<p>This type of research is fairly new in the animal domain, so I guess it would be difficult to find a review unless you use keywords for specific cognitive functions and a species (e.g. "decision making" AND "rat").</p>

<p>This link is probably of interest:</p>

<p><a href="http://www.cshl.edu/Article-Churchland/study-shows-rats-match-humans-in-decision-making-that-involves-combining-different-sensory-cues" rel="nofollow" title="Rats match humans in decision making that involves combining different sensory cues">Rats match humans in decision making that involves combining different sensory cues
</a></p>

<p>Also note that rats are perhaps more intricate in their "culture" than previously believed:</p>

<p><a href="http://www.sciencemag.org/content/334/6061/1427" rel="nofollow" title="Empathy and Pro-Social Behavior in Rats">Empathy and pro-social behavior in rats</a></p>

CC BY-SA 3.0
2013-07-11T21:40:15.203Z
2013-07-11T21:40:15.203Z
noumenal
<p>I believe these two beautiful articles target just what you are looking for:</p>

<p>Niv, Y., Joel, D., Meilijson, I., &amp; Ruppin, E. (2008). Adaptive Behavior Evolution of Reinforcement Learning in Uncertain Environments : A Simple Explanation for Complex... doi:10.1177/10597123020101001</p>

<p>Shafir, Reich, Tsur, Erev &amp; Lotem, 2008:
<a href="http://www.nature.com/nature/journal/v453/n7197/abs/nature06841.html" rel="nofollow">Perceptual accuracy and conflicting effects of certainty on risk-taking behaviour</a></p>

<p>You might want to have a close look at the work of Arnon Lotem, who is a zoologist who collaborated intensively with decision making researchers to find out more about the decision making behavior of animals. I assume it includes what you refer to as "probabilistic thinking", as assessing the probability is a part of making judgement and decision.</p>

CC BY-SA 3.0
2013-08-03T07:21:46.743Z
2013-08-14T09:39:47.397Z
2013-08-14T09:39:47.397Z
Dvir Adler
<p>There's a great 2012 paper by A. Kheifets and Randy Gallistel showing a "probability sense" in animals.  I love the paper's title: 'mice take calculated risks'. It's well worth reading.</p>

<blockquote>
  <p><strong>abstract</strong>: Animals successfully navigate the world despite having only incomplete
  information about behaviorally important contingencies. It is an open
  question to what degree this behavior is driven by estimates of
  stochastic parameters (brain-constructed models of the experienced
  world) and to what degree it is directed by reinforcement-driven
  processes that optimize behavior in the limit without estimating
  stochastic parameters (model-free adaptation processes, such as
  associative learning). We find that mice adjust their behavior in
  response to a change in probability more quickly and abruptly than can
  be explained by differential reinforcement. Our results imply that
  mice represent probabilities and perform calculations over them to
  optimize their behavior, even when the optimization produces
  negligible material gain.</p>
</blockquote>

CC BY-SA 3.0
2013-09-18T21:24:11.713Z
2013-09-18T23:25:42.307Z
2013-09-18T23:25:42.307Z
Fintan
<p>Try an internet search on animal learning probability.  Although that might not be what you want because it sounds like you specifically want insight as opposed to learning in general.</p>

<p>Your particular example is problematic because you're inferring far too much on the subjects part. They might prefer B because they just want more of anything offered. The experiments need to be much more careful than that in order to attribute effects to probabilistic thinking. What kind of response will occur doesn't just depend on the probability of events but what kind of reward contingencies are associated.  Both people and animals do <a href="http://www.ted.com/talks/laurie_santos.html" rel="nofollow">dumb</a> things with simple probabilities and rewards.  But they do the same thing. Does that justify an argument that they have a probabilistic sense?</p>

<p>Deriving a distinction between insight and conditioning is sometimes problematic (for example food aversion in rats) and insight is usually only accepted when it can pass the interocular impact test.  While I can show you lots of papers on probability learning I'm unaware of any that tap insight about probabilities.</p>

<p>Consider the problem for the researcher. In order to establish insight into probabilities the subject has to experience the events repeatedly in a relevant way so that they become learnable. Given this takes a degree of exposure in the first place it would be very hard to dissociate conditioning from insight based learning.</p>

