Wednesday, January 5, 2011

Friendship and friendly love

Thesis 1: There is no special form of love that falls under the label "friendly love" or "the love characteristic of friendship". Every love is a friendly love.

To love someone involves appreciating the beloved, pursuing her good, and seeking some sort of union of common pursuit with her. If we have only one out of three then we do not have love, but something else, respectively like disinterested appreciation, benevolence or lust. Nor are two out of three enough. But if one has all three, one has friendly love. For friendship is multiform, and any common pursuit providing a genuine union can be made the object of a friendship.

One might try to distinguish "friendly love", however, by its mutuality. While one can have unrequited romantic love, one cannot have unrequited friendship. Friendship is essentially mutual. But this argument is invalid, since friendship is not the same as friendly love. Friendly love is the love characteristic of friendship. But it can exist without a friendship. If I am your false friend, but am a very good actor, we can have what from your point of view looks just like friendship. And your love does not fall short of friendly love—it is my love that does so. So, you have a friendly love, even though there is no friendship. Or consider cases where the friendship has been lost, because one party has slid into vice, but the other retains a friendly love, striving to rescue the backslider.

The distinction between friendly love and friendship is essential to Plato's Lysis. The Lysis begins by attempting to define a friend (philos--the noun) in terms of friendly loving (philein--the verbal form; I am suspecting that philia is ambiguous in the Greek between friendly love and friendship). We begin by rejecting the definition of a friend as someone whom one loves with friendly love or someone who loves one with friendly love, on the grounds that if the friendly love is reciprocated with hatred, we do not have a case of a friend. This argument requires that it be possible to have a friendly love that is reciprocated with hatred, and hence that it is possible to have a friendly love without friendship.

Thesis 2: Friendship is the right kind of mutuality in friendly love, i.e., in love.

I do not know how exactly to characterize this mutuality, though. Minimally, it requires that each should know of the other's friendly love, but more than that is needed.

A consequence of this is that appropriately mutual romantic love is a kind of friendship.

Monday, January 3, 2011

Conclusive evidence and confirmation

Fitelson proposes the following principle: "If E constitutes conclusive evidence for H1, but E constitutes less than conclusive evidence for H2 (where it is assumed that E, H1 and H2 are all contingent), then E favors H1 over H2."

The principle is false. You witness Jones being shot and after approaching you observe that he is dead. Let E be this evidence. Let H1 be the hypothesis that Jones is dead. Let H2 be the hypothesis that Jones has been killed. Then E is conclusive evidence for H1 and less than conclusive evidence for H2. (That you observed that Jones is dead entails H1. But on one reading of "Jones being shot", E is compatible with the hypothesis that Jones was already dead when he was shot—we can say "He was shot after he died." And on any reading, E is compatible with Jones having died of some other cause, coincidentally.) But it is wrong to say that E favors the hypothesis that Jones is dead over the hypothesis that Jones was killed.

