crime-prediction
CS281 Final Project to develop a new ML Model for predicting incidents of crime.
파일 탐색기
최종 버전 다운로드 (.zip)- baselines_count.png
- baselines_distribution.png
- chicago_crimes_by_year.png
- crime_prediction.tex
- GPSE_log_likelihood.png
- graphical_model.PNG
- heat_maps.png
- ieeeconf.cls
- kl_likelihood_periodic_linear_periodic.png
- kl_periodic_linear_periodic.png
- Optimized_Final_Period_Crime_Count.png
- Optimized_Final_Period_Distribution.png
- Optimized_First_Test_Period_Distribution.png
- predicted_dist_lin_per_count.png
- predicted_lin_per_count.png
- references.bib
- chicago_feats.pkl
- crime_monthly_2012.png
- crime_monthly_2013.png
- crime_monthly_2014.png
- crime_monthly_2015.png
- crimes_by_dow.png
- crimes_by_month.png
- crimes_by_reporting_district.png
- crimes_by_shift.png
- crimes_by_shooting.png
- crimes_by_weapon.png
- crimes_by_year.png
- crimes_monthly_2012.png
- crimes_monthly_2013.png
- crimes_monthly_2014.png
- crimes_monthly_2015.png
- heat_map_10_2012.png
- heat_map_10_2013.png
- heat_map_10_2014.png
- heat_map_11_2012.png
- heat_map_11_2013.png
- heat_map_11_2014.png
- heat_map_12_2012.png
- heat_map_12_2013.png
- heat_map_12_2014.png
- heat_map_1_2013.png
- heat_map_1_2014.png
- heat_map_1_2015.png
- heat_map_2012.png
- heat_map_2013.png
- heat_map_2014.png
- heat_map_2015.png
- heat_map_2_2013.png
- heat_map_2_2014.png
- heat_map_2_2015.png
- heat_map_3_2013.png
- heat_map_3_2014.png
- heat_map_3_2015.png
- heat_map_4_2013.png
- heat_map_4_2014.png
- heat_map_4_2015.png
- heat_map_5_2013.png
- heat_map_5_2014.png
- heat_map_5_2015.png
- heat_map_6_2013.png
- heat_map_6_2014.png
- heat_map_6_2015.png
- heat_map_7_2012.png
- heat_map_7_2013.png
- heat_map_7_2014.png
- heat_map_7_2015.png
- heat_map_8_2012.png
- heat_map_8_2013.png
- heat_map_8_2014.png
- heat_map_8_2015.png
- heat_map_9_2012.png
- heat_map_9_2013.png
- heat_map_9_2014.png
- heat_map_all_100.png
- heat_map_all_15.png
- heat_map_all_30.png
- README
- Crime_Count_Predictions_Optimzed_Over_Time.png
- Crime_Count_True_Optimzed_Over_Time.png
- Optimized_Final_Period_Crime_Count.png
- Optimized_Final_Period_Distribution.png
- Optimized_First_Period_Crime_Count.png
- Optimized_First_Test_Period_Distribution.png
- Baseline_heatmap_pred_n=10_t=150.png
- Baseline_heatmap_pred_n=10_t=151.png
- Baseline_heatmap_pred_n=10_t=152.png
- Baseline_heatmap_pred_n=10_t=153.png
- Baseline_heatmap_pred_n=10_t=154.png
- Baseline_heatmap_pred_n=10_t=33.png
- Baseline_heatmap_pred_n=10_t=34.png
- Baseline_heatmap_pred_n=10_t=35.png
- Baseline_heatmap_pred_n=10_t=36.png
- Baseline_heatmap_pred_n=10_t=37.png
- Baseline_heatmap_pred_n=10_t=38.png
- Baseline_heatmap_pred_n=10_t=39.png
- Baseline_heatmap_pred_n=10_t=40.png
- Baseline_heatmap_pred_n=10_t=41.png
- Baseline_heatmap_pred_n=10_t=42.png
- Baseline_heatmap_pred_n=10_t=43.png
- Baseline_heatmap_pred_n=15_t=33.png
- Baseline_heatmap_pred_n=15_t=34.png
- Baseline_heatmap_pred_n=15_t=35.png
- Baseline_heatmap_pred_n=15_t=36.png
- Baseline_heatmap_pred_n=15_t=37.png
- Baseline_heatmap_pred_n=15_t=38.png
- Baseline_heatmap_pred_n=15_t=39.png
- Baseline_heatmap_pred_n=15_t=40.png
- Baseline_heatmap_pred_n=15_t=41.png
- Baseline_heatmap_pred_n=15_t=42.png
- Baseline_heatmap_pred_n=15_t=43.png
- Baseline_heatmap_pred_n=20_t=33.png
- Baseline_heatmap_pred_n=20_t=34.png
- Baseline_heatmap_pred_n=20_t=35.png
- Baseline_heatmap_pred_n=20_t=36.png
- Baseline_heatmap_pred_n=20_t=37.png
- Baseline_heatmap_pred_n=20_t=38.png
- Baseline_heatmap_pred_n=20_t=39.png
- Baseline_heatmap_pred_n=20_t=40.png
- Baseline_heatmap_pred_n=20_t=41.png
