[From Bill Powers (2009.06.10.0922 MDT)]
Martin Taylor 2009.06.09.11.58 –
[From Bill Powers
(2009.06.08.0109 MDT)]
BP, earlier: A lot of the
problems I have found with old data aren’t necessarily due to failure to
carry out The Test. It’s simply the experimenter’s failure to pay
attention to all the relevant details of what is going on, or the failure
of someone citing an experiment to pass on everything that the
experimenter reported. …
In the present case (Schouten experiment) there is one big glaring fact
that is evident only when you look at the original data that Richard
Kennaway got for us. I refer to Fig. 1 showing the free reaction times
for subjects A and B.
MT: I don’t think it is very fair to criticize a study for asking a
question different from the one that interests you.
BP: You’ve said that before, and I didn’t agree with it then, either,
though I said nothing. There is a valid criticism of any study to the
effect that the right questions were not asked. My interest is in the
phenomenon, not in one person’s incomplete ideas about it. Conclusions
can very easily be altered by new observations that the investigator did
not realize were important.
In Schouten and Bekker’s Introduction, we find this:
“Experiments on binary stimulus-response reactions … seen to
indicate that the fraction of erroneous responses rises toward lower
reactions times (Fig. 1). Theoretically this is highly intriguing (see
e.g. Rapaport 1959). If we suppose that a subject reacts if and when he
has obtained a certain degree of certainty, say 98%, and if the time
needed for reaching that uncertainty varies, then the fraction of errors
of 2% should be independent of the actual reaction time.”
It’s not obvious at that point, but the Schouten paper shows that the
error rate DOES depend on reaction time, and thus that the reaction time
is NOT determined by reaching some fixed level of uncertainty. My
proposed model is an attempt to show what the reaction time does depend
on. Yours would seem to be based on the idea that a certain amount of
information must accumulate to produce a reaction, which would seem
contrary to what Schouten says he found.
MT: It is indeed fair to
criticize a study for not properly addressing a question that the study
claims to be asking. That’s the criterion I would use in assessing
whether Rick’s “Revolution” paper applies. The issue, for me,
is similar to the question of whether it matters in addressing a
particular question of mechanics whether their temperature is determined
by the bodies’ phlogiston content or by the motion of their molecules.
When you talk about “relevant details” you have to be clear
about the question to which the
details might be relevant.
BP: Schouten makes clear what the highest-order consideration is:
“Therefore a corroboration of the suspected dependence of the
fraction of errors upon reaction time would would rule out any theory
based on the strategy of the fixed certainty norm.” The main thrust
of this paper is to determine whether, in fact, the fraction of errors
depends on reaction time, as it appears to do in the lower panel of Fig.
- If I understand the rather ambiguous writing, the authors believe
their results refute the idea that the reaction occurs when uncertainty
reduction reaches some fixed norm like 98%.
The above-cited statements by the authors would seem to make it clear
that a detail of importance is the fact that even in the free-reaction
case, reaction times shorter than some amount result in an increase of
errnoeous responses. The authors make it quite clear why they did the
other experiments in this paper:
"Even for histograms of 1000 reactions, as shown in Fig. 1, the
fraction of errors f(t) is rather accurate in the middle regions but not
in the lower tail end where one would like to check the suspected
rise.
“In order to investigate this lower tail end, we used the
method of forced reaction time.”
By forcing reaction times other than the free-reaction time, the authors
expected to demonstrate whether the error fraction did depend on reaction
time. In that they succeeded, but I find none of their explanations of
this phenomenon believable. I think a control-system model provides a
much better explanation.
MT: As soon as you talk about
free reaction times, you are talking about the control loops involved in
making the output button push, and you need to model what those loops
might be controlling and how they might conflict. As I have said so many
times over the months, that’s an interesting question, but irrelevant to
the question Schouten asked, and for which I initially introduced the
Schouten experiment to CSGnet.
BP: When you invite inspection of a report on an experiment, you can’t
dictate which aspects of it the reader is suppose to ignore. I say that
the control loops and particularly their interaction is highly relevant,
and in fact offer an explanation for some and possibly all of the
observed phenomena in this experiment. Schouten himself raised the point
that the requirements of speed and accuracy are in conflict, and that
further conflicts arise when subjects are asked to delay their reactions.
He didn’t call these requirements reference conditions, but that is what
they are. These are not true conflicts because they don’t prevent
successful control, but they are definitely interactions, and those
interactions account rather nicely for the fact, noted by the authors,
that the reaction times at given error rates are shifted toward longer
intervals in the forced-reaction case.
