Does Training Affect Match Performance? A Study Using Data Mining - - PowerPoint PPT Presentation

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Does Training Affect Match Performance? A Study Using Data Mining - - PowerPoint PPT Presentation

Dec 22, 2022 301 likes •533 views

Does Training Affect Match Performance? A Study Using Data Mining And Tracking Devices Fernndez, J. Medina, D., Gmez A., Arias M., Gavald R. From Training Variation to Match Performance From Training Variation to Match Performance

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Does Training Affect Match Performance?

A Study Using Data Mining And Tracking Devices

  • Fernández, J. Medina, D., Gómez A., Arias M., Gavaldà R.
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From Training Variation to Match Performance From Training Variation to Match Performance

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Daniel Daniel Kahneman's Kahneman's and Aaron Coutts “Thinking, Fast and Slow” and Aaron Coutts “Thinking, Fast and Slow”

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Structuring Physical Variables Structuring Physical Variables

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Observing Physical Variables in Time Observing Physical Variables in Time

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Observing Physical Variables in Time Observing Physical Variables in Time

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Normalizing to Compare Players Fairly Normalizing to Compare Players Fairly

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Calculating Magnitude of Variation/Oscillation Calculating Magnitude of Variation/Oscillation

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Calculating Magnitude of Variation/Oscillation Calculating Magnitude of Variation/Oscillation

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Multidimensional Space Multidimensional Space

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Variations are Transformed into Data Points in 15-dimensions Variations are Transformed into Data Points in 15-dimensions

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Cluster Analysis Over Training Physical Variables Cluster Analysis Over Training Physical Variables

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Cluster Analysis Over Training Physical Variables Cluster Analysis Over Training Physical Variables

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Associating with Player’s Next Match Physical Variables Associating with Player’s Next Match Physical Variables

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Associating with Player’s Next Match Physical Variables Associating with Player’s Next Match Physical Variables

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Standardized Difference of Means Standardized Difference of Means

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Good News (1) Good News (1)

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Good News (2) Good News (2)

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Thank you! Questions?

Fernández, J. Medina, D., Gómez A., Arias M., Gavaldà R.