<p>Also consider that people sometimes can learn probabilities but don't always do intelligent things with them. For example, when there are two possible events and one happens 75% of the time people tend to select the frequent event 75% of the time. This is rather <a href="http://psycnet.apa.org/journals/cep/58/4/221/" rel="nofollow">boneheaded</a> because selecting the frequent event all of the time will give you the most accurate performance. Animals actually learn to do the latter. So maybe animals have a stronger probability sense? Regardless, they clearly they learn probabilities.</p>

CC BY-SA 3.0
2013-07-11T12:53:07.473Z
Could you link to at least one article that you think is a good example?  I will help color the discussion
New Alexandria
CC BY-SA 3.0
2013-07-11T16:25:56.650Z
The difficulty with searching for, say, Bayesian inference in primates, is that all the top results are for work that uses Bayesian methods to study *something* about primates.  Ditto for other terms like "probability" or "probabilistic", etc.  This is why I'm looking for some specific pointers.  (I've edited my post to make my request clearer.)
kjo
CC BY-SA 3.0
2013-07-11T17:58:56.833Z
You're right, I've edited my answer to hopefully address your question a bit better and guide better where to look.
John
CC BY-SA 3.0
2013-07-11T21:59:51.220Z
@JohnChristie: thanks!  I'm particularly interested in the second reference (link) you included in your answer (the one to psycnet.apa.org), but it's not longer valid.  What's the reference you had in mind?
kjo
CC BY-SA 3.0
2013-07-11T22:58:33.367Z
The link should work now.  I made it at work where there's a subscription.
John
CC BY-SA 3.0
2013-07-12T11:42:50.130Z
@JohnChristie: Thank you!  I had heard about that finding some time ago "through the grapevine" (the person who told me about it did not know/remember the source, etc.), and I'm glad to finally know the source (or at least *a* source).
kjo
CC BY-SA 3.0
2013-07-11T12:37:35.937Z
2013-07-11T22:58:01.660Z
2013-07-11T22:58:01.660Z
John
<p>We all seem to have a "probabilistic sense", which manifests itself in certain types of expectations (e.g. even if one has never used a bow to shoot an arrow, one expects that hitting a small target will be more difficult than hitting a large target, all other things being equal), and also in certain characteristic responses when events do not match those expectations (these responses consist primarily of surprise, but also include suspicion, and in extreme cases maybe even awe or fear).</p>

<p>For me at least, this probabilistic sense feels subjectively very fundamental, in the same way that physical pain, hunger, thirst, etc., "feel fundamental".  In other words, I could not describe them to someone in simpler terms.  (I may be able to explain to someone the mechanics of shooting an arrow with a bow, but I would not know how to explain to someone how to feel the immediate intuition that hitting a small target would be harder than hitting a large one.)</p>

<p><strong>Motivated by the kind of questions that follow, I'm looking for a review of research on "probabilistic thinking" by non-human animals.</strong></p>

<p>How analogous is this "probabilistic sense" to the more traditional
   ("classical") senses like vision and touch?<br>
In particular, how much does it depends on human culture?</p>

<p>I've searched for these keywords online, but I have not come up with anything.  Maybe I'm not using the right keywords.  Also, since probabilistic methods as standard tools in research (and hence, the research literature is awash in terms like "probability", "expectation", "Bayesian", "statistical", etc.), it is very difficult to craft searches that are selective for the research I'm looking for.  Some <em>specific</em> pointers (i.e., to specific papers, or books, or at least specific researchers) would be appreciated.</p>

<hr>

<p>FWIW, the clearest example I can come up with to illustrate what I mean by "probabilistic thinking" is this thought experiment.  Imagine presenting a human subject the opportunity to participate in a raffle for some prize that the subject finds desirable, and suppose the subject is just told that he/she has the choice of having (A) one, or (B) two tickets for the raffle (at no cost in either case).  We would expect, of course, that every "normal" subject would prefer (B) over (A).  (In fact we would question the sanity (or at least the seriousness and sincerity) of any subject who fully understood the situation, and still preferred (A) over (B).)</p>