Sunday, January 2, 2011

A derivation of the likelihood-ratio measure of confirmation

Let CK(E,H) be the degree of confirmation that E lends H given background K. Here is a derivation of the likelihood-ratio measure. The derivation is, I think, more compeling than Milne's.
We need several assumptions. For simplicity, write PK(A)=P(A|K) and PK(A|B)=P(A|BK). Our first assumption is uncontroversial and everybody accepts it. (For simplicity, I shall also suppose throughout that we're working with events such that none of the relevant Boolean combinations have probability zero or one.)
  1. CK(E,H) is a continuous function of the probabilities PK(−) where the blank can be filled in by any boolean combination of E and H.
Everybody in the measure of confirmation business accepts (1). We now need two more complex theses to get some interesting results. One is this:
  1. If I is independent of all Boolean combinations of E, H and K, then CK(IE,H)=CK(E,H).
An event I like that is obviously irrelevant, and so E and IE confirm H equally. This should be uncontroversial, though it is sufficient to refute the Eells-Jeffrey measure. The next thesis is more controversial:
  1. If E and F are events that are conditionally independent given HK as well as given (~H)K, then CKE(F,H)=CK(F,H).
This thesis says that independent evidence has the same evidential force no matter in which order it comes in. For instance, if you flip a coin twice to gather evidence for whether the coin is biased in favor of heads, and you get heads twice, each heads result provides exactly the same confirmation.
Now we get some substantive results. The first one is easy.
Theorem 1. If (1), then CK(E,H) is a function solely of PK(H), PK(E|H) and PK(E|~H), i.e., there is a function f such that CK(E,H)=f(PK(E|H),PK(E|~H),PK(H)).
This is because all the relevant Boolean combinations can be written in terms of these three probabilities.
I am omitting the proofs of the next couple of Theorems, except to note that obviously Theorem 4 follows from Theorems 2 and 3. I haven't written any of proofs out, but I am confident of theoremhood (maybe with some minor additional assumption). Of course, I could be wrong.
Theorem 2. If (1) and (2), then CK(E,H) is a function solely of PK(H) and the likelihood ratio PK(E|H)/PK(E|~H).
Observe that Theorem 2 refutes the Eells-Jeffrey likelihood-difference measure, given that (1) and (2) are so plausible.
Theorem 3. If (1) and (3), then CK(E,H) is a function solely of the likelihoods PK(E|H) and PK(E|~H).
Theorem 4. If (1), (2) and (3), then CK(E,H) is a function solely of the likelihood ratio PK(E|H)/PK(E|~H).
Therefore, given (1)-(3), CK(E,H)=f(PK(E|H)/PK(E|~H)) for some function f. It is obvious that f must then be an increasing function (this needs some additional assumptions). If all that is of interest is the comparison of degrees of confirmation, this is all we need. But perhaps we want to combine degrees of confirmation. This could be done additively or multiplicatively, i.e.,
  1. If E and F are conditionally independent given HK and (~H)K, then CK(EF,H)=CK(E,H)+CKE(F,H)
or
  1. If E and F are conditionally independent given HK and (~H)K, then CK(EF,H)=CK(E,H)CKE(F,H).
Now we get two final results.
Theorem 5. Assume (1), (2), (3) and (4). Then there is a constant c such that CK(E,H)=clog(PK(E|H)/PK(E|~H)).
Theorem 6. Assume (1), (2), (3) and (5). Then there is a constant c such that CK(E,H)=(PK(E|H)/PK(E|~H))c.
And for simplicity in both cases we should normalize by setting c=1.

Friday, December 31, 2010

A stupid way to invest

Here's a fun little puzzle for introducing some issues in decision theory. You want to invest a sum of money that is very large for you (maybe it represents all your present savings, and you are unlikely to save that amount again), but not large enough to perceptibly affect the market. A reliable financial advisor suggests you diversifiedly invest in n different stocks, s1,...,sn, putting xi dollars in si. You think to yourself: "That's a lot of trouble. Here is a simpler solution that has the same expected monetary value, and is less work. I will choose a random number j between 1 and n, such that the probability of choosing j=i is proportional to xi (i.e., P(j=i)=xi/(x1+...+xn)). Then I will put all my money in sj." It's easy to check that this method does have the same expected value as the diversified strategy. But it's obvious that this is a stupid way to invest. The puzzle is: Why is this stupid?

Well, one standard answer is this. This is stupid because utility is not proportional to dollar amount. If the sum of money is large for you, then the disutility of losing everything is greater than the utility of doubling your investment. If that doesn't satisfy, then the second standard answer is that this is an argument for why we ought to be risk averse.

Maybe these answers are good. I don't have an argument that they're not. But there is another thought that from time to time I wonder about. We're talking of what is for you a very large sum of money. Now, the justification for expected-utility maximization is that in the long run it pays. But here we are dealing with what is most likely a one-time decision. So maybe the fact that in the long run it pays to use the simpler randomized investment strategy is irrelevant. If you expected to make such investments often, the simpler strategy would, indeed, be the better one—and would eventually result in a diversified portfolio. But for a one-time decision, things may be quite different. If so, this is interesting—it endangers Pascal's Wager, for instance.

Tuesday, December 28, 2010

Omnipotence and omniscience

  1. Every omnipotent being is perfectly free.
  2. Every perfectly free being knows every fact and is not wrong about anything.
  3. Therefore, every omnipotent being knows every fact and is not wrong about anything.
Premise (1) is, I think, very plausible. What about (2)? Well, perfect freedom requires perfect rationality and a lack of "imaginative constraints". Imaginative constraints are cases where one cannot will something because one can't think of it. For instance, Cleopatra couldn't will to speak Esperanto, because she didn't have the concept of speaking Esperanto. A lack of imaginative constraints requires quite a bit of knowledge—one has to know the whole space of possible actions. But not only must one know the whole space of possible actions, one must also know everything relevant to evaluating the reasons for or against these actions. But, plausibly, every fact will be relevant to evaluating the reasons for or against some action. Consider this fact, supposing it is a fact: tomorrow there will occur an even number of mosquito bites in Australia. This is a pretty boring fact, but it would be relevant to evaluating the reasons for or against announcing that tomorrow there will occur an even number of mosquito bites in Australia. If this is right, then perfect freedom requires complete knowledge of everything.

