In search of the cause in motor control
We search for a cause in everything, it is hard for us to accept that nature doesn't have a plan. Lagrangians/Hamiltonians seem to work very well in mechanics. I have used a similar approach to model arm movements for 'normals' and 'not-normals'.
A good read would be the principle of least action by Feynman (link) to understand the motivation.
The methodology in nutshell is as simple as this, when we move our arm to do a task I assume we are minimizing a cost function. But! as I don't know this cost function I use data and Inverse-optimal control (fancy term for searching the cost function that governs motion). This lets me produce a set of cost functions that govern the motion for different groups of people.
What I find is that there is a significant difference between two groups and there is also some intragroup variability. This says something deep? :) that probably there is nothing deep in motor control. No central principle by which the motion happens. Evolution is a 'nonoptimal' process, therefore, we should accept for these nonprincipled theories in biology.
For those who are pedantic: Read cost functions as cost functionals.
Posts
Policy Gradient Algorithm
Policy Gradient Algorithm
Visit to Weston Park Sheffield
Notes on Inverse transform sampling
Eigenvalues and poles
Back Prop Algorithm - What remains constant in derivatives
Wordpress to Jekyll Conversion
Phase functions
Solving Dynamical Systems in Javascript
Javascript on markdown file
Walking data
Walking, it is complicated
PRC
Isochrone
Walking, it's complicated
Newtons iteration as a map - Part 2
Newton's iteration as map - Part 1
ChooseRight
Mathematica for machine learning - Learning a map
Prediction and Detection, A Note
Why we walk ?
The equations that fall in love!
Oru cbi diarykkuripp(ഒരു സിബിഐ ഡയറിക്കുറിപ്പ്)
A way to detect your stress levels!!
In search of the cause in motor control
Compressive sensing - the most magical of signal processing.
Machine Learning using python in 5 lines
Can we measure blood pressure from radial artery pulse?
subscribe via RSS