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[ExpASFilter] Update README.md
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# ExpASFilter
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This filter uses machine learning techniques to process cursor points of up to N samples and M degree of complexity. It can be configured to be used as a latency compensation filter, or a low-latency jitter-reduction filter.
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A general purpose filter which uses machine learning techniques to process cursor points of up to N samples and M degree of complexity. It can be configured to be used as a latency compensation filter, or a low-latency jitter-reduction filter.
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# Installation
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These are the different configuration knobs for the filter.
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## Compensation
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Amount of time in milliseconds to compute into the future. Reduces perceived latency upon proper configuration.
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## Offset
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Amount of time in milliseconds to offset the prediction for the next point.
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* Zero Offset - Filter will apply sub-zero latency cursor correction.
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* Positive Offset - Filter will try to predict future cursor position.
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* Negative Offset - Filter will delay cursor position to smooth out movement.
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> *Over compensating may result in inaccurate and erratic cursor movement.*
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> **Gets overridden by [Report Rate Synchronization](https://github.com/X9VoiD/OTDPlugins/wiki/ExperimentalASFilter#synchronize-to-report-rate)**
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## Samples
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A sample is defined as an update in cursor position.
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* `Low sample count` means faster response to a cursor's velocity/acceleration (check [Degree](https://github.com/X9VoiD/OTDPlugins/wiki/ExperimentalASFilter#degree)) but results to discontinuous cursor movement.
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* `High sample count` means better cursor continuity but at the cost of possibly increasing latency when applied in conjunction to incompatible configurations.
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* `Sample count` is generally a trade-off between CPU usage and accuracy.
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> **Sample must be Degree +1!**
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> *Good sample count for first degree is 5-8, second degree is 6-10*
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## Degree
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## Complexity
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Determines the complexity of prediction to compute by the filter.
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First degree complexity (detects and predicts future velocity)
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Second degree complexity (detects and predicts future acceleration)
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> **Higher degrees are not recommended to use.**
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> **Higher complexities might require normalization to work correctly.**
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## Normalize
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Determines whether to convert cursor position scale to a maximum of 1. May or may not have any effect on the filter.
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Determines whether to convert cursor position scale to a maximum of 1. Helps when using high complexity
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> **_Screen Width_ and _Screen Height_ have to be configured if turning on normalization**
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## Synchronize to Report Rate
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Overrides then calculates [Compensation](https://github.com/X9VoiD/OTDPlugins/wiki/ExperimentalASFilter#compensation) using the report rate of the connected tablet.
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> _Improves cursor continuity._
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> **Requires Reports Ahead**
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## Reports Ahead
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Calculates [Compensation](https://github.com/X9VoiD/OTDPlugins/wiki/ExperimentalASFilter#compensation) with:
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> `Report Rate * Reports Ahead`
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> Effectively predicts a future cursor position when filter is configured properly.
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## Exponential Weighted Polynomial Regression
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Exponentially prioritize more recent cursor point samples in efforts of reducing latency when filtering with high sample counts.
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# Recommended Settings (for 266hz tablets)
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| Settings | Value |
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| :--- | :--- |
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| Compensation | n/a |
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| Samples | 6 |
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| Degree | 1 |
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| Synchronize | Yes |
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| Reports Ahead | 8 |
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| Exponential | Yes |
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| Compensation | 0 |
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| Samples | 20 |
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| Complexity | 2 |
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| Normalization | Yes |
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