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Steppschuh committed Dec 20, 2016
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Comparing Classifications
=========================

Testing Walking classifier using data from records that matched pattern:

`recorded_records.*phone.*walking_right-back`

Using 4 features for specific classifications:
- Standard Deviation Accelerometer
- Variance Accelerometer
- Mean Absolute Difference Accelerometer
- Mean Accelerometer

Training for Thomas Kellermeier
-------------------------------

Testing against data from **Thomas Kellermeier**

210 classifications calculated, final result is **90%**


| **Training ratio** | 5% | 10% | 15% | 20% | 25% | 50% | 75% | 100% |
| ------------------ | ------:| ------:| ------:| ------:| -------:| -------:| -------:| --------:|
| **Classification** | 54% | 72% | 69% | 74% | **85%** | **84%** | **91%** | **90%** |
| **Delta to final** | -36% | -19% | -21% | -16% | -5% | -7% | 0% | :unlock: |

Testing against data from **Franziska Eder**

124 classifications calculated, final result is **14%**


| **Training ratio** | 5% | 10% | 15% | 20% | 25% | 50% | 75% | 100% |
| ------------------ | ------:| ------:| ------:| ------:| ------:| ------:| ------:| ------:|
| **Classification** | 6% | 13% | 11% | 12% | 15% | 16% | 14% | 14% |
| **Delta to final** | -9% | -2% | -3% | -2% | 1% | 2% | 0% | :lock: |

Testing against data from **Stephan Schultz**

108 classifications calculated, final result is **12%**


| **Training ratio** | 5% | 10% | 15% | 20% | 25% | 50% | 75% | 100% |
| ------------------ | ------:| ------:| ------:| ------:| ------:| ------:| ------:| ------:|
| **Classification** | 2% | 17% | 11% | 12% | 13% | 12% | 12% | 12% |
| **Delta to final** | -9% | 5% | -1% | 0% | 1% | 1% | 0% | :lock: |


Training for Franziska Eder
---------------------------

Testing against data from **Thomas Kellermeier**

210 classifications calculated, final result is **80%**

:exclamation: Classification is higher than expected, this would be a **false positive**

| **Training ratio** | 5% | 10% | 15% | 20% | 25% | 50% | 75% | 100% |
| ------------------ | ------:| ------:| ------:| ------:| ------:| ------:| ------:| --------:|
| **Classification** | 9% | 38% | 26% | 64% | 63% | 64% | 57% | **80%** |
| **Delta to final** | -71% | -42% | -54% | -17% | -17% | -16% | -23% | :unlock: |

Testing against data from **Franziska Eder**

124 classifications calculated, final result is **85%**


| **Training ratio** | 5% | 10% | 15% | 20% | 25% | 50% | 75% | 100% |
| ------------------ | ------:| ------:| ------:| ------:| -------:| -------:| -------:| --------:|
| **Classification** | 46% | 49% | 45% | 65% | **75%** | **79%** | **81%** | **85%** |
| **Delta to final** | -39% | -36% | -40% | -20% | -10% | -6% | -4% | :unlock: |

Testing against data from **Stephan Schultz**

108 classifications calculated, final result is **53%**


| **Training ratio** | 5% | 10% | 15% | 20% | 25% | 50% | 75% | 100% |
| ------------------ | ------:| ------:| ------:| ------:| ------:| ------:| ------:| ------:|
| **Classification** | 22% | 20% | 16% | 37% | 45% | 52% | 39% | 53% |
| **Delta to final** | -31% | -33% | -37% | -15% | -8% | -1% | -13% | :lock: |


Training for Stephan Schultz
----------------------------

Testing against data from **Thomas Kellermeier**

210 classifications calculated, final result is **42%**


| **Training ratio** | 5% | 10% | 15% | 20% | 25% | 50% | 75% | 100% |
| ------------------ | -------:| ------:| ------:| ------:| ------:| ------:| ------:| ------:|
| **Classification** | **75%** | 69% | 64% | 54% | 53% | 61% | 43% | 42% |
| **Delta to final** | 33% | 26% | 22% | 11% | 11% | 19% | 0% | :lock: |

Testing against data from **Franziska Eder**

124 classifications calculated, final result is **47%**


| **Training ratio** | 5% | 10% | 15% | 20% | 25% | 50% | 75% | 100% |
| ------------------ | ------:| ------:| ------:| ------:| ------:| ------:| ------:| ------:|
| **Classification** | 73% | 36% | 26% | 23% | 24% | 37% | 36% | 47% |
| **Delta to final** | 26% | -11% | -21% | -24% | -23% | -10% | -11% | :lock: |

Testing against data from **Stephan Schultz**

108 classifications calculated, final result is **86%**


| **Training ratio** | 5% | 10% | 15% | 20% | 25% | 50% | 75% | 100% |
| ------------------ | -------:| -------:| -------:| -------:| -------:| -------:| -------:| --------:|
| **Classification** | **98%** | **80%** | **82%** | **78%** | **80%** | **85%** | **84%** | **86%** |
| **Delta to final** | 12% | -6% | -4% | -8% | -6% | -1% | -2% | :unlock: |
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