## Multiple ways of understanding

In his wonderful On Proof and Progress in Mathematics, Thurston begins his second section “How do people understand mathematics?” as follows:

This is a very hard question. Understanding is an individual and internal matter that is hard to be fully aware of, hard to understand and often hard to communicate. We can only touch on it lightly here.

People have very different ways of understanding particular pieces of mathematics. To illustrate this, it is best to take an example that practicing mathematicians understand in multiple ways, but that we see our students struggling with. The derivative of a function fits well. The derivative can be thought of as:

- Infinitesimal: the ratio of the infinitesimal change in the value of a function to the infinitesimal change in a function.
- Symbolic: the derivative of is , the derivative of is , the derivative of is ,
etc.- Logical: if and only if for every there is a such that when
- Geometric: the derivative is the slope of a line tangent to the graph of the function, if the graph has a tangent.
- Rate: the instantaneous speed of , when is time.
- Approximation: The derivative of a function is the best linear approximation to the function near a point.
- Microscopic: The derivative of a function is the limit of what you get by looking at it under a microscope of higher and higher power.
This is a list of different ways of

thinking about or conceiving ofthe derivative, rather than a list of differentlogical definitions. Unless great efforts are made to maintain the tone and flavor of the original human insights, the differences start to evaporate as soon as the mental concepts are translated into precise, formal and explicit definitions.I can remember absorbing each of these concepts as something new and interesting, and spending a good deal of mental time and effort digesting and practicing with each, reconciling it with the others. I also remember coming back to revisit these different concepts later with added meaning and understanding.

The list continues; there is no reason for it ever to stop. A sample entry further down the list may help illustrate this. We may think we know all there is to say about a certain subject, but new insights are around the corner. Furthermore, one person’s clear mental image is another person’s intimidation:

- The derivative of a real-valued function in a domain is the Lagrangian section of the cotangent bundle that gives the connection form for the unique flat connection on the trivial -bundle for which the graph of is parallel.
These differences are not just a curiosity. Human thinking and understanding do not work on a single track, like a computer with a single central processing unit. Our brains and minds seem to be organized into a variety of separate, powerful facilities. These facilities work together loosely, “talking” to each other at high levels rather than at low levels of organization.

This has been extended on the MathOverflow question Different ways of thinking about the derivative where you can find even more ways of thinking about the derivative. (Two of the interesting pointers are to this discussion on the n-Category Café, and to the book Calculus Unlimited by Marsden and Weinstein, which does calculus using a “method of exhaustion” that does not involve limits. (Its definition of the derivative is also mentioned at the earlier link, as *that notion of the derivative closest to [the idea of Eudoxus and Archimedes] of “the tangent line touches the curve, and in the space between the line and the curve, no other straight line can be interposed”, or “the line which touches the curve only once”* — this counts as another important way of thinking about the derivative.)

It has also been best extended by Terence Tao, who in an October 2009 blog post on Grothendieck’s definition of a group gave several ways of thinking about a group:

In his wonderful article “On proof and progress in mathematics“, Bill Thurston describes (among many other topics) how one’s understanding of given concept in mathematics (such as that of the derivative) can be vastly enriched by viewing it simultaneously from many subtly different perspectives; in the case of the derivative, he gives seven standard such perspectives (infinitesimal, symbolic, logical, geometric, rate, approximation, microscopic) and then mentions a much later perspective in the sequence (as describing a flat connection for a graph).

One can of course do something similar for many other fundamental notions in mathematics. For instance, the notion of a group can be thought of in a number of (closely related) ways, such as the following:

- Motivating examples: A group is an abstraction of the operations of addition/subtraction or multiplication/division in arithmetic or linear algebra, or of composition/inversion of transformations.
- Universal algebraic: A group is a set with an identity element , a unary inverse operation , and a binary multiplication operation obeying the relations (or axioms) , , for all .
- Symmetric: A group is all the ways in which one can transform a space to itself while preserving some object or structure on this space.
- Representation theoretic: A group is identifiable with a collection of transformations on a space which is closed under composition and inverse, and contains the identity transformation.
- Presentation theoretic: A group can be generated by a collection of generators subject to some number of relations.
- Topological: A group is the fundamental group of a connected topological space .
- Dynamic: A group represents the passage of time (or of some other variable(s) of motion or action) on a (reversible) dynamical system.
- Category theoretic: A group is a category with one object, in which all morphisms have inverses.
- Quantum: A group is the classical limit of a quantum group.
etc.