In particular, open theists can't take God to be omnipotent.  There is another route to that conclusion.  If open theism is true, God can't now know whether tomorrow I will mow my lawn.  But if God couldn't now know what I will write in my next sentence, then he can't intentionally bring it about that right now (open theists need to accept absolute simultaneity, of course) on Pluto there exists a piece of paper saying what my next freely produced sentence will be.  But to be unable to do that would surely be a limitation of God's power.

Monday, December 27, 2010

Science fun for kids and adults

This isn't philosophy, but I've been having fun with sciencey (sciency?) things.

I just did this little demonstration for my five-year-old: I took a 12ml syringe with no needle attached, and filled it about 15% with hot tap water, turned it tip up, and used the plunger to push out the air.  I then plugged the tip of the syringe with my finger, and pulled the plunger back, creating a partial vacuum (obviously, some air leaks back in).  The water immediately started to boil, thereby demonstrating that the boiling point of water goes down as air pressure goes down.

Another step one can add (I didn't) is to touch the water that had just been boiling and observe that it's not boiling hot (I guess if one does that with a five-year-old, one accompanies it with warnings that normally water that had just been boiling is hot).  A more sophisticated experiment would involve measuring the temperature of the water before and after the boiling, comparing with a control sample in another syringe that hadn't been made to boil, and seeing if the boiling removes thermal energy (as I expect it does).

The other fun sciencey thing I got to do was that last night I went to our astronomy club's observatory and got to operate the 24" scope.  Here's a quick photo I took of a small portion of the Andromeda Galaxy, showing a large star cloud (big circle) in it, an open cluster (small circle) in it, and a bunch of dark lanes, presumably due to Andromedan dust blocking out the light.  The photo is about 17 arcmin on each side.

I also took a quick photo of Comet Hartley, which I had previously seen in the fall.  The comet is down and left of center, with coma going up and to the right.

Sunday, December 26, 2010

Hierarchy and unity

Vatican II gives a very hierarchical account of unity in the Church:

This collegial union is apparent also in the mutual relations of the individual bishops with particular churches and with the universal Church. The Roman Pontiff, as the successor of Peter, is the perpetual and visible principle and foundation [principium et fundamentum] of unity of both the bishops and of the faithful. The individual bishops, however, are the visible principle and foundation of unity in their particular churches, fashioned after the model of the universal Church, in and from which churches comes into being the one and only Catholic Church. For this reason the individual bishops represent each his own church, but all of them together and with the Pope represent the entire Church in the bond of peace, love and unity.(Lumen Gentium 23)
The unity of each local Church is grounded in the one local bishop, and the unity of the bishops is grounded in the one pope. Unity at each level comes not from mutual agreement, but from a subordination to a single individual who serves as the principle (principium; recall the archai of Greek thought) of unity. This principle of unity has authority, as the preceding section of the text tells us. In the case of the bishops, this is an authority dependent on union with the pope. (The Council is speaking synchronically. One might also add a diachronic element whereby the popes are unified by Christ, whose vicars they are.)

A hierarchical model of unity is perhaps not fashionable, but it neatly avoids circularity problems. Suppose, for instance, we talk of the unity of a non-hierarchical group in terms of the mutual agreement of the members on some goals. But for this to be a genuine unity, the agreement of the members cannot simply be coincidental. Many people have discovered for themselves that cutting across a corner can save walking time (a consequence of Pythagoras' theorem and the inequality a2+b2<(a+b)2 for positive a and b), but their agreement is merely coincidental and they do not form a genuine unified group. For mutual agreement to constitute people into a genuine group, people must agree in pursuing the group's goals at least in part because they are the goals of the group. But that, obviously, presents a vicious regress: for the group must already eist for people to pursue its goals.

The problem is alleviated in the case of a hierarchical unity. A simple case is where one person offers to be an authority, and others agree to be under her authority. They are united not by their mutual agreement, but by all subordinating themselves to the authority of the founder. A somewhat more complex case is where several people come together and agree to select a leader by some procedure. In that case, they are still united, but now by a potential subordination rather than an actual one. This is like the case of the Church after a pope has died and another has yet to be elected. And of course one may have more complex hierarchies, with multiple persons owed obedience, either collectively or in different respects.

This, I think, helps shed some light on Paul's need to add a call for a special asymmetrical submission in the family—"Wives, be subject to your husbands, as to the Lord" (Eph. 5:22)—right after his call for symmetrical submission among Christians: "Be subject to one another out of reverence for Christ" (Eph. 5:21). Symmetrical submission is insufficient for genuine group unity. And while, of course, everyone in a family is subject to Christ, that subjection does not suffice to unite the family as a family, since subjection to Christ equally unites two members of one Christian family as it does members of different Christian families. The need for asymmetrical authority is not just there for the sake of practical coordination, but helps unite the family as one.

