--- tags: Ongoing Experiments --- # Experiment 5: Lower Mobility ## Description We set the GLOBAL_MOBILITY_SCALING_FACTOR to 0.3 to see how this affects the performance of different methods. Reducing this factor from 1 to 0.3 reduces the number of possibly infectious contacts that a person has every day to 30% of what it otherwise would be. # Pareto Adoption  # Jelly Beans  ## Analysis For some reason, the scaling factor does not affect No Intervention. We need to look into this. The performance of the transformer makes me think it's possible that these methods may perform poorly in the event that there is no disease at all. I should run an experiment with no covid19 and see how they do. ## Efficiency # | Method | % Rec Level 3 | % Rec Level 2 | % Rec Level 1 | % Infected | |---|---|---|---|---| no_intervention_0.8415 | 0.0% +/- 0.0% | 0.0% +/- 0.0% | 0.0% +/- 0.0% | 94.9% +/- 1.0% | binary_digital_tracing_order_1_0.8415 | 8.6% +/- 0.9% | 0.0% +/- 0.0% | 0.0% +/- 0.0% | 28.7% +/- 1.9% | binary_digital_tracing_order_2_0.8415 | 18.2% +/- 1.9% | 0.0% +/- 0.0% | 0.0% +/- 0.0% | 20.7% +/- 3.6% | heuristicv1_0.8415 | 9.5% +/- 1.3% | 36.3% +/- 1.6% | 3.2% +/- 0.6% | 26.0% +/- 4.1% | transformer_012_VAGUE-THUNDER-705_0.8415 | 49.1% +/- 1.4% | 0.6% +/- 0.0% | 1.8% +/- 0.0% | 23.0% +/- 3.8% | | Method | Restriction | % Infected | infection (baseline - method) | restriction (method - baseline) | Efficiency | |---|---|---|---|---|---| no_intervention_0.8415 | 0.0% | 94.9% +/- 1.0% | -6.9 | -1.6 | 4.3 binary_digital_tracing_order_1_0.8415 | 8.6% | 28.7% +/- 1.9% | 59.3 | 7.0 | 8.5 binary_digital_tracing_order_2_0.8415 | 18.2% | 20.7% +/- 3.6% | 67.3 | 16.6 | 4.1 heuristicv1_0.8415 | 28.45% | 26.0% +/- 4.1% | 62.0 | 26.8 | 2.3 transformer_012_VAGUE-THUNDER-705_0.8415 | 49.85% | 23.0% +/- 3.8% | 65.0 | 48.2 | 1.3 ## All results: | Method | % Rec Level 3 | % Rec Level 2 | % Rec Level 1 | % Infected | |---|---|---|---|---| binary_digital_tracing_order_1_0.5618 | 2.9% +/- 0.8% | 0.0% +/- 0.0% | 0.0% +/- 0.0% | 38.2% +/- 6.4% | binary_digital_tracing_order_1_0.8415 | 8.6% +/- 0.9% | 0.0% +/- 0.0% | 0.0% +/- 0.0% | 28.7% +/- 1.9% | binary_digital_tracing_order_1_0.9831 | 12.4% +/- 3.0% | 0.0% +/- 0.0% | 0.0% +/- 0.0% | 23.5% +/- 4.8% | binary_digital_tracing_order_2_0.5618 | 15.1% +/- 2.0% | 0.0% +/- 0.0% | 0.0% +/- 0.0% | 27.4% +/- 4.5% | binary_digital_tracing_order_2_0.8415 | 18.2% +/- 1.9% | 0.0% +/- 0.0% | 0.0% +/- 0.0% | 20.7% +/- 3.6% | binary_digital_tracing_order_2_0.9831 | 27.1% +/- 3.5% | 0.0% +/- 0.0% | 0.0% +/- 0.0% | 22.1% +/- 4.1% | heuristicv1_0.5618 | 5.0% +/- 0.6% | 20.9% +/- 0.9% | 4.0% +/- 1.3% | 32.8% +/- 5.3% | heuristicv1_0.8415 | 9.5% +/- 1.3% | 36.3% +/- 1.6% | 3.2% +/- 0.6% | 26.0% +/- 4.1% | heuristicv1_0.9831 | 10.9% +/- 1.7% | 46.0% +/- 1.1% | 3.5% +/- 1.6% | 20.6% +/- 2.0% | no_intervention_0.5618 | 0.0% +/- 0.0% | 0.0% +/- 0.0% | 0.0% +/- 0.0% | 94.9% +/- 1.0% | no_intervention_0.8415 | 0.0% +/- 0.0% | 0.0% +/- 0.0% | 0.0% +/- 0.0% | 94.9% +/- 1.0% | no_intervention_0.9831 | 0.0% +/- 0.0% | 0.0% +/- 0.0% | 0.0% +/- 0.0% | 94.9% +/- 1.0% | transformer_012_VAGUE-THUNDER-705_0.5618 | 29.2% +/- 0.7% | 0.9% +/- 0.1% | 3.1% +/- 0.3% | 28.6% +/- 4.2% | transformer_012_VAGUE-THUNDER-705_0.8415 | 49.1% +/- 1.4% | 0.6% +/- 0.0% | 1.8% +/- 0.0% | 23.0% +/- 3.8% | transformer_012_VAGUE-THUNDER-705_0.9831 | 56.4% +/- 3.2% | 1.4% +/- 0.5% | 2.7% +/- 0.9% | 19.2% +/- 4.4% | | Method | Restriction | % Infected | infection (baseline - method) | restriction (method - baseline) | Efficiency | |---|---|---|---|---|---| binary_digital_tracing_order_1_0.5618 | 2.9% | 38.2% +/- 6.4% | 49.8 | 1.3 | 38.3 binary_digital_tracing_order_1_0.8415 | 8.6% | 28.7% +/- 1.9% | 59.3 | 7.0 | 8.5 binary_digital_tracing_order_1_0.9831 | 12.4% | 23.5% +/- 4.8% | 64.5 | 10.8 | 6.0 binary_digital_tracing_order_2_0.5618 | 15.1% | 27.4% +/- 4.5% | 60.6 | 13.5 | 4.5 binary_digital_tracing_order_2_0.8415 | 18.2% | 20.7% +/- 3.6% | 67.3 | 16.6 | 4.1 binary_digital_tracing_order_2_0.9831 | 27.1% | 22.1% +/- 4.1% | 65.9 | 25.5 | 2.6 heuristicv1_0.5618 | 16.45% | 32.8% +/- 5.3% | 55.2 | 14.8 | 3.7 heuristicv1_0.8415 | 28.45% | 26.0% +/- 4.1% | 62.0 | 26.8 | 2.3 heuristicv1_0.9831 | 34.775% | 20.6% +/- 2.0% | 67.4 | 33.2 | 2.0 no_intervention_0.5618 | 0.0% | 94.9% +/- 1.0% | -6.9 | -1.6 | 4.3 no_intervention_0.8415 | 0.0% | 94.9% +/- 1.0% | -6.9 | -1.6 | 4.3 no_intervention_0.9831 | 0.0% | 94.9% +/- 1.0% | -6.9 | -1.6 | 4.3 transformer_012_VAGUE-THUNDER-705_0.5618 | 30.424999999999997% | 28.6% +/- 4.2% | 59.4 | 28.8 | 2.1 transformer_012_VAGUE-THUNDER-705_0.8415 | 49.85% | 23.0% +/- 3.8% | 65.0 | 48.2 | 1.3 transformer_012_VAGUE-THUNDER-705_0.9831 | 57.775% | 19.2% +/- 4.4% | 68.8 | 56.2 | 1.2
×
Sign in
Email
Password
Forgot password
or
By clicking below, you agree to our
terms of service
.
Sign in via Facebook
Sign in via Twitter
Sign in via GitHub
Sign in via Dropbox
Sign in with Wallet
Wallet (
)
Connect another wallet
New to HackMD?
Sign up