MT: Even if you know PCT,
Schouten’s question does not require any real consideration of those
control loops, other than to question whether their performance differs
as a function of the designated response moment. I believe Schouten used
the free reaction times only to determine the range of times to be used
in the main experiment, for which the analysis need only assume that
those control loops exist and act the same way whatever the delay between
light onset and third bip. It matters not a jot that Schouten had never
heard of PCT, any more than it matters that Newton had never heard of
Boltzmann.
BP: Of course nothing in Schouten’s question “requires” any
consideration of these control loops, just as nothing in it
“requires” calculating information flow. But if we want to
understand the phenomenon, we need to propose a testable model of it and
make sure it fits the data. You misintepret Schouten’s reason for the
free reaction times – in fact he used a much wider range of forced
reaction times than found in the free-reaction case (compare Fig. 4 with
Fig. 1 lower panel). Unfortunately Fig. 4 is group data and does not tell
us anything about any individual’s responses.
Schouten simply wanted to investigate whether reaction time affects the
error rate at the low end of the range. His conclusion was not that the
systems acted the same way regardless of the delay – it was to show just
the opposite, that the systems made more errors when the reaction times
were shorter than some amount. By forcing reaction times other than the
free-reaction time, the authors expected to demonstrate whether the error
fraction did depend on reaction time. In that they succeeded, but I find
none of their explanations of this phenomenon believable (or even very
seriously proposed).
MT: The data I have been arguing
to be useful and valid are those from timed responses, not from free
reaction times. There is certainly a distribution of actual response
times for each designated response time, but these distributions are very
narrow compared to the free response time,
BP: They are narrowest near the range where the forced reaction time is
the same as the free reaction time. Here the loop gain would be highest
because the tendency toward conflict is the least. The width increases
both below and above this reaction time (and would increase more if the
curves were normalized to the same peaks). You may not be interested in
that, but I am.
MT: …and the only way in which
the “button-pressing” control system enters into the analysis
is in the assumption that its functioning is the same no matter what the
designated response time. Clearly this assumption isn’t true in exact
detail, since there is a bias toward the middle in the actual response
times for very short and very long designated response times.
BP: That’s because of the conflict, I would guess. With the forced
reaction time, the intended reaction time is not zero, but some
longer time. I have concluded that subjects probably don’t attend much to
the third beep: they just react to the first one, and it take about 150
milliseconds to press the button after that, which happens to be the time
between the first and third beeps.
MT: But in the middle range
where the linear trend is observed, there is no obvious reason for
asserting (and necesssarily modelling) an influence of the designated
response time on the functioning of the control loop that connects the
perception of which light is on with which button is pressed. The
consistency and linearity of the information measures argues that this
influence, though probably present, is negligible in
practice.
BP: The word “functioning” covers a lot of territory. If you
count choosing a target for a button press as part of the functioning,
there’s a definite effect on choosing wrongly.
MT: Going back to the free
reaction question, I find it quite encouraging that you are considering a
PCT-based study of the speed-accuracy trade-off, which has a long history
in conventional research, going back to at least Paul Fitts in the 50’s.
These are the kinds of study to which Rick’s “Revolution” paper
is likely to apply, where the action of the control loop (probably two in
conflict here) are central to the results, in contrast to the Schouten
study, where the caveat Rick subsequently said he had mis-stated does
apply.
BP: The tricky part will be to decide how to get those mistakes to appear
at shorter reaction times – and how to get a distribution of reaction
times instead of just one constant time.
BP earlier: Now we have to ask
ourselves: why does the reaction time vary so much? For subject A it
varies between about 220 and nearly 700 milliseconds, and for Subject B,
between about 120 and 500 milliseconds. That is a huge range. And why
does it vary on both sides of the peak in about the same way, though
skewed toward the long side?
MT: Does a subject in a free reaction experiment respond when the
perception of sureness about the correctness of a choice builds to a
critical level? How would you test whether this is even a meaningful
question?
BP: I don’t know, but Schouten raised it. The trouble is that you can
imagine that there’s an uncertainty inside the subject, but there’s no
way to check to see if there really is. And why uncertainty and not just
a noisy signal with a threshold of detection? It’s pretty sure that there
is some noise level associated with pulse-frequency-coded signals, but
whether that is subjectively experienced as uncertainty is hard to
say.
Are you saying that sureness about correctness builds to a critical level
and then a reaction occurs? If so, that is the hypothesis that Schouten
thinks he has refuted.
BP earlier: I think some triage
is needed here. We don’t need to go through all the foofahraw of beeps
and forced reactions: there’s enough to occupy us in simply modeling the
free reaction experiments. That much we can set up easily on a
computer.