<p>What makes the universal preference for (B) an example of "probabilistic thinking" is the simultaneous recognition on the subject's part that choice (B) is <em>unequivocally</em> better, and that still it could fail to lead to the prize, even if the raffle had only three tickets.</p>

<p>I'm not sure how one would go about setting such an experiment with non-human animals, but I've been impressed before by the ingenuity of the experiments that researchers devise to test animal cognition, so I remain hopeful that something like the "probabilistic thinking" I illustrate above has been investigated.</p>

<p>That said, I realize that it would be rather difficulty is to distinguish between pure "probabilistic thinking" (as a distinct, independent faculty) and conditioning.  In fact, it can be (and has been) argued that what I'm calling "probabilistic thinking" is nothing more than a special case of conditioning.  (After all, conditioning may be thought of as the nurturing of certain expectations, and preferring two tickets over one could be simply a manifestation of one such expectation.)  Ironically enough, when it comes to humans, I can't think of any ethical experiment that would be able to establish "probabilistic thinking" as a faculty that would be present even in the absence of any conditioning.  With animal subjects, however, it may be possible to set up experiments that minimize the possible confounding by conditioning.</p>

CC BY-SA 3.0
2013-07-11T12:55:48.903Z
Though I think this approach is too-coached in our concept of *probability*, I think it's a great thread toward grasping fundamental principles across species
New Alexandria
CC BY-SA 3.0
2013-07-11T16:22:16.290Z
@NewAlexandria: indeed, in asking these questions I'm motivated by wanting to identify the "wellspring" of our concept of probability, which leads to the question "how specifically human is it"?  (I don't expect the answer to be something like "only humans have a probabilistic sense", but this is probably obvious from the title of this post.)  I've added a few introductory paragraphs to my post, to make this point clear.  But, in short, yes: our concept of probability is at the very center of my question.
kjo
CC BY-SA 3.0
2013-07-11T17:49:58.940Z
Are you considering that the mechanisms between time, awareness, and events are (potentially) *not well defined*? This is illustrated by so-called '[emotional precognition](http://hplusmagazine.com/2010/11/04/precognition-real-cornell-university-lab-releases-powerful-new-evidence-human-mind-can/) and well-vetted (if not controversial) [experiments on mind-matter interaction](http://icrl.org/scholarly-papers/).  [Strong emotions were seen to increase the effects](http://icrl.org/wp-content/uploads/2012/04/EmoteREG-JSE-Blasband.pdf), which could mean 'primal, animal-like' feelings.
New Alexandria
CC BY-SA 3.0
2013-07-12T08:49:33.587Z
You may want to check out research using the [Iowa Gambling Task](http://en.wikipedia.org/wiki/Iowa_gambling_task), which seems very similar to the scenario you described.
Dan M.
<decision-making><animal-cognition><conditioning>
Research on "probabilistic thinking" in non-human animals?
kjo
# Research on "probabilistic thinking" in non-human animals?

(Asked by: username_0 on 2013-07-11)

We all seem to have a "probabilistic sense", which manifests itself in certain types of expectations (e.g. even if one has never used a bow to shoot an arrow, one expects that hitting a small target will be more difficult than hitting a large target, all other things being equal), and also in certain characteristic responses when events do not match those expectations (these responses consist primarily of surprise, but also include suspicion, and in extreme cases maybe even awe or fear).

For me at least, this probabilistic sense feels subjectively very fundamental, in the same way that physical pain, hunger, thirst, etc., "feel fundamental". In other words, I could not describe them to someone in simpler terms. (I may be able to explain to someone the mechanics of shooting an arrow with a bow, but I would not know how to explain to someone how to feel the immediate intuition that hitting a small target would be harder than hitting a large one.)

**Motivated by the kind of questions that follow, I'm looking for a review of research on "probabilistic thinking" by non-human animals.**

How analogous is this "probabilistic sense" to the more traditional
("classical") senses like vision and touch?  
In particular, how much does it depends on human culture?