- Baseline_heatmap_pred_n=20_t=42.png
- Baseline_heatmap_pred_n=20_t=43.png
- Baseline_heatmap_pred_n=25_t=33.png
- Baseline_heatmap_pred_n=25_t=34.png
- Baseline_heatmap_pred_n=25_t=35.png
- Baseline_heatmap_pred_n=25_t=36.png
- Baseline_heatmap_pred_n=25_t=37.png
- Baseline_heatmap_pred_n=25_t=38.png
- Baseline_heatmap_pred_n=25_t=39.png
- Baseline_heatmap_pred_n=25_t=40.png
- Baseline_heatmap_pred_n=25_t=41.png
- Baseline_heatmap_pred_n=25_t=42.png
- Baseline_heatmap_pred_n=25_t=43.png
- Baseline_heatmap_pred_n=2_t=150.png
- Baseline_heatmap_pred_n=2_t=151.png
- Baseline_heatmap_pred_n=2_t=152.png
- Baseline_heatmap_pred_n=2_t=153.png
- Baseline_heatmap_pred_n=2_t=154.png
- Baseline_heatmap_pred_n=2_t=33.png
- Baseline_heatmap_pred_n=2_t=34.png
- Baseline_heatmap_pred_n=2_t=35.png
- Baseline_heatmap_pred_n=2_t=36.png
- Baseline_heatmap_pred_n=2_t=37.png
- Baseline_heatmap_pred_n=2_t=38.png
- Baseline_heatmap_pred_n=2_t=39.png
- Baseline_heatmap_pred_n=2_t=40.png
- Baseline_heatmap_pred_n=2_t=41.png
- Baseline_heatmap_pred_n=2_t=42.png
- Baseline_heatmap_pred_n=2_t=43.png
- Baseline_heatmap_pred_n=3_t=150.png
- Baseline_heatmap_pred_n=3_t=151.png
- Baseline_heatmap_pred_n=3_t=152.png
- Baseline_heatmap_pred_n=3_t=153.png
- Baseline_heatmap_pred_n=3_t=154.png
- Baseline_heatmap_pred_n=3_t=33.png
- Baseline_heatmap_pred_n=3_t=34.png
- Baseline_heatmap_pred_n=3_t=35.png
- Baseline_heatmap_pred_n=3_t=36.png
- Baseline_heatmap_pred_n=3_t=37.png
- Baseline_heatmap_pred_n=3_t=38.png
- Baseline_heatmap_pred_n=3_t=39.png
- Baseline_heatmap_pred_n=3_t=40.png
- Baseline_heatmap_pred_n=3_t=41.png
- Baseline_heatmap_pred_n=3_t=42.png
- Baseline_heatmap_pred_n=3_t=43.png
- Baseline_heatmap_pred_n=4_t=150.png
- Baseline_heatmap_pred_n=4_t=151.png
- Baseline_heatmap_pred_n=4_t=152.png
- Baseline_heatmap_pred_n=4_t=153.png
- Baseline_heatmap_pred_n=4_t=154.png
- Baseline_heatmap_pred_n=4_t=33.png
- Baseline_heatmap_pred_n=4_t=34.png
- Baseline_heatmap_pred_n=4_t=35.png
- Baseline_heatmap_pred_n=4_t=36.png
- Baseline_heatmap_pred_n=4_t=37.png
- Baseline_heatmap_pred_n=4_t=38.png
- Baseline_heatmap_pred_n=4_t=39.png
- Baseline_heatmap_pred_n=4_t=40.png
- Baseline_heatmap_pred_n=4_t=41.png
- Baseline_heatmap_pred_n=4_t=42.png
- Baseline_heatmap_pred_n=4_t=43.png
- Baseline_heatmap_pred_n=5_t=150.png
- Baseline_heatmap_pred_n=5_t=151.png
- Baseline_heatmap_pred_n=5_t=152.png
- Baseline_heatmap_pred_n=5_t=153.png
- Baseline_heatmap_pred_n=5_t=154.png
- Baseline_heatmap_pred_n=5_t=33.png
- Baseline_heatmap_pred_n=5_t=34.png
- Baseline_heatmap_pred_n=5_t=35.png
- Baseline_heatmap_pred_n=5_t=36.png
- Baseline_heatmap_pred_n=5_t=37.png
- Baseline_heatmap_pred_n=5_t=38.png
- Baseline_heatmap_pred_n=5_t=39.png
- Baseline_heatmap_pred_n=5_t=40.png
- Baseline_heatmap_pred_n=5_t=41.png
- Baseline_heatmap_pred_n=5_t=42.png
- Baseline_heatmap_pred_n=5_t=43.png
- Baseline_heatmap_pred_n=6_t=150.png
- Baseline_heatmap_pred_n=6_t=151.png
- Baseline_heatmap_pred_n=6_t=152.png
- Baseline_heatmap_pred_n=6_t=153.png
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- Baseline_heatmap_pred_n=6_t=33.png
- Baseline_heatmap_pred_n=6_t=34.png
- Baseline_heatmap_pred_n=6_t=35.png
- Baseline_heatmap_pred_n=6_t=36.png
- Baseline_heatmap_pred_n=6_t=37.png
- Baseline_heatmap_pred_n=6_t=38.png
- Baseline_heatmap_pred_n=6_t=39.png
- Baseline_heatmap_pred_n=6_t=40.png
- Baseline_heatmap_pred_n=6_t=41.png
- Baseline_heatmap_pred_n=6_t=42.png
- Baseline_heatmap_pred_n=6_t=43.png
- Baseline_heatmap_pred_n=7_t=150.png
- Baseline_heatmap_pred_n=7_t=151.png
- Baseline_heatmap_pred_n=7_t=152.png
- Baseline_heatmap_pred_n=7_t=153.png