In these kinds of cases, it is not that those under authority are there for the benefit of the one in authority. That is the pagan model of authority that Jesus condemns in Matthew 20:25. Rather, the principle of unity fulfills a need for unity among those who are unified, serves by unifying.

There is a variety of patterns here. In some cases, the individual in authority is replaceable. In others, there is no such replaceability. In most of the cases I can think of there is in some important respect an equality between the one in authority and those falling under the authority—this is true even in the case of Christ's lordship over the Church, since Christ did indeed become one of us. But in all cases there is an asymmetry.

Here is an interesting case. The "standard view" among orthodox Catholic bioethicists (and I think among most pro-life bioethicists in general) is that:

  1. Humans begin to live significantly before their brains come into existence.
  2. Humans no longer live when their brains have ceased all function (though their souls continue to exist).
There is an apparent tension between these two claims. Claim (2) suggests that brains are central to our identity as living animals. Claim (1) suggests otherwise. But there is a way of seeing the rest of the human body as hierarchically subject to the brain that allows one to defend both (1) and (2). For there is a crucial difference between the state of the embryonic body prior to the brain's formation and the state of the adult body after the brain's destruction. In the embryonic case, there is a developmental striving for the production of a brain to be subject to. This is like a group that has come together to select a leader, and they are already unified by their disposition to be subject to the leader once selected. In the case of an adult all of whose brain function has ceased, even if there is heartbeat and respiration (say, because the news that the brain has ceased to function hasn't reached the rest of the body, or because of electrical stimulation), there is no striving towards the production of a brain to be subject to. This is like a bunch of people whose leader has died and where there is neither disposition nor obligation to select another: the social group has effectively been dissolved.

Thursday, December 23, 2010

Cognitivist normative and metaethical relativism

Cognitivist normative moral relativism is the thesis that for all x and A:
  1. x morally ought to A if and only if x believes that she[note 1] morally ought to A.
(Notice that one then has to drop "ought implies can".) Cognitivist normative moral relativism is a thesis at the normative level that tells us what, in fact, is obligatory.
Cognitivist metaethical moral relativism wants to add to (1) a parallel account of what it is to have a moral ought. I want to spend this post thinking about whether this can be done. The simplest attempt is:
  1. What it is for it to be the case that x morally ought to A is for x to believe that she morally ought to A.
But this is viciously circular, since "morally ought" appears on both sides of the definition.
But perhaps there is some way of redescribing the belief without mentioning its content. Maybe, for instance, there is some "pragmatic" account of what it is to believe that one morally ought to A in terms of patterns of emotion and behavior. But that threatens to become a non-cognitive account, and it is cognitivist moral relativism that we're looking at. (Maybe, though, one has a pragmatic account of all belief and cognition? If so, then maybe one can run this line.)
Or maybe there is some other "ought" that one can put in the definiens in (2). Perhaps, what it is for it to be the case that x morally ought to A is for x to believe that she simply ought to A, or for x to believe that she all things considered ought to A. Let's take the second option for definiteness—any similar proposal will have the same problem.
Then, the belief that one morally ought to A and the belief that one all things considered ought to A either are or are not the same belief. If they are the same belief, our modification of (2) remains circular, since "all things considered" is just a synonym for "morally". And if they are not the same belief, then we get an account that surely conflicts with (1). For if they are not the same belief, then someone could believe that she morally ought to A without believing that she ought all things considered to A. By the analogue of (2), it is not the case that she morally ought to A, and by the analogue of (1), it is the case that she morally ought to A.
So, it is difficult to come up with a cognitivist relativistic metaethical theory that neatly matches (1). One might give up on cognitivism, but then one needs to modify (1), since (1) commits one to beliefs about what one morally ought. The other move is to accept (1) but couple it with a non-relativistic metaethics. For instance, it is prima facie coherent to conjoin (1) with:
  1. What it is for x to morally ought to A is for God to command x to A.
If one wants one's normative ethics to hold necessarily, one should then say that necessarily God commands everybody who is capable of moral beliefs to do what they believe they ought to do and that he commands nothing that goes beyond that. Such a metaethically absolutist normative relativism is fairly coherent, but also not plausible. Why think that God commands this and nothing beyond this? Similarly with other views, like natural law or virtue ethics, that one can plug in metaethically. The resulting theory may be coherent, but it does not appear plausible.
But there is one version of the theory that is kind of interesting. Suppose that
  1. Necessarily, if God made persons other than himself, then out of a concern for their moral life he made them in such a way that they believe that they are morally omniscient, where x is morally omniscient provided that (x believes that she ought to A) if and only if x ought to A, and x knows that she ought to A if and only if x believes that she ought to A.
One could couple (4) with any metaethics compatible with theism, and then one gets (1) as a consequence. Of course, on its face, (4) appears pretty implausible when conjoined with a non-relativistic metaethics. There seems to be too much moral disagreement. To make (4) plausible on non-relativistic metaethics, one might have to combine (4) with a view on which people have all sorts of moral beliefs that they apparently don't know about. But notice that at this point we've departed quite far from the spirit of relativism.

