GitHub - jameshughes89/NonlinearModelsFMRI: WARNING: This is just the results and scripts for analysis (GP system is a variation of jGPv9). A project using genetic programming to perform symbolic regression on fMRI data. There is a need for this because typical approaches use only linear regression. This is bad because the breain is a nonlinear system, and a linear model of a nonlinear system will never be accurate. Currently this work has 2 publications in GECCO.

Name		Name	Last commit message	Last commit date
1-scripts		1-scripts
2-TESTING_LARGER_CHROMO		2-TESTING_LARGER_CHROMO
EMOTION_100307_2_L7_Z		EMOTION_100307_2_L7_Z
EMOTION_100408_2_L7_Z		EMOTION_100408_2_L7_Z
EMOTION_101006_2_L7_Z		EMOTION_101006_2_L7_Z
EMOTION_101107_2_L7_Z		EMOTION_101107_2_L7_Z
EMOTION_101309_2_L7_Z		EMOTION_101309_2_L7_Z
EMOTION_101410_2_L7_Z		EMOTION_101410_2_L7_Z
EMOTION_101915_2_L7_Z		EMOTION_101915_2_L7_Z
EMOTION_102008_2_L7_Z		EMOTION_102008_2_L7_Z
EMOTION_102311_2_L7_Z		EMOTION_102311_2_L7_Z
EMOTION_102816_2_L7_Z		EMOTION_102816_2_L7_Z
EMOTION_103111_2_L7_Z		EMOTION_103111_2_L7_Z
EMOTION_103414_2_L7_Z		EMOTION_103414_2_L7_Z
EMOTION_103515_2_L7_Z		EMOTION_103515_2_L7_Z
EMOTION_103818_2_L7_Z		EMOTION_103818_2_L7_Z
EMOTION_104012_2_L7_Z		EMOTION_104012_2_L7_Z
EMOTION_104820_2_L7_Z		EMOTION_104820_2_L7_Z
EMOTION_105014_2_L7_Z		EMOTION_105014_2_L7_Z
EMOTION_105115_2_L7_Z		EMOTION_105115_2_L7_Z
EMOTION_105216_2_L7_Z		EMOTION_105216_2_L7_Z
EMOTION_105923_2_L7_Z		EMOTION_105923_2_L7_Z
EMOTION_106016_2_L7_Z		EMOTION_106016_2_L7_Z
EMOTION_106319_2_L7_Z		EMOTION_106319_2_L7_Z
EMOTION_106521_2_L7_Z		EMOTION_106521_2_L7_Z
EMOTION_107321_2_L7_Z		EMOTION_107321_2_L7_Z
EMOTION_107422_2_L7_Z		EMOTION_107422_2_L7_Z
EMOTION_108121_2_L7_Z		EMOTION_108121_2_L7_Z
EMOTION_108323_2_L7_Z		EMOTION_108323_2_L7_Z
EMOTION_108525_2_L7_Z		EMOTION_108525_2_L7_Z
EMOTION_108828_2_L7_Z		EMOTION_108828_2_L7_Z
EMOTION_109123_2_L7_Z		EMOTION_109123_2_L7_Z
GAMBLING_100307_2_L2_Z		GAMBLING_100307_2_L2_Z
GAMBLING_100408_2_L2_Z		GAMBLING_100408_2_L2_Z
GAMBLING_101006_2_L2_Z		GAMBLING_101006_2_L2_Z
GAMBLING_101107_2_L2_Z		GAMBLING_101107_2_L2_Z
GAMBLING_101309_2_L2_Z		GAMBLING_101309_2_L2_Z
GAMBLING_101410_2_L2_Z		GAMBLING_101410_2_L2_Z
GAMBLING_101915_2_L2_Z		GAMBLING_101915_2_L2_Z
GAMBLING_102008_2_L2_Z		GAMBLING_102008_2_L2_Z
GAMBLING_102311_2_L2_Z		GAMBLING_102311_2_L2_Z
GAMBLING_102816_2_L2_Z		GAMBLING_102816_2_L2_Z
GAMBLING_103111_2_L2_Z		GAMBLING_103111_2_L2_Z
GAMBLING_103414_2_L2_Z		GAMBLING_103414_2_L2_Z
GAMBLING_103515_2_L2_Z		GAMBLING_103515_2_L2_Z
GAMBLING_103818_2_L2_Z		GAMBLING_103818_2_L2_Z
GAMBLING_104012_2_L2_Z		GAMBLING_104012_2_L2_Z
GAMBLING_104820_2_L2_Z		GAMBLING_104820_2_L2_Z
GAMBLING_105014_2_L2_Z		GAMBLING_105014_2_L2_Z
GAMBLING_105115_2_L2_Z		GAMBLING_105115_2_L2_Z
GAMBLING_105216_2_L2_Z		GAMBLING_105216_2_L2_Z
GAMBLING_105923_2_L2_Z		GAMBLING_105923_2_L2_Z