- Baseline_heatmap_pred_n=7_t=154.png
- Baseline_heatmap_pred_n=7_t=33.png
- Baseline_heatmap_pred_n=7_t=34.png
- Baseline_heatmap_pred_n=7_t=35.png
- Baseline_heatmap_pred_n=7_t=36.png
- Baseline_heatmap_pred_n=7_t=37.png
- Baseline_heatmap_pred_n=7_t=38.png
- Baseline_heatmap_pred_n=7_t=39.png
- Baseline_heatmap_pred_n=7_t=40.png
- Baseline_heatmap_pred_n=7_t=41.png
- Baseline_heatmap_pred_n=7_t=42.png
- Baseline_heatmap_pred_n=7_t=43.png
- Baseline_heatmap_pred_n=8_t=150.png
- Baseline_heatmap_pred_n=8_t=151.png
- Baseline_heatmap_pred_n=8_t=152.png
- Baseline_heatmap_pred_n=8_t=153.png
- Baseline_heatmap_pred_n=8_t=154.png
- Baseline_heatmap_pred_n=8_t=33.png
- Baseline_heatmap_pred_n=8_t=34.png
- Baseline_heatmap_pred_n=8_t=35.png
- Baseline_heatmap_pred_n=8_t=36.png
- Baseline_heatmap_pred_n=8_t=37.png
- Baseline_heatmap_pred_n=8_t=38.png
- Baseline_heatmap_pred_n=8_t=39.png
- Baseline_heatmap_pred_n=8_t=40.png
- Baseline_heatmap_pred_n=8_t=41.png
- Baseline_heatmap_pred_n=8_t=42.png
- Baseline_heatmap_pred_n=8_t=43.png
- Baseline_heatmap_pred_n=9_t=150.png
- Baseline_heatmap_pred_n=9_t=151.png
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- Baseline_heatmap_pred_n=9_t=33.png
- Baseline_heatmap_pred_n=9_t=34.png
- Baseline_heatmap_pred_n=9_t=35.png
- Baseline_heatmap_pred_n=9_t=36.png
- Baseline_heatmap_pred_n=9_t=37.png
- Baseline_heatmap_pred_n=9_t=38.png
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- Baseline_heatmap_pred_n=9_t=40.png
- Baseline_heatmap_pred_n=9_t=41.png
- Baseline_heatmap_pred_n=9_t=42.png
- Baseline_heatmap_pred_n=9_t=43.png
- Baseline_heatmap_true_n=10_t=150.png
- Baseline_heatmap_true_n=10_t=151.png
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- Baseline_heatmap_true_n=10_t=34.png
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- Baseline_heatmap_true_n=10_t=36.png
- Baseline_heatmap_true_n=10_t=37.png
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- Baseline_heatmap_true_n=10_t=42.png
- Baseline_heatmap_true_n=10_t=43.png
- Baseline_heatmap_true_n=15_t=33.png
- Baseline_heatmap_true_n=15_t=34.png
- Baseline_heatmap_true_n=15_t=35.png
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- Baseline_heatmap_true_n=20_t=33.png
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- Baseline_heatmap_true_n=25_t=33.png
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- Baseline_heatmap_true_n=25_t=41.png
- Baseline_heatmap_true_n=25_t=42.png
- Baseline_heatmap_true_n=25_t=43.png
- Baseline_heatmap_true_n=2_t=150.png
- Baseline_heatmap_true_n=2_t=151.png
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- Baseline_heatmap_true_n=3_t=150.png
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- Baseline_heatmap_true_n=3_t=43.png
- Baseline_heatmap_true_n=4_t=150.png
- Baseline_heatmap_true_n=4_t=151.png
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- Baseline_heatmap_true_n=9_t=150.png
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- Baseline_heatmap_true_n=9_t=41.png
- Baseline_heatmap_true_n=9_t=42.png
- Baseline_heatmap_true_n=9_t=43.png
- Baseline_n=10.png
- Baseline_n=15.png
- Baseline_n=2.png
- Baseline_n=20.png
- Baseline_n=25.png
- Baseline_n=3.png
- Baseline_n=4.png
- Baseline_n=5.png
- Baseline_n=6.png
- Baseline_n=7.png
- Baseline_n=8.png
- Baseline_n=9.png
- Baseline_RMSE.png
- distribution_rmse.png
- GPSE_heatmap_pred_n=15_t=35.png
- GPSE_heatmap_pred_n=15_t=36.png
- GPSE_heatmap_pred_n=15_t=37.png
- GPSE_heatmap_true_n=15_t=35.png
- GPSE_heatmap_true_n=15_t=36.png
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- GPSE_heatmap_true_n=15_t=41.png
- GPSE_heatmap_true_n=15_t=42.png