Tuesday, December 21, 2010

Lunar eclipse


I stayed up to watch the lunar eclipse.  It was quite nice.  I took the kids out for the grand finale.

I also took a whole bunch of photos.  I'll be editing them a bit more and trying to write some script to align the frames better (and maybe even de-rotating?), but for now, here is the set.  The animation jumpy because I wasn't taking pictures all the time--some of the time I was indoors watching Starship Exeter.  I used a perl script and ImageMagick to animate the photos, using the exif time stamps and speeding up by a factor of 400.  Some of the shadows are odd--I've had trouble with shadows of clouds, branches and internal telescope structures.  I'll eventually try to clean up the photos and remove the bad ones.


I suppose one of the remarkable things about an eclipse is that one is used to astronomical views changing much more slowly.  The video covers a period of about an hour.

Monday, December 20, 2010

Repair and repentance

I love fixing things. I just fixed two keys on my phone, by scrubbing the contacts out with acetone on a toothpick. Since last night, I've also been trying to fix the WiFi on my PDA, by installing a software upgrade and running the battery out. On Saturday, I was repairing some of our furniture. There is a joy when something that once was broken is working again. And especially when it is working better than when it was new, e.g., because I can use a better glue (Titebond II) than what was probably used at the furniture factory.

This is a faint image of the joy of our Shepherd when he brings us back after we have strayed and not only restores us to the grace we had before the Fall, but raises us to something higher. The disanalogy is that all too often the stuff I fix is stuff that I broke (see the "Update" in the link), or that wasn't made right in the first place, while the creatures that God fixes are ones that he made right, but they freely broke themselves, or were broken by others that freely broke themselves. I am glad my possessions don't freely break. I'd be mad at them.

A moral argument for theism

  1. (Premise) Humans have intrinsic goods that do not reduce to pleasure.
  2. (Premise) If there are intrinsic proper functions in humans, probably God exists.
  3. (Premise) If there are no intrinsic proper functions in humans, either humans have no intrinsic goods or all intrinsic human goods reduce to pleasure.
  4. Therefore, probably God exists.
The first premise is the least controversial, but it, too, is controversial. Premise 2 requires a subsidiary argument. If God doesn't exist, then our only hope for an explanation of intrinsic proper functions in humans is evolutionary accounts of proper function. But evolutionary accounts of proper function all fail (see, for instance, this argument). Premise 3 is, I think, fairly plausible—except perhaps for pleasure and goods reducible to pleasure, any intrinsic human goods we can imagine (e.g., friendship, wisdom, etc.) are only good on the assumption that there is such a thing as the intrinsic proper function in a human. A lot more needs to be said about each premise, of course.

Notice that unlike other moral arguments for theism, this one does not necessarily lead to a divine command ethics. The analogue to divine command ethics would be a "designer's purpose" view of proper function. But I think that doesn't give intrinsic proper function.

Thursday, December 16, 2010

An argument against euthanasia

  1. (Premise) It is wrong to euthanize a patient who does not give valid consent for euthanasia.
  2. (Premise) Valid consent is not the expression of a mental state that constitutes an abnormal mental condition.
  3. (Premise) Suicidality is an abnormal mental condition.
  4. (Premise) Consent is not valid when it comes from external threats.
  5. (Premise) A resolve to die is an instance of suicidality, unless it comes from external threats.
  6. (Premise) Consent for euthanasia is the expression of a non-threat-motivated resolve to die, unless it comes from external threats.
  7. A patient either consents or does not consent to euthanasia. (Tautology)
  8. If a patient consents to euthanasia, the consent is not valid. (2-6)
  9. Therefore, no one gives valid consent for euthanasia. (7 and 8)
  10. Therefore, it is always wrong to euthanize a patient. (1 and 9)

Presumably, defenders of euthanasia will deny at least one of 3 and 5, thereby denying that all non-threat-motivated resolves to die are abnormal mental conditions.