I've searched for these keywords online, but I have not come up with anything. Maybe I'm not using the right keywords. Also, since probabilistic methods as standard tools in research (and hence, the research literature is awash in terms like "probability", "expectation", "Bayesian", "statistical", etc.), it is very difficult to craft searches that are selective for the research I'm looking for. Some *specific* pointers (i.e., to specific papers, or books, or at least specific researchers) would be appreciated.

---

FWIW, the clearest example I can come up with to illustrate what I mean by "probabilistic thinking" is this thought experiment. Imagine presenting a human subject the opportunity to participate in a raffle for some prize that the subject finds desirable, and suppose the subject is just told that he/she has the choice of having (A) one, or (B) two tickets for the raffle (at no cost in either case). We would expect, of course, that every "normal" subject would prefer (B) over (A). (In fact we would question the sanity (or at least the seriousness and sincerity) of any subject who fully understood the situation, and still preferred (A) over (B).)

What makes the universal preference for (B) an example of "probabilistic thinking" is the simultaneous recognition on the subject's part that choice (B) is *unequivocally* better, and that still it could fail to lead to the prize, even if the raffle had only three tickets.

I'm not sure how one would go about setting such an experiment with non-human animals, but I've been impressed before by the ingenuity of the experiments that researchers devise to test animal cognition, so I remain hopeful that something like the "probabilistic thinking" I illustrate above has been investigated.

That said, I realize that it would be rather difficulty is to distinguish between pure "probabilistic thinking" (as a distinct, independent faculty) and conditioning. In fact, it can be (and has been) argued that what I'm calling "probabilistic thinking" is nothing more than a special case of conditioning. (After all, conditioning may be thought of as the nurturing of certain expectations, and preferring two tickets over one could be simply a manifestation of one such expectation.) Ironically enough, when it comes to humans, I can't think of any ethical experiment that would be able to establish "probabilistic thinking" as a faculty that would be present even in the absence of any conditioning. With animal subjects, however, it may be possible to set up experiments that minimize the possible confounding by conditioning.

**Tags:** decision-making, animal-cognition, conditioning

> **Comments:**
> **username_1**: Though I think this approach is too-coached in our concept of *probability*, I think it's a great thread toward grasping fundamental principles across species  
> **username_0**: @NewAlexandria: indeed, in asking these questions I'm motivated by wanting to identify the "wellspring" of our concept of probability, which leads to the question "how specifically human is it"?  (I don't expect the answer to be something like "only humans have a probabilistic sense", but this is probably obvious from the title of this post.)  I've added a few introductory paragraphs to my post, to make this point clear.  But, in short, yes: our concept of probability is at the very center of my question.  
> **username_1**: Are you considering that the mechanisms between time, awareness, and events are (potentially) *not well defined*? This is illustrated by so-called '[emotional precognition](http://hplusmagazine.com/2010/11/04/precognition-real-cornell-university-lab-releases-powerful-new-evidence-human-mind-can/) and well-vetted (if not controversial) [experiments on mind-matter interaction](http://icrl.org/scholarly-papers/).  [Strong emotions were seen to increase the effects](http://icrl.org/wp-content/uploads/2012/04/EmoteREG-JSE-Blasband.pdf), which could mean 'primal, animal-like' feelings.  
> **username_2**: You may want to check out research using the [Iowa Gambling Task](http://en.wikipedia.org/wiki/Iowa_gambling_task), which seems very similar to the scenario you described.  

---

## 4 answers

### Answer by username_6 on 2013-07-11. Score: 5 | Accepted answer

Try an internet search on animal learning probability. Although that might not be what you want because it sounds like you specifically want insight as opposed to learning in general.

Your particular example is problematic because you're inferring far too much on the subjects part. They might prefer B because they just want more of anything offered. The experiments need to be much more careful than that in order to attribute effects to probabilistic thinking. What kind of response will occur doesn't just depend on the probability of events but what kind of reward contingencies are associated. Both people and animals do [dumb](http://www.ted.com/talks/laurie_santos.html) things with simple probabilities and rewards. But they do the same thing. Does that justify an argument that they have a probabilistic sense?

Deriving a distinction between insight and conditioning is sometimes problematic (for example food aversion in rats) and insight is usually only accepted when it can pass the interocular impact test. While I can show you lots of papers on probability learning I'm unaware of any that tap insight about probabilities.