- GPSE_heatmap_true_n=15_t=43.png
- GPSE_log_likelihood.png
- GPSE_n=15_periods=12.png
- GPSELog_heatmap_pred_n=15_t=35.png
- GPSELog_heatmap_pred_n=15_t=36.png
- GPSELog_heatmap_pred_n=15_t=37.png
- GPSELog_heatmap_pred_n=15_t=38.png
- GPSELog_heatmap_pred_n=15_t=39.png
- GPSELog_heatmap_pred_n=15_t=40.png
- GPSELog_heatmap_pred_n=15_t=41.png
- GPSELog_heatmap_pred_n=15_t=42.png
- GPSELog_heatmap_pred_n=15_t=43.png
- GPSELog_heatmap_true_n=15_t=35.png
- GPSELog_heatmap_true_n=15_t=36.png
- GPSELog_heatmap_true_n=15_t=37.png
- GPSELog_heatmap_true_n=15_t=38.png
- GPSELog_heatmap_true_n=15_t=39.png
- GPSELog_heatmap_true_n=15_t=40.png
- GPSELog_heatmap_true_n=15_t=41.png
- GPSELog_heatmap_true_n=15_t=42.png
- GPSELog_heatmap_true_n=15_t=43.png
- GPSELog_n=15_periods=12.png
- GPSEOptimized_n=10_periods=12_good.png
- GPSEOptimizedBayesTrain_heatmap_pred_n=11_t=35.png
- GPSEOptimizedBayesTrain_heatmap_true_n=11_t=35.png
- GPSEOptimizedBayesTrain_heatmap_true_n=11_t=36.png
- GPSEOptimizedBayesTrain_heatmap_true_n=11_t=37.png
- GPSEOptimizedBayesTrain_heatmap_true_n=11_t=38.png
- GPSEOptimizedBayesTrain_heatmap_true_n=11_t=39.png
- GPSEOptimizedBayesTrain_heatmap_true_n=11_t=40.png
- GPSEOptimizedBayesTrain_heatmap_true_n=11_t=41.png
- GPSEOptimizedBayesTrain_heatmap_true_n=11_t=42.png
- GPSEOptimizedBayesTrain_heatmap_true_n=11_t=43.png
- GPSEOptimizedBayesTrain_n=11_periods=12.png
- GPSEOptimizedGPy_heatmap_true_n=10_t=35.png
- GPSEOptimizedGPy_heatmap_true_n=10_t=36.png
- GPSEOptimizedGPy_heatmap_true_n=10_t=37.png
- GPSEOptimizedGPy_heatmap_true_n=10_t=38.png
- GPSEOptimizedGPy_heatmap_true_n=10_t=39.png
- GPSEOptimizedGPy_heatmap_true_n=10_t=40.png
- GPSEOptimizedGPy_heatmap_true_n=10_t=41.png
- GPSEOptimizedGPy_heatmap_true_n=10_t=42.png
- GPSEOptimizedGPy_heatmap_true_n=10_t=43.png
- GPSEOptimizedGPy_heatmap_true_n=15_t=35.png
- GPSEOptimizedGPy_heatmap_true_n=15_t=36.png
- GPSEOptimizedGPy_heatmap_true_n=15_t=37.png
- GPSEOptimizedGPy_heatmap_true_n=15_t=38.png
- GPSEOptimizedGPy_heatmap_true_n=15_t=39.png
- GPSEOptimizedGPy_heatmap_true_n=15_t=40.png
- GPSEOptimizedGPy_heatmap_true_n=15_t=41.png
- GPSEOptimizedGPy_heatmap_true_n=15_t=42.png
- GPSEOptimizedGPy_heatmap_true_n=15_t=43.png
- GPSEOptimizedGPy_n=10_periods=12.png
- GPSEOptimizedGPy_n=15_periods=12.png
- GPSEOptimizedGPyTrain_heatmap_pred_n=10_t=35.png
- GPSEOptimizedGPyTrain_heatmap_pred_n=10_t=36.png
- GPSEOptimizedGPyTrain_heatmap_pred_n=10_t=37.png
- GPSEOptimizedGPyTrain_heatmap_true_n=10_t=35.png
- GPSEOptimizedGPyTrain_heatmap_true_n=10_t=36.png
- GPSEOptimizedGPyTrain_heatmap_true_n=10_t=37.png
- GPSEOptimizedGPyTrain_heatmap_true_n=10_t=38.png
- GPSEOptimizedGPyTrain_heatmap_true_n=10_t=39.png
- GPSEOptimizedGPyTrain_heatmap_true_n=10_t=40.png
- GPSEOptimizedGPyTrain_heatmap_true_n=10_t=41.png
- GPSEOptimizedGPyTrain_heatmap_true_n=10_t=42.png
- GPSEOptimizedGPyTrain_heatmap_true_n=10_t=43.png
- GPSEOptimizedGPyTrain_n=10_periods=12.png
- GPSEOptimzed2_heatmap_pred_n=10_t=35.png
- GPSEOptimzed2_heatmap_pred_n=10_t=36.png
- GPSEOptimzed2_heatmap_true_n=10_t=35.png
- GPSEOptimzed2_heatmap_true_n=10_t=36.png
- GPSEOptimzed2_heatmap_true_n=10_t=37.png
- GPSEOptimzed2_heatmap_true_n=10_t=38.png
- GPSEOptimzed2_heatmap_true_n=10_t=39.png
- GPSEOptimzed2_heatmap_true_n=10_t=40.png
- GPSEOptimzed2_heatmap_true_n=10_t=41.png
- GPSEOptimzed2_heatmap_true_n=10_t=42.png
- GPSEOptimzed2_heatmap_true_n=10_t=43.png
- GPSEOptimzed2_n=10_periods=12.png
- GPyGPSEOptimizedBayesTrain_heatmap_pred_n=11_t=35.png
- GPyGPSEOptimizedBayesTrain_heatmap_pred_n=11_t=36.png
- GPyGPSEOptimizedBayesTrain_heatmap_pred_n=11_t=37.png
