Was Holmes a Bayesian?

Not that Holmes. This one. In our previous blog post (11/14/14), we promised to explain why our defense of Bayesian methods is relevant to law. After all, how is probability theory generally or any of the foregoing specifically — i.e. Hájek’s analysis of the reference class problem, his critique of radical subjectivism, and our critique of Hájek’s critique — relevant to law? In short, probability theory, Hájek’s paper, and our critique of Hájek are relevant to law in many ways.

Consider, for example, the close relation between the reference class problem and legal reasoning, especially the doctrine of binding precedent and the legal principle that “like cases should be treated alike.” A general principle in common law legal systems is that similar cases should be decided the same way so as to give similar and predictable outcomes, and the doctrine of precedent is the mechanism by which this goal is attained. A precedent is thus a principle or rule established in a previous legal case that is binding on a court or other tribunal when deciding subsequent cases with similar issues or facts.

But in order to determine whether the facts of one case are substantially similar to those in a previous case, we must engage in reasoning by analogy, and the reference class problem infects legal reasoning or reasoning by analogy because no two cases or sets of cases will be identical in all their particulars. In other words, if we are asked to determine whether case A is similar to case B, we must first determine whether case A and case B are in the same reference class. The problem, however, is that any given case may be incorporated in many possible reference classes. Continue reading

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A critique of Hájek’s critique of “radical subjectivism”

Alan Hájek delivers a devastating blow against frequentism and other theories of probability in his influential 2007 paper “The reference class problem is your problem too.” In brief, when a hypothesis H or proposition P can be classified in various ways, and when the probability of H or P varies depending on how it is classified, the reference class problem has reared its ugly head. For his part, Hájek defines the reference class problem formally as follows:

“[A hypothesis H or proposition P] may be classified as belonging to set S1, or to set S2, and so on. Qua member of S1, its probability is p1; qua member of S2, its probability is p2, where p1 ≠ p2; and so on. And perhaps qua member of some other set, its probability does not exist at all” (Hájek, 2007, p. 565).

In his reference-class paper, Hájek carefully and lucidly explains why frequentism and other leading interpretations of probability — all theories of probability, that is, except for “radical subjectivism” or pure Bayesian probability — are contaminated by the reference class problem (ibid., pp. 566-580). Nevertheless, although subjectivism is immune from the reference class problem, Hájek attempts to discredit Bayesian methods. His critique of subjectivism, in summary, is that it is atheoretical — it is a “no-theory theory of probability” (ibid., p. 577). According to Hájek, “no-theory theories of probability” are apparently bad because they “leave quite obscure why probability should function as a guide to life, a suitable basis for rational inference and action” (ibid., p. 564). But why is radical subjectivism a “no-theory theory of probability” in Hájek view? Because, according to Hájek, radical subjectivists are, well, too subjective! Continue reading

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Comet landing

The European Space Agency has soft-landed its Philae spacecraft on the surface of Comet 67P/Churyumov–Gerasimenko. The signal from outer space confirming the successful touchdown arrived on Earth at 16:03 GMT (17:03 CET). (By the way, where were you when this historic event happened?)

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Why vote?

Pay especially close attention to Congressional District #12. (Click on the map above for a larger version.) In addition, check out this damning map of “Gerrymander index scores” across the U.S. (Hat tip to rhiever for the pointer.) Why do people still vote when voting districts are so blatantly manipulated by legislators to rig the outcome of elections ahead of time? How does Congress get away with this?

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NBA data sets

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Happy Singles’ Day!

Today (11.11) is Singles’ Day (光棍节), an anti-Valentine’s Day holiday celebrated in China in honor of all bachelors and bachelorettes. Moreover, according to this report by Hayley Peterson, China’s Singles’ Day is also the world’s biggest online shopping day of the year! In the words of Ms Peterson, “Sales on Singles’ Day last year for Alibaba totaled $5.8 billion, up from $3.1 billion the previous year. By comparison, American consumers spent a total of $2.9 billion last year on Black Friday and Cyber Monday combined, the largest online sales days in the U.S.” So, why don’t capitalist Americans (North and South) celebrate our own version of Singles’ Day?

Singles DayBuy something!

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Testing the test

This semester (Fall 2014), we have been teaching two graduate sections of “Law & Ethics.” This is a broad survey course, and in addition to the close relation between law and ethics and the poker-like decision of whether one should settle or go to trial, my students and I have spent considerable time studying several sources of legal liability, including torts, contracts, intellectual property, agency, and antitrust. Given the broad nature of “Law & Ethics,” what would an ideal final exam look like in terms of format, design, etc.?

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College football map (circa 1938)

Click on the map above for a better look. Hat tip to Tarene for finding this beautiful map.

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Is Google a monopoly?

To be more precise, is Google a coercive or innocent monopoly under Section 2 of the Sherman Antitrust Act. (Click on the image above for a better look of search engine market shares. Also, for what it’s worth, the folks at Google say no, since “competition is a click away.”) Section 2 of the Sherman Act requires monopoly power in the relevant market and a willful act. So, in Google’s case, what is the relevant market? The entire world? And what willful acts, if any, has Google committed to achieve its global dominance in the market for search engines? Is this evidence of a willful act? What about this? Addendum (Nov. 22): The European Parliament appears to think so.

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Street art

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