Cookies help us deliver our services. By using our services, you agree to our use of cookies. More information

Difference between revisions of "Overfitting"

From Bioblast
(Created page with "{{MitoPedia |description='''Overfitting''' in statistics is the act of mistaking noise for a signal. Overfitting makes a model look β€˜β€™better’’ on paper but perform β€˜β€™...")
Β 
Line 4: Line 4:
}}
}}
{{MitoPedia concepts
{{MitoPedia concepts
|mitopedia concept=MitoFit Quality Control System
|mitopedia concept=Quality Management
}}
}}
{{MitoPedia methods}}
{{MitoPedia methods}}
{{MitoPedia O2k and high-resolution respirometry}}
{{MitoPedia O2k and high-resolution respirometry}}
{{MitoPedia topics}}
{{MitoPedia topics}}

Revision as of 14:29, 28 June 2022


high-resolution terminology - matching measurements at high-resolution


Overfitting

Description

Overfitting in statistics is the act of mistaking noise for a signal. Overfitting makes a model look β€˜β€™better’’ on paper but perform β€˜β€™worse’’ in the real world. This may make it easier to get the model published in an academic journal or to sell to a client, crowding out more honest models from the marketplace. But if the model is fitting noise, it has the potential to hurt the science (quoted from Silver 2012 Penguin Press).


Reference: Silver 2012 Penguin Press


MitoPedia concepts: "Quality Management" is not in the list (MiP concept, Respiratory state, Respiratory control ratio, SUIT concept, SUIT protocol, SUIT A, SUIT B, SUIT C, SUIT state, Recommended, ...) of allowed values for the "MitoPedia concept" property. Quality Management"Quality Management" is not in the list (Enzyme, Medium, Inhibitor, Substrate and metabolite, Uncoupler, Sample preparation, Permeabilization agent, EAGLE, MitoGlobal Organizations, MitoGlobal Centres, ...) of allowed values for the "MitoPedia topic" property.