- GPyGPSEOptimizedBayesTrain_heatmap_pred_n=11_t=38.png
- GPyGPSEOptimizedBayesTrain_heatmap_pred_n=11_t=39.png
- GPyGPSEOptimizedBayesTrain_heatmap_pred_n=11_t=40.png
- GPyGPSEOptimizedBayesTrain_heatmap_pred_n=11_t=41.png
- GPyGPSEOptimizedBayesTrain_heatmap_pred_n=11_t=42.png
- GPyGPSEOptimizedBayesTrain_heatmap_pred_n=11_t=43.png
- GPyGPSEOptimizedBayesTrain_heatmap_true_n=11_t=35.png
- GPyGPSEOptimizedBayesTrain_heatmap_true_n=11_t=36.png
- GPyGPSEOptimizedBayesTrain_heatmap_true_n=11_t=37.png
- GPyGPSEOptimizedBayesTrain_heatmap_true_n=11_t=38.png
- GPyGPSEOptimizedBayesTrain_heatmap_true_n=11_t=39.png
- GPyGPSEOptimizedBayesTrain_heatmap_true_n=11_t=40.png
- GPyGPSEOptimizedBayesTrain_heatmap_true_n=11_t=41.png
- GPyGPSEOptimizedBayesTrain_heatmap_true_n=11_t=42.png
- GPyGPSEOptimizedBayesTrain_heatmap_true_n=11_t=43.png
- GPyGPSEOptimizedBayesTrain_n=11_periods=12.png
- GPyGPSEOptimizedGPy_heatmap_pred_n=10_t=35.png
- GPyGPSEOptimizedGPy_heatmap_pred_n=10_t=36.png
- GPyGPSEOptimizedGPy_heatmap_pred_n=10_t=37.png
- GPyGPSEOptimizedGPy_heatmap_pred_n=10_t=38.png
- GPyGPSEOptimizedGPy_heatmap_pred_n=10_t=39.png
- GPyGPSEOptimizedGPy_heatmap_pred_n=10_t=40.png
- GPyGPSEOptimizedGPy_heatmap_pred_n=10_t=41.png
- GPyGPSEOptimizedGPy_heatmap_pred_n=10_t=42.png
- GPyGPSEOptimizedGPy_heatmap_pred_n=10_t=43.png
- GPyGPSEOptimizedGPy_heatmap_true_n=10_t=35.png
- GPyGPSEOptimizedGPy_heatmap_true_n=10_t=36.png
- GPyGPSEOptimizedGPy_heatmap_true_n=10_t=37.png
- GPyGPSEOptimizedGPy_heatmap_true_n=10_t=38.png
- GPyGPSEOptimizedGPy_heatmap_true_n=10_t=39.png
- GPyGPSEOptimizedGPy_heatmap_true_n=10_t=40.png
- GPyGPSEOptimizedGPy_heatmap_true_n=10_t=41.png
- GPyGPSEOptimizedGPy_heatmap_true_n=10_t=42.png
- GPyGPSEOptimizedGPy_heatmap_true_n=10_t=43.png
- GPyGPSEOptimizedGPy_n=10_periods=12.png
- GPyGPSEOptimizedGPyTrain_heatmap_pred_n=10_t=35.png
- GPyGPSEOptimizedGPyTrain_heatmap_pred_n=10_t=36.png
- GPyGPSEOptimizedGPyTrain_heatmap_true_n=10_t=35.png
- GPyGPSEOptimizedGPyTrain_heatmap_true_n=10_t=36.png
- GPyGPSEOptimizedGPyTrain_heatmap_true_n=10_t=37.png
- GPyGPSEOptimizedGPyTrain_heatmap_true_n=10_t=38.png
- GPyGPSEOptimizedGPyTrain_heatmap_true_n=10_t=39.png
- GPyGPSEOptimizedGPyTrain_heatmap_true_n=10_t=40.png
- GPyGPSEOptimizedGPyTrain_heatmap_true_n=10_t=41.png
- GPyGPSEOptimizedGPyTrain_heatmap_true_n=10_t=42.png
- GPyGPSEOptimizedGPyTrain_heatmap_true_n=10_t=43.png
- GPyGPSEOptimizedGPyTrain_n=10_periods=12.png
- crimes_by_day_of_month.png
- crimes_by_hour_of_day.png
- crimes_by_month.png
- crimes_by_ToD.png
- crimes_by_year.png
- crimes_monthly_2001.png
- crimes_monthly_2002.png
- crimes_monthly_2003.png
- crimes_monthly_2004.png
- crimes_monthly_2005.png
- crimes_monthly_2006.png
- crimes_monthly_2007.png
- crimes_monthly_2008.png
- crimes_monthly_2009.png
- crimes_monthly_2010.png
- crimes_monthly_2011.png
- crimes_monthly_2012.png
- crimes_monthly_2013.png
- crimes_monthly_2014.png
- crimes_monthly_2015.png
- heat_map_10_2001.png
- heat_map_10_2002.png
- heat_map_10_2003.png
- heat_map_10_2004.png
- heat_map_10_2005.png
- heat_map_10_2006.png
- heat_map_10_2007.png
- heat_map_10_2008.png
- heat_map_10_2009.png
- heat_map_10_2010.png
- heat_map_10_2011.png
- heat_map_10_2012.png
- heat_map_10_2013.png
- heat_map_10_2014.png
- heat_map_10_2015.png
- heat_map_11_2001.png
- heat_map_11_2002.png
- heat_map_11_2003.png
- heat_map_11_2004.png
- heat_map_11_2005.png
- heat_map_11_2006.png
- heat_map_11_2007.png
- heat_map_11_2008.png
- heat_map_11_2009.png
- heat_map_11_2010.png
- heat_map_11_2011.png
- heat_map_11_2012.png
- heat_map_11_2013.png
- heat_map_11_2014.png
