls()) # Clear environment gc() # Clear unused memory ## used (Mb) gc trigger (Mb) limit (Mb) max used (Mb) ## Ncells 519613 27.8 1149965 61.5 NA 669285 35.8 ## Vcells 955384 7.3 8388608 64.0 16384 184010...

786 sym R (6184 sym/28 pcs) 5 img

PA Homework 1

25.03.2024

Massachusetts Gas Prices Setup # Clear the workspace rm(list = ls()) # Clear environment gc() # Clear unused memory ## used (Mb) gc trigger (Mb) limit (Mb) max used (Mb) ## Ncells 521515 27.9 1155397 61.8 NA 669291 35.8 ## Vcells 961152 7.4 8388608 64.0 16384 1840035 14.1 cat("\f") # Clear the...

2860 sym R (7340 sym/30 pcs) 6 img

PA Discussion 2

21.03.2024

Predictive Analytics Discussion 2: ETS Models Setup # Clear the workspace rm(list = ls()) # Clear environment gc() # Clear unused memory ## used (Mb) gc trigger (Mb) limit (Mb) max used (Mb) ## Ncells 521271 27.9 1154700 61.7 NA 669291 35.8 ## Vcells 958634 7.4 8388608 64.0 16384 1840004 14.1 cat("\...

1672 sym R (4863 sym/25 pcs) 5 img

Turner_Classical Decomposition

14.03.2024

Time Series Decomposition Data Description The data used in this project comes from a larger dataset, Global Climate Change Data, from data.world. The original had temp data on cities around the world from 1750-2013. All future filtering will be done here in R. I played with the dataset a little in Excel before importing it and filtered it to only...

1884 sym R (2403 sym/13 pcs) 3 img 1 tbl