MT: Good. But by eliminating the key element of Schouten’s study you will
be answering a question completely unrelated to the question Schouten
asked, which concerns the way in which increased opportunity to observe
the light affects the accuracy of perceptual judgments. You also are
setting up a simpler experimental situation but (I think) a more complex
psychological one.
BP: The brightness question has to do with the illumination level at
which photon detection becomes an issue. I doubt that this will be the
answer – the light levels just wouldn’t be that low. Eliminating the
forced reaction experiments just means trying to reproduce the original
observations that led Schouten to do this experiment. I suspect that once
we get a model of free responding (with errors) to work, it will be
fairly simple to introduce the forced reaction times.
…
MT: Or you could dream further
and get even closer to the events within the control loop, and monitor
single neurons, as Kiani and Schadlen did in a closely related study that
you did not like. Monitoring the final output muscular events really
isn’t a lot closer to the real action than monitoring the buttons, is
it?
BP: The emg signals aren’t the muscle events (forces applied at tendons)
and the muscle events start considerably before the contact closure. By
using the earliest emg signals we find out when the first signals from
the nervous system arrive at the muscle (within a millisecond or so). As
I mentioned a few days ago, I found long ago that when the contact
closure takes 150 milliseconds after a visual stimulus, the first emg
signal shows up in about 50 milliseconds. And that was with a setup that
minimized the moment of inertia of the arm (forearm rotation about its
long axis).
BP earlier: I suggest that we
make the response turn the display off so the subject knows every time
whether the response was correct. This could tighten up control of the
reaction time, if that is going on.
MT: I don’t see what you mean, here. How would turning off the display
after the response tell the subject whether the response was
correct?
BP: You don’t turn off “the display”, you turn off the light
that was turned on – if the right button is pressed. If the light
doesn’t go out when you press the button, you pressed the wrong button.
As the experiment was done, the light stays on for one second whether the
button press was right or wrong.
BP earlier: I suggest that we
record any additional responses after the initial one during each trial,
and that we signify the start of a new trial in some way – perhaps by
turning on a dot where the subject is to look. There would have to be a
variable delay before turning the target on.
MT: Yes. That is good practice. But what is an “additional
response”? Are you suggesting that the subject will press both
buttons, because if that is the case, wouldn’t a sensible subject just
press both buttons as fast as possible every time?
BP: No, I’m suggesting that if the subject presses the wrong button and
knows immediately that it was wrong, the subject may well then press the
right button as quickly as possible. This would tell you how long it
takes to detect that the wrong button was pressed, and gives some idea of
the reaction time.
BP earlier: It would be
interesting, if it can easily be done, to check the reaction time
to a beep as well as to the optical target. And if someone has a lab
handy, or can find some data sheets, it would be most welcome if we knew
how the intensity of the optical stimulus changes with time when it is
turned on.
MT: I rather think that
Schouten’s subjects would have known every time whether their response
was correct. After all, the lights were clearly visible, and they knew
what button they had pushed!
BP: But they wouldn’t have known it until after sufficient delay to let
them be sure of which light was on. For the shortest delays that would be
one or two hundred milliseconds after the response. The lights were left
on for just one second, and then turned off whether the response was
right or wrong.
MT: Only if they had been
confused as to which button went with which light would they not have
known whether they were correct, and in such a case, I think any normal
experimenter would have given them a little more training to eliminate
the confusion. And what would be “additional responses” in this
kind of experiment?
BP: Again, the “additional responses” that I was thinking of
would be attempts to substitute a right button press for a wrong
one.
MT: As I have said from the
beginning of the discussion on Schouten’s experiment so many months ago,
to study the control loops involved in making the responses is a very
worthwhile project, and I’m happy to see you getting involved in it. But
it is almost completely irrelevant to the information rate question
addressed by Schouten (and by Kiani and Shadlen).
BP: It wouldn’t be irrelevant if all the phenomena turned out to be
explainable by a model in which information rate is not
considered.
But this is not the point here. If you are interested in information
rates, who am I to say you shouldn’t be? Something very interesting might
turn up if you investigate information rates, and it won’t turn up if you
don’t investigate them. If there’s any problem here, it’s that you think
I should be interested in information rates, and so far I’m not. But I am
interested in the phenomena in this experiment, and think that trying to
model them might be of interest both inside and outside of PCT. It’s
perfectly possible that once a good PCT model is put together, you will
see applications of information theory to it, and why not? You might even
get results sufficient to make me get interested even against my
will.
Best,
Bill P.