- heat_map_11_2015.png
- heat_map_12_2001.png
- heat_map_12_2002.png
- heat_map_12_2003.png
- heat_map_12_2004.png
- heat_map_12_2005.png
- heat_map_12_2006.png
- heat_map_12_2007.png
- heat_map_12_2008.png
- heat_map_12_2009.png
- heat_map_12_2010.png
- heat_map_12_2011.png
- heat_map_12_2012.png
- heat_map_12_2013.png
- heat_map_12_2014.png
- heat_map_1_2001.png
- heat_map_1_2002.png
- heat_map_1_2003.png
- heat_map_1_2004.png
- heat_map_1_2005.png
- heat_map_1_2006.png
- heat_map_1_2007.png
- heat_map_1_2008.png
- heat_map_1_2009.png
- heat_map_1_2010.png
- heat_map_1_2011.png
- heat_map_1_2012.png
- heat_map_1_2013.png
- heat_map_1_2014.png
- heat_map_1_2015.png
- heat_map_2001.png
- heat_map_2002.png
- heat_map_2003.png
- heat_map_2004.png
- heat_map_2005.png
- heat_map_2006.png
- heat_map_2007.png
- heat_map_2008.png
- heat_map_2009.png
- heat_map_2010.png
- heat_map_2011.png
- heat_map_2012.png
- heat_map_2013.png
- heat_map_2014.png
- heat_map_2015.png
- heat_map_2_2001.png
- heat_map_2_2002.png
- heat_map_2_2003.png
- heat_map_2_2004.png
- heat_map_2_2005.png
- heat_map_2_2006.png
- heat_map_2_2007.png
- heat_map_2_2008.png
- heat_map_2_2009.png
- heat_map_2_2010.png
- heat_map_2_2011.png
- heat_map_2_2012.png
- heat_map_2_2013.png
- heat_map_2_2014.png
- heat_map_2_2015.png
- heat_map_3_2001.png
- heat_map_3_2002.png
- heat_map_3_2003.png
- heat_map_3_2004.png
- heat_map_3_2005.png
- heat_map_3_2006.png
- heat_map_3_2007.png
- heat_map_3_2008.png
- heat_map_3_2009.png
- heat_map_3_2010.png
- heat_map_3_2011.png
- heat_map_3_2012.png
- heat_map_3_2013.png
- heat_map_3_2014.png
- heat_map_3_2015.png
- heat_map_4_2001.png
- heat_map_4_2002.png
- heat_map_4_2003.png
- heat_map_4_2004.png
- heat_map_4_2005.png
- heat_map_4_2006.png
- heat_map_4_2007.png
- heat_map_4_2008.png
- heat_map_4_2009.png
- heat_map_4_2010.png
- heat_map_4_2011.png
- heat_map_4_2012.png
- heat_map_4_2013.png
- heat_map_4_2014.png
- heat_map_4_2015.png
- heat_map_5_2001.png
- heat_map_5_2002.png
- heat_map_5_2003.png
- heat_map_5_2004.png
- heat_map_5_2005.png
- heat_map_5_2006.png
- heat_map_5_2007.png
- heat_map_5_2008.png
- heat_map_5_2009.png
- heat_map_5_2010.png
- heat_map_5_2011.png
- heat_map_5_2012.png
- heat_map_5_2013.png
- heat_map_5_2014.png
- heat_map_5_2015.png
- heat_map_6_2001.png
- heat_map_6_2002.png
- heat_map_6_2003.png
- heat_map_6_2004.png
- heat_map_6_2005.png
- heat_map_6_2006.png
- heat_map_6_2007.png
- heat_map_6_2008.png
- heat_map_6_2009.png
- heat_map_6_2010.png
- heat_map_6_2011.png
- heat_map_6_2012.png
- heat_map_6_2013.png
- heat_map_6_2014.png
- heat_map_6_2015.png
- heat_map_7_2001.png
- heat_map_7_2002.png
- heat_map_7_2003.png
- heat_map_7_2004.png
- heat_map_7_2005.png
- heat_map_7_2006.png
- heat_map_7_2007.png
- heat_map_7_2008.png
- heat_map_7_2009.png
- heat_map_7_2010.png
- heat_map_7_2011.png
- heat_map_7_2012.png
- heat_map_7_2013.png
- heat_map_7_2014.png
- heat_map_7_2015.png
- heat_map_8_2001.png
- heat_map_8_2002.png
- heat_map_8_2003.png
- heat_map_8_2004.png
- heat_map_8_2005.png
- heat_map_8_2006.png
- heat_map_8_2007.png
- heat_map_8_2008.png
- heat_map_8_2009.png
- heat_map_8_2010.png
- heat_map_8_2011.png
- heat_map_8_2012.png
- heat_map_8_2013.png
- heat_map_8_2014.png
- heat_map_8_2015.png
- heat_map_9_2001.png
- heat_map_9_2002.png
- heat_map_9_2003.png
- heat_map_9_2004.png
- heat_map_9_2005.png
- heat_map_9_2006.png
- heat_map_9_2007.png
- heat_map_9_2008.png
- heat_map_9_2009.png
- heat_map_9_2010.png
- heat_map_9_2011.png
- heat_map_9_2012.png
- heat_map_9_2013.png
- heat_map_9_2014.png
- heat_map_9_2015.png
- heat_map_all_100.png
