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new 'non parametric' discount function estimation #53

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drbenvincent opened this issue Nov 28, 2018 · 3 comments
Open
2 of 3 tasks

new 'non parametric' discount function estimation #53

drbenvincent opened this issue Nov 28, 2018 · 3 comments
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enhancement New feature or request model model related

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@drbenvincent
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drbenvincent commented Nov 28, 2018

Add the ability to estimate a 'non parametric' discount function. This will amount to an approach very similar to Frye et al (2016) in that we are attempting to locate indifference points at a number of delay 'slices'. It is different however in that it is using the Bayesian Adaptive Design approach. It would effectively be doing multiple Psychometric Function Estimation.

img_2986

Step 1: implement a single DelaySlice model

This will basically be BAD applied to a psychometric function.

  • get a single DelaySlice model implemented
  • add some basic diagnostic plotting to check it's working as intended

Step 2: do 'non parametric' estimation by wrapping multiple DelaySlice models for different delays

We will use multiple instances of the DelaySlice model, each set up for a different delay. Each trial can then focus on one of the particular designs.

  • create a notebook with a simple wrapper code to do this. Use the code in the multiple simultaneous model estimation notebook as a starting point for this.

Future work

  • Implement it within PsychoPy so we can run experiments on people to do this.
  • Extend to risky choice tasks.
@drbenvincent
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screen shot 2018-11-28 at 10 04 53

drbenvincent added a commit that referenced this issue Nov 28, 2018
@drbenvincent
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screen shot 2018-11-28 at 10 38 04

drbenvincent added a commit that referenced this issue Nov 28, 2018
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screen shot 2018-11-28 at 10 58 52

@drbenvincent drbenvincent changed the title new model: MultiDelaySlice new 'non parametric' discount function estimation Dec 22, 2018
@drbenvincent drbenvincent added the enhancement New feature or request label Dec 22, 2018
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