But now take a paradigmatic case of a suicide. Jones is a disgraced lawyer. She has gambled her clients' money and lost, driving some of her clients to suicide, and has done all sorts of other spectacularly bad things. She now thinks that because of facts about her psychological make-up, she will never again be able to hold up her head in society given how infamous her case is. And so she attempts suicide. We think we should stop her and that she is in an abnormal mental condition. But is Jones' case significantly different from that of Smith who is facing unremitting physical pain and the alleged indignity of medical treatment for the rest of her life? Suppose Jones is right that given her psychological make-up and her social environment, the rest of her life will be full of psychological pain and social indignity (including jail, which is surely more undignified than just about any medical procedure). It seems that that if we think, as we should, that Jones' resolve to die is an abnormal suicidality, we should think the same thing about Smith.

Now, we might say this. Jones is only facing unremitting psychological pain because of an underlying psychological abnormality. Normal people bounce back, and so Jones is not normal. Be that as may be, this abnormal condition of Jones stands to Jones' motivation to die in exactly the same way that Smith's abnormal physical condition stands to Smith's motivation to die. Both of them have a condition that will almost certainly render the rest of their lives miserable. That in the one case the condition is psychological and in the other case it is physical surely makes little difference. Besides, the line between the psychological and physical is hard to draw (though for some purposes a rough-and-ready distinction is helpful). A crucial part of Smith's misery will be pain, and pain is a psychological phenomenon. (And surely it makes no difference whether Smith's pain is normal or abnormal.)

Of course, there is the difference that Smith hadn't done terrible things in the past, while Jones had. But we don't stop Jones from suicide primarily because she had done wicked deeds. We stop her because that's the thing to do when someone is suicidal. And we should likewise stop Smith from killing herself, and a fortiori not help her to do so.

Wednesday, December 15, 2010

Risk reduction policies

The following policy pattern is common.  There is a risky behavior which a portion of a target population engages in.  There is no consensus on the benefits of the behavior to the agent, but there is a consensus on one or more risks to the agent.  Two examples:
  • Teen sex: Non-marital teen sex, where the risks are non-marital teen pregnancy and STIs.
  • Driving: Transportation in motor vehicles that are not mass transit, where the risks are death and serious injury.
In both cases, some of us think that the activity is beneficial when one brackets the risks, while others think the activity is harmful.  But we all agree about the harmfulness of non-marital teen pregnancy, STIs, death and serious injury.

In such cases, it is common for a "risk-reduction" policy to be promoted.  What I shall (stipulatively) mean by that is a policy whose primary aim is to decrease the risk of the behavior to the agent rather than to decrease the incidence of the behavior.  For instance: condoms and sexual education not centered on the promotion of abstinence in the case of teen sex; seat-belts and anti-lock brakes in the case of driving.  I shall assume that it is uncontroversial that the policy does render the behavior less risky.  

One might initially think--and some people indeed do think this--that it is obvious, a no-brainer, that decreasing the risks of the behavior brings benefits.  There are risk-reduction policies that nobody opposes.  For instance, nobody opposes the development of safer brakes for cars.  But other risk-reduction policies, such as the promotion of condoms to teens, are opposed.  And sometimes they make the argument that the risk-reduction policy will promote the behavior in question, and hence it is not clear that the total social risk will decrease.  It is not uncommon for the supporters of the risk-reduction policy to think the policy's opponents "just don't care", are stupid, and/or are motivated by something other than concerns about the uncontroversial social risk (and indeed the last point is often the case).  For instance, when conservatives worry that the availability of contraception might increase teen pregnancy rates, they are thought to be crazy or dishonest.

I will show, however, that sometimes it makes perfect sense to oppose a risk-reduction policy on uncontroversial social-risk principles.  There are, in fact, cases where decreasing the risk involved in the behavior increases total social risk by increasing the incidence.  But there are also cases where decreasing the risk involved in the behavior decreases total social risk.  

On some rough but plausible assumptions, together with the assumption that the target population is decision-theoretic rational and knows the risks, there is a fairly simple rule.  In cases where a majority of the target population is currently engaging in the behavior, risk reduction policies do reduce total social risk.  But in cases where only a minority of the target population is currently engaging in the behavior, moderate reductions in the individual risk of the behavior increase total social risk, though of course great reductions in the individual risk of the behavior decrease total social risk (the limiting case is where one reduces the risk to zero).

Here is how we can see this.  Let r be the individual uncontroversial risk of the behavior.  Basically, r=ph, where p is the probability of the harm and h is the disutility of the harm (or a sum over several harms).  Then the total social risk, where one calculates only the harms to the agents themselves, is T(r)=Nr, where N is the number of agents engaging in the harmful behavior.  A risk reduction policy then decreases r, either by decreasing the probability p or by decreasing the harm h or both.  One might initially think that decreasing r will obviously decrease T(r), since T(r) is proportional to r.  But the problem is that N is also dependent on r: N=N(r).  Moreover, assuming the target population is decision-theoretic rational and assuming that the riskiness is not itself counted as a benefit (both assumptions are in general approximations), N(r) decreases as r increases, since fewer people will judge the behavior worthwhile the more risky it is.  Thus, T(r) is the product of two factors, N(r) and r, where the first factor decreases as r increases and the second factor increases as r increases.  