- heat_map_all_15.png
- heat_map_all_30.png
- crime_by_day_of_month.png
- crime_by_outcome.png
- crime_by_pd_district.png
- crime_by_type.png
- crime_by_year.png
- crimes_by_day_of_month.png
- crimes_by_month.png
- crimes_monthly_2001.png
- crimes_monthly_2002.png
- crimes_monthly_2003.png
- crimes_monthly_2004.png
- crimes_monthly_2005.png
- crimes_monthly_2006.png
- crimes_monthly_2007.png
- crimes_monthly_2008.png
- crimes_monthly_2009.png
- crimes_monthly_2010.png
- crimes_monthly_2011.png
- crimes_monthly_2012.png
- crimes_monthly_2013.png
- crimes_monthly_2014.png
- crimes_monthly_2015.png
- heat_map_10_2003.png
- heat_map_10_2004.png
- heat_map_10_2005.png
- heat_map_10_2006.png
- heat_map_10_2007.png
- heat_map_10_2008.png
- heat_map_10_2009.png
- heat_map_10_2010.png
- heat_map_10_2011.png
- heat_map_10_2012.png
- heat_map_10_2013.png
- heat_map_10_2014.png
- heat_map_10_2015.png
- heat_map_11_2003.png
- heat_map_11_2004.png
- heat_map_11_2005.png
- heat_map_11_2006.png
- heat_map_11_2007.png
- heat_map_11_2008.png
- heat_map_11_2009.png
- heat_map_11_2010.png
- heat_map_11_2011.png
- heat_map_11_2012.png
- heat_map_11_2013.png
- heat_map_11_2014.png
- heat_map_12_2003.png
- heat_map_12_2004.png
- heat_map_12_2005.png
- heat_map_12_2006.png
- heat_map_12_2007.png
- heat_map_12_2008.png
- heat_map_12_2009.png
- heat_map_12_2010.png
- heat_map_12_2011.png
- heat_map_12_2012.png
- heat_map_12_2013.png
- heat_map_12_2014.png
- heat_map_1_2003.png
- heat_map_1_2004.png
- heat_map_1_2005.png
- heat_map_1_2006.png
- heat_map_1_2007.png
- heat_map_1_2008.png
- heat_map_1_2009.png
- heat_map_1_2010.png
- heat_map_1_2011.png
- heat_map_1_2012.png
- heat_map_1_2013.png
- heat_map_1_2014.png
- heat_map_1_2015.png
- heat_map_2003.png
- heat_map_2004.png
- heat_map_2005.png
- heat_map_2006.png
- heat_map_2007.png
- heat_map_2008.png
- heat_map_2009.png
- heat_map_2010.png
- heat_map_2011.png
- heat_map_2012.png
- heat_map_2013.png
- heat_map_2014.png
- heat_map_2015.png
- heat_map_2_2003.png
- heat_map_2_2004.png
- heat_map_2_2005.png
- heat_map_2_2006.png
- heat_map_2_2007.png
- heat_map_2_2008.png
- heat_map_2_2009.png
- heat_map_2_2010.png
- heat_map_2_2011.png
- heat_map_2_2012.png
- heat_map_2_2013.png
- heat_map_2_2014.png
- heat_map_2_2015.png
- heat_map_3_2003.png
- heat_map_3_2004.png
- heat_map_3_2005.png
- heat_map_3_2006.png
- heat_map_3_2007.png
- heat_map_3_2008.png
- heat_map_3_2009.png
- heat_map_3_2010.png
- heat_map_3_2011.png
- heat_map_3_2012.png
- heat_map_3_2013.png
- heat_map_3_2014.png
- heat_map_3_2015.png
- heat_map_4_2003.png
- heat_map_4_2004.png
- heat_map_4_2005.png
- heat_map_4_2006.png
- heat_map_4_2007.png
- heat_map_4_2008.png
- heat_map_4_2009.png
- heat_map_4_2010.png
- heat_map_4_2011.png
- heat_map_4_2012.png
- heat_map_4_2013.png
- heat_map_4_2014.png
- heat_map_4_2015.png
- heat_map_5_2003.png
- heat_map_5_2004.png
- heat_map_5_2005.png
- heat_map_5_2006.png
- heat_map_5_2007.png
- heat_map_5_2008.png
- heat_map_5_2009.png
- heat_map_5_2010.png
- heat_map_5_2011.png
- heat_map_5_2012.png
- heat_map_5_2013.png
- heat_map_5_2014.png
- heat_map_5_2015.png
- heat_map_6_2003.png
- heat_map_6_2004.png
- heat_map_6_2005.png
- heat_map_6_2006.png
- heat_map_6_2007.png
- heat_map_6_2008.png
- heat_map_6_2009.png
- heat_map_6_2010.png
- heat_map_6_2011.png
- heat_map_6_2012.png
- heat_map_6_2013.png
- heat_map_6_2014.png
- heat_map_6_2015.png
- heat_map_7_2003.png
- heat_map_7_2004.png
- heat_map_7_2005.png
- heat_map_7_2006.png
- heat_map_7_2007.png
- heat_map_7_2008.png
- heat_map_7_2009.png
- heat_map_7_2010.png
- heat_map_7_2011.png
- heat_map_7_2012.png