Consider the problem for the researcher. In order to establish insight into probabilities the subject has to experience the events repeatedly in a relevant way so that they become learnable. Given this takes a degree of exposure in the first place it would be very hard to dissociate conditioning from insight based learning.

Also consider that people sometimes can learn probabilities but don't always do intelligent things with them. For example, when there are two possible events and one happens 75% of the time people tend to select the frequent event 75% of the time. This is rather [boneheaded](http://psycnet.apa.org/journals/cep/58/4/221/) because selecting the frequent event all of the time will give you the most accurate performance. Animals actually learn to do the latter. So maybe animals have a stronger probability sense? Regardless, they clearly they learn probabilities.

> **Comments:**
> **username_1**: Could you link to at least one article that you think is a good example?  I will help color the discussion  
> **username_0**: The difficulty with searching for, say, Bayesian inference in primates, is that all the top results are for work that uses Bayesian methods to study *something* about primates.  Ditto for other terms like "probability" or "probabilistic", etc.  This is why I'm looking for some specific pointers.  (I've edited my post to make my request clearer.)  
> **username_6**: You're right, I've edited my answer to hopefully address your question a bit better and guide better where to look.  
> **username_0**: @username_6Christie: thanks!  I'm particularly interested in the second reference (link) you included in your answer (the one to psycnet.apa.org), but it's not longer valid.  What's the reference you had in mind?  
> **username_6**: The link should work now.  I made it at work where there's a subscription.  
> **username_0**: @username_6Christie: Thank you!  I had heard about that finding some time ago "through the grapevine" (the person who told me about it did not know/remember the source, etc.), and I'm glad to finally know the source (or at least *a* source).  

---

### Answer by username_3 on 2013-07-11. Score: 3

This type of research is fairly new in the animal domain, so I guess it would be difficult to find a review unless you use keywords for specific cognitive functions and a species (e.g. "decision making" AND "rat").

This link is probably of interest:

[Rats match humans in decision making that involves combining different sensory cues](http://www.cshl.edu/Article-Churchland/study-shows-rats-match-humans-in-decision-making-that-involves-combining-different-sensory-cues "Rats match humans in decision making that involves combining different sensory cues")

Also note that rats are perhaps more intricate in their "culture" than previously believed:

[Empathy and pro-social behavior in rats](http://www.sciencemag.org/content/334/6061/1427 "Empathy and Pro-Social Behavior in Rats")


---

### Answer by username_4 on 2013-08-03. Score: 3

I believe these two beautiful articles target just what you are looking for:

Niv, Y., Joel, D., Meilijson, I., & Ruppin, E. (2008). Adaptive Behavior Evolution of Reinforcement Learning in Uncertain Environments : A Simple Explanation for Complex... doi:10.1177/10597123020101001

Shafir, Reich, Tsur, Erev & Lotem, 2008:
[Perceptual accuracy and conflicting effects of certainty on risk-taking behaviour](http://www.nature.com/nature/journal/v453/n7197/abs/nature06841.html)

You might want to have a close look at the work of Arnon Lotem, who is a zoologist who collaborated intensively with decision making researchers to find out more about the decision making behavior of animals. I assume it includes what you refer to as "probabilistic thinking", as assessing the probability is a part of making judgement and decision.


---

### Answer by username_5 on 2013-09-18. Score: 1

There's a great 2012 paper by A. Kheifets and Randy Gallistel showing a "probability sense" in animals. I love the paper's title: 'mice take calculated risks'. It's well worth reading.

> **abstract**: Animals successfully navigate the world despite having only incomplete
> information about behaviorally important contingencies. It is an open
> question to what degree this behavior is driven by estimates of
> stochastic parameters (brain-constructed models of the experienced
> world) and to what degree it is directed by reinforcement-driven
> processes that optimize behavior in the limit without estimating
> stochastic parameters (model-free adaptation processes, such as
> associative learning). We find that mice adjust their behavior in
> response to a change in probability more quickly and abruptly than can
> be explained by differential reinforcement. Our results imply that
> mice represent probabilities and perform calculations over them to
> optimize their behavior, even when the optimization produces
> negligible material gain.


---