We can also say something about two boundary cases.  If r=0, then T(r)=0.  So reducing individual risk to zero is always a benefit with respect to total social risk.  Of course any given risk-reduction policy may also have some moral repercussions--but I am bracketing such considerations for the purposes if this analysis.  But here is another point.  Since presumably the perceived benefits of the risky behavior are finite, if we increases r to infinity, eventually the behavior will be so risky that it won't be worth it for anybody, and so N(r) will be zero for large r and hence T(r) will be zero for large r.  So, the total social risk is a function that is always non-negative (r and N(r) are always non-negative), and is zero at both ends.  Since for some values of r, T(r)>0, it follows that there must be ranges of values of r where T(r) decreases as r decreases and risk-reduction policies work, and other ranges of values of r where T(r) increases as r decreases and risk-reduction policies are counterproductive.

To say anything more precise, we need a model of the target population.  Here is my model.  The members of the population targeted by the proposed policy agree on the risks, but assign different expected benefits to the behavior, and these expected benefits do not depend on the risk.  Let b be the expected benefit that a particular member of the target population assigns to the activity.  We may suppose that b has a normal distribution with standard devision s around some mean B.  Then a particular agent engages in the behavior if and only if her value of b exceeds r (I am neglecting the boundary case where b=r, since given a normal distribution of b, this has zero probability).  Thus, N(r) equals the numbers of agents in the population whose values of b exceed r.  Since the values of b are normally distributed with pre-set mean and standard deviation, we can actually calculate N(r).  It equals (N/2)erfc((r-B)/s), where erfc is the complementary error function, and N is the population size.  Thus, N(r)=(rN/2)erfc((r-B)/s).

Let's plug in some numbers and do a graph.  Suppose that the individual expected benefit assigned to the behavior has a mean of 1 and a standard deviation of 1.  In this case, 84% of the target population thinks that when one brackets the uncontroversial risk, the behavior has a benefit, while 16% think that even apart from the risk, the behavior is not worthwhile.  I expect this is not such a bad model of teen attitudes towards sex in a fairly secular society.  Then let's graph T(r) (on the y-axis it's normalized by dividing by the total population count N--so it's the per capita risk in the target population) versus r (on the x-axis). (You can click on the graph to tweak the formula if interested.)

We can see some things from the graph.  Recall that the average benefit assigned to the activity is 1.  Thus, when the individual risk is 1, half of the target population thinks the benefit exceeds the risk and hence engages in the activity.  The graph peaks at r=0.95.  At that point one can check from the formula for N(r) that 53% of the target population will be engaging in the risky activity.

We can see from the graph that when the individual risk is between 0 and 0.95, then decreasing the risk r always decreases the total social risk T(r).  In other words we get the heuristic that when a majority (53% or more for my above numbers) of the members of the population are engaging in the risky behavior, we do not have to worry about increased social risk from a risk-reduction policy, assuming that the target population does not overestimate the effectiveness of the risk-reduction policy (remember that I assumed that the actual risk rate is known).

In particular, in the general American adult population, where most people drive, risk-reduction policies like seat-belts and anti-lock brakes are good.  This fits with common sense.

On the other hand, when the individual risk is between 0.95 and infinity, so that fewer than 53% of the target population is engaging in the risky behavior, a small decrease in the individual risk will increase T(r) by moving one closer to the peak, and hence will be counterproductive.

However, a large enough decrease in the individual risk will still put one on the left side of the peak, and hence could be productive.  But the decrease may have to be quite large.  For instance, suppose that the current individual risk is r=2.  In that case, 16% of the target population is engaging in the behavior (since r=2 is one standard-deviation away from the mean benefit assignment).  The per-capita social risk is then 0.16.  For a risk-reduction policy to be effective, it would then have to reduce the individual risk so that it is far enough to the left of the peak that the per-capita social risk is below 0.16.  Looking at the graph, we can see that this would require moving r from 2 to 0.18 or below.  In other words, we would need a policy that decreases individual risks by a factor of 11.

Thus, we get a heuristic.  For risky behavior that no more than half of the target population engages in, incremental risk-reduction (i.e., a small decrease in risk) increases the total social risk.  For risky behavior that no more than about 16% of the target population engages in, only a risk-reduction method that reduces individual risk by an order of magnitude will be worthwhile.