GAMBLING_106016_2_L2_Z		GAMBLING_106016_2_L2_Z
GAMBLING_106319_2_L2_Z		GAMBLING_106319_2_L2_Z
GAMBLING_106521_2_L2_Z		GAMBLING_106521_2_L2_Z
GAMBLING_107321_2_L2_Z		GAMBLING_107321_2_L2_Z
GAMBLING_107422_2_L2_Z		GAMBLING_107422_2_L2_Z
GAMBLING_108121_2_L2_Z		GAMBLING_108121_2_L2_Z
GAMBLING_108323_2_L2_Z		GAMBLING_108323_2_L2_Z
GAMBLING_108525_2_L2_Z		GAMBLING_108525_2_L2_Z
GAMBLING_108828_2_L2_Z		GAMBLING_108828_2_L2_Z
GAMBLING_109123_2_L2_Z		GAMBLING_109123_2_L2_Z
LANGUAGE_100307_2_L16_Z		LANGUAGE_100307_2_L16_Z
LANGUAGE_100408_2_L16_Z		LANGUAGE_100408_2_L16_Z
LANGUAGE_101006_2_L16_Z		LANGUAGE_101006_2_L16_Z
LANGUAGE_101107_2_L16_Z		LANGUAGE_101107_2_L16_Z
LANGUAGE_101309_2_L16_Z		LANGUAGE_101309_2_L16_Z
LANGUAGE_101410_2_L16_Z		LANGUAGE_101410_2_L16_Z
LANGUAGE_101915_2_L16_Z		LANGUAGE_101915_2_L16_Z
LANGUAGE_102008_2_L16_Z		LANGUAGE_102008_2_L16_Z
LANGUAGE_102311_2_L16_Z		LANGUAGE_102311_2_L16_Z
LANGUAGE_102816_2_L16_Z		LANGUAGE_102816_2_L16_Z
LANGUAGE_103111_2_L16_Z		LANGUAGE_103111_2_L16_Z
LANGUAGE_103414_2_L16_Z		LANGUAGE_103414_2_L16_Z
LANGUAGE_103515_2_L16_Z		LANGUAGE_103515_2_L16_Z
LANGUAGE_103818_2_L16_Z		LANGUAGE_103818_2_L16_Z
LANGUAGE_104012_2_L16_Z		LANGUAGE_104012_2_L16_Z
LANGUAGE_104820_2_L16_Z		LANGUAGE_104820_2_L16_Z
LANGUAGE_105014_2_L16_Z		LANGUAGE_105014_2_L16_Z
LANGUAGE_105115_2_L16_Z		LANGUAGE_105115_2_L16_Z
LANGUAGE_105216_2_L16_Z		LANGUAGE_105216_2_L16_Z
LANGUAGE_105923_2_L16_Z		LANGUAGE_105923_2_L16_Z
LANGUAGE_106016_2_L16_Z		LANGUAGE_106016_2_L16_Z
LANGUAGE_106319_2_L16_Z		LANGUAGE_106319_2_L16_Z
LANGUAGE_106521_2_L16_Z		LANGUAGE_106521_2_L16_Z
LANGUAGE_107321_2_L16_Z		LANGUAGE_107321_2_L16_Z
LANGUAGE_107422_2_L16_Z		LANGUAGE_107422_2_L16_Z
LANGUAGE_108121_2_L16_Z		LANGUAGE_108121_2_L16_Z
LANGUAGE_108323_2_L16_Z		LANGUAGE_108323_2_L16_Z
LANGUAGE_108525_2_L16_Z		LANGUAGE_108525_2_L16_Z
LANGUAGE_108828_2_L16_Z		LANGUAGE_108828_2_L16_Z
LANGUAGE_109123_2_L16_Z		LANGUAGE_109123_2_L16_Z
MOTOR_100307_2_L21_Z		MOTOR_100307_2_L21_Z
MOTOR_100408_2_L21_Z		MOTOR_100408_2_L21_Z
MOTOR_101006_2_L21_Z		MOTOR_101006_2_L21_Z
MOTOR_101107_2_L21_Z		MOTOR_101107_2_L21_Z
MOTOR_101309_2_L21_Z		MOTOR_101309_2_L21_Z
MOTOR_101410_2_L21_Z		MOTOR_101410_2_L21_Z
MOTOR_101915_2_L21_Z		MOTOR_101915_2_L21_Z
MOTOR_102008_2_L21_Z		MOTOR_102008_2_L21_Z

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WARNING: This is just the results and scripts for analysis (GP system is a variation of jGPv9). A project using genetic programming to perform symbolic regression on fMRI data. There is a need for this because typical approaches use only linear regression. This is bad because the breain is a nonlinear system, and a linear model of a nonlinear syst…

evolutionary-algorithm fmri gecco genetic-programming linear neuroscience nonlinear symbolic-regression

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