- heat_map_7_2013.png
- heat_map_7_2014.png
- heat_map_7_2015.png
- heat_map_8_2003.png
- heat_map_8_2004.png
- heat_map_8_2005.png
- heat_map_8_2006.png
- heat_map_8_2007.png
- heat_map_8_2008.png
- heat_map_8_2009.png
- heat_map_8_2010.png
- heat_map_8_2011.png
- heat_map_8_2012.png
- heat_map_8_2013.png
- heat_map_8_2014.png
- heat_map_8_2015.png
- heat_map_9_2003.png
- heat_map_9_2004.png
- heat_map_9_2005.png
- heat_map_9_2006.png
- heat_map_9_2007.png
- heat_map_9_2008.png
- heat_map_9_2009.png
- heat_map_9_2010.png
- heat_map_9_2011.png
- heat_map_9_2012.png
- heat_map_9_2013.png
- heat_map_9_2014.png
- heat_map_9_2015.png
- heat_map_all_100.png
- heat_map_all_15.png
- heat_map_all_30.png
- README
- Baseline_heatmap_pred_n=10_t=150.png
- Baseline_heatmap_pred_n=10_t=151.png
- Baseline_heatmap_pred_n=10_t=152.png
- Baseline_heatmap_pred_n=10_t=153.png
- Baseline_heatmap_pred_n=10_t=154.png
- Baseline_heatmap_pred_n=15_t=150.png
- Baseline_heatmap_pred_n=15_t=151.png
- Baseline_heatmap_pred_n=15_t=152.png
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- Baseline_n=10.png
- Baseline_n=15.png
- Baseline_n=2.png
- Baseline_n=20.png
- Baseline_n=25.png
- Baseline_n=3.png
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- Baseline_n=5.png
- Baseline_n=6.png
- Baseline_n=7.png
- Baseline_n=8.png
- Baseline_n=9.png
- GPSE_heatmap_pred_n=5_t=122.png
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- GPSE_n=3_periods=12.png
- GPSE_n=5_periods=12.png
- GPSEOptimizedGPyTrain_heatmap_pred_n=10_t=122.png
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- GPSEOptimizedGPyTrain_n=10_periods=12.png
- GPyGPSEOptimizedGPyTrain_heatmap_pred_n=10_t=122.png
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- GPyGPSEOptimizedGPyTrain_heatmap_true_n=10_t=146.png
- GPyGPSEOptimizedGPyTrain_heatmap_true_n=10_t=147.png
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- GPyGPSEOptimizedGPyTrain_heatmap_true_n=10_t=150.png
- GPyGPSEOptimizedGPyTrain_heatmap_true_n=10_t=151.png
- GPyGPSEOptimizedGPyTrain_heatmap_true_n=10_t=152.png
- GPyGPSEOptimizedGPyTrain_heatmap_true_n=10_t=153.png
- GPyGPSEOptimizedGPyTrain_n=10_periods=12.png
- rmse_baseline_san_franscisco.png
- boston_optimized_summary.pdf
- boston_ridge.png
- sf_linear.png
- sf_n10.png
- sf_n20.png
- sf_n3.png
- sf_n30.png
- sf_n4.png
- sf_n40.png
- sf_n5.png
- sf_n6.png
- sf_n7.png
- sf_n8.png
- sf_n9.png
- sf_region_histogram.png
- proposal.tex
- graphical_model.PNG
- ieeeconf.cls
- report.tex
- boston_ridge.png
- sf_linear.png
- sf_n10.png
- sf_n20.png
- update.tex
- poster.pptx
- references.bib
- baselines_count.png
- baselines_distribution.png
- boston-baselines.ipynb
- boston-gp.ipynb
- boston-ridge.ipynb
- chicago.ipynb
- chicago_feats.pkl
- exploratory_data.ipynb
- kl_likelihood_periodic_linear_periodic.png
- kl_periodic_linear_periodic.png
- log_likelihood-Copy1.ipynb
- log_likelihood.ipynb
- optimized_heatmaps.ipynb
- predicted_dist_lin_per_count.png
- predicted_lin_per_count.png
- sf-baselines.ipynb
- sf-gp.ipynb
- sf-ridge.ipynb
- test.png
- Untitled.ipynb
- 00000001.out
- 00000002.out
- 00000003.out
- 00000004.out
- 00000005.out
- 00000006.out
- 00000007.out
- 00000008.out
- 00000009.out
- 00000010.out
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- 00000068.out
- 00000069.out
- 00000070.out
- 00000071.out
- 00000072.out
- 00000073.out
- 00000074.out
- 00000075.out
- boston.py
- config.json
- __init__.py
- boston_gp.py
- GP.py
- plot.py
- sf_gp.py
- util.py
- .gitattributes
- .gitignore
- LICENSE
- README.md
// repository documentation
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