One can view a large part of group theory (and related subjects, such as representation theory) as exploring the interconnections between various of these perspectives. As one’s understanding of the subject matures, many of these formerly distinct perspectives slowly merge into a single unified perspective.From a recent talk by Ezra Getzler, I learned a more sophisticated perspective on a group, somewhat analogous to Thurston’s example of a sophisticated perspective on a derivative (and coincidentally, flat connections play a central role in both):

- Sheaf theoretic: A group is identifiable with a (set-valued) sheaf on the category of simplicial complexes such that the morphisms associated to collapses of -simplices are bijective for (and merely surjective for ).

The rest of the post elaborates on this understanding.

Again in a Google Buzz post on Jun 9, 2010, Tao posted the following:

Bill Thurston’s “On proof and progress in mathematics” has many nice observations about the nature and practice of modern mathematics. One of them is that for any fundamental concept in mathematics, there is usually no “best” way to define or think about that concept, but instead there is often a family of interrelated and overlapping, but distinct, perspectives on that concept, each of which conveying its own useful intuition and generalisations; often, the combination of all of these perspectives is far greater than the sum of the parts. Thurston illustrates this with the concept of differentiation, to which he lists seven basic perspectives and one more advanced perspective, and hints at dozens more.

But even the most basic of mathematical concepts admit this multiplicity of interpretation and perspective. Consider for instance the operation of addition, that takes two numbers x and y and forms their sum x+y. There are many such ways to interpret this operation:

1. (Disjoint union) x+y is the “size” of the disjoint union X u Y of an object X of size x, and an object Y of size y. (Size is, of course, another concept with many different interpretations: cardinality, volume, mass, length, measure, etc.)

2. (Concatenation) x+y is the size of the object formed by concatenating an object X of size x with an object Y of size y (or by appending Y to X).

3. (Iteration) x+y is formed from x by incrementing it y times.

4. (Superposition) x+y is the “strength” of the superposition of a force (or field, intensity, etc.) of strength x with a force of strength y.

5. (Translation action) x+y is the translation of x by y.

5a. (Translation representation) x+y is the amount of translation or displacement incurred by composing a translation by x with a translation by y.

6. (Algebraic) + is a binary operation on numbers that give it the structure of an additive group (or monoid), with 0 being the additive identity and 1 being the generator of the natural numbers or integers.

7. (Logical) +, when combined with the other basic arithmetic operations, are a family of structures on numbers that obey a set of axioms such as the Peano axioms.

8. (Algorithmic) x+y is the output of the long addition algorithm that takes x and y as input.

9. etc.

These perspectives are all closely related to each other; this is why we are willing to give them all the common name of “addition”, and the common symbol of “+”. Nevertheless there are some slight differences between each perspective. For instance, addition of cardinals is based on perspective 1, while addition of ordinals is based on perspective 2. This distinction becomes apparent once one considers infinite cardinals or ordinals: for instance, in cardinal arithmetic, aleph_0 = 1+ aleph_0 = aleph_0 + 1 = aleph_0 + aleph_0, whereas in ordinal arithmetic, omega = 1+omega < omega+1 < omega + omega.

Transitioning from one perspective to another is often a necessary first conceptual step when the time comes to generalise the concept. As a child, addition of natural numbers is usually taught initially by using perspective 1 or 3, but to generalise to addition of integers, one must first switch to a perspective such as 4, 5, or 5a; similar conceptual shifts are needed when one then turns to addition of rationals, real numbers, complex numbers, residue classes, functions, matrices, elements of abstract additive groups, nonstandard number systems, etc. Eventually, one internalises all of the perspectives (and their inter-relationships) simultaneously, and then becomes comfortable with the addition concept in a very broad set of contexts; but it can be more of a struggle to do so when one has grasped only a subset of the possible ways of thinking about addition.

In many situations, the various perspectives of a concept are either completely equivalent to each other, or close enough to equivalent that one can safely “abuse notation” by identifying them together. But occasionally, one of the equivalences breaks down, and then it becomes useful to maintain a careful distinction between two perspectives that are almost, but not quite, compatible. Consider for instance the following ways of interpreting the operation of exponentiation x^y of two numbers x, y:

1. (Combinatorial) x^y is the number of ways to make y independent choices, each of which chooses from x alternatives.

2. (Set theoretic) x^y is the size of the space of functions from a set Y of size y