For comparison, condoms do not offer an 11-fold decrease in pregnancy rates.  The typical condom pregnancy rate in the first year of use is about 15%;  the typical no-contraceptive pregnancy rate is about 85%.  So condoms reduce the individual pregnancy risks only by a factor of about 6.

This has some practical consequences in the teen sex case.  Of unmarried 15-year-old teens, only 13% have had sex.  This means that risk-reduction policies aimed at 15-year-olds are almost certainly going to be counterproductive in respect of reducing risks, unless we have some way of decreasing the risks by a factor of more than 10, which we probably do not.  In that population, the effective thing to do is to focus on decreasing the incidence of the risky behavior rather than decreasing the risks of the behavior.

In higher age groups, the results may be different.  But even there, a one-size-fits-all policy is not optimal.  The sexual activity rates differ from subpopulation to subpopulation.  The effectiveness with regard to the reduction of social risk depends on details about the target population.  This suggests that the implementation of risk-reduction measures might be best assigned to those who know the individuals in question best, such as parents.

In summary, given my model:
  • When a majority of the target population engages in the risky behavior, both incremental and significant risk-reduction policies reduce total social risk.
  • When a minority of the target population engages in the risky behavior, incremental risk-reduction policies are counterproductive, but sufficiently effective non-incremental risk-reduction policies can be effective.
  • When a small minority--less than about 16%--engages in the risky behavior, only a risk-reduction policy that reduces the individual risk by an order of magnitude is going to be effective;  more moderately successful risk-reduction polices are counterproductive.

Principles of Alternate Possibilities and God

  1. (Premise) If x chooses A, then x chooses A over some alternative B such that x deliberated over both A and B.
  2. (Premise) A perfectly rational being does not deliberate over options he knows with certainty to be impossible for him to choose.
  3. (Premise) If x is an omniscient being, then x knows with certainty exactly which options it is impossible for him to choose.
  4. (Premise) God is omniscient and perfectly rational.
  5. Therefore, God knows with certainty exactly which options it is impossible for him to choose. (3 and 4)
  6. Therefore, God does not deliberate over any options that it is impossible for him to choose. (2 and 5)
  7. Therefore, if God chooses A, then God chooses A over some alternative B such that it was possible for God to choose B. (1 and 6)

Tuesday, December 14, 2010

Deterministic and probabilistic causation

Suppose that some random process C selects uniformly a random number in the interval [0,1]. Let C* be a process just like C, except that it can't select the number 1/2. Basically, C* works like this: a random number x in [0,1] is randomly picked with uniform distribution; if x is not 1/2, then the result of C* is x; if x = 1/2, then the result of C* is 1/4.

Then, for any (measurable) subset S of [0,1], under normal unfinked circumstances, the probability that C selects a number in S is equal to the probability that C* selects a number in S. (Proof: C and C* assign the same probability to any subset that does not contain either 1/2 or 1/4. But {1/2, 1/4} has probability zero, so C and C* assign the same probability to any (measurable) subset.)

This shows that numeric probability values fail to characterize all there is to be said about probabilistic causation. In addition to the probability distribution, we need something else that we might call the "range" of the probabilistic causation. C has a larger range than C*: C can pick out 1/2, but C* can't. And just as we shouldn't try to define the probabilistic strength of causation in terms of conditional probabilities, as that can be finked, we also shouldn't try to define the range of the probabilistic causation in modal terms (tempting suggestion: in C's range we put all the events that it's logically possible for C to cause given the laws; this fails as God can miraculously make C cause something outside its range).

The range of probabilistic causation is relative to a partition of logically possible relevant states. Thus, relative to the partition { [0,1/2], (1/2,1], everything else }, C and C* have the same range, namely { [0,1/2], (1/2,1] }. On the other hand, relative to the partition { {1/2}, [0,1/2), (1/2,1], everything else }, the range of C is { {1/2}, [0,1/2), (1/2,1] } while the range of C* is { [0,1/2), (1/2,1] }.

This also solves the following little puzzle: Here's a game. Suppose you pick a number, and then the process C (just as above) picks a number, and you get hurt iff C picks the same number as you did, and otherwise you get a dollar. Sam picks 0.14159. Jane picks 2. Obviously Jane did the safer thing, even though her probability of getting hurt is zero, which is the same as Sam's. Puzzle: Why? Answer: Because {0.14159} is in the range of C relative to the partition given by all the real numbers, while 2 isn't in the range.

We can now define deterministic causation: C deterministically causes E iff C probabilistically causes E and the range of C relative to the partition { E, ~E } is { E }.

Interesting fact: if C is a probabilistic cause, and R is the range of C, then the union (or disjunction, if you will) of all the events in R is something that C deterministically causes. Therefore, in any normal situation where there is probabilistic causation, there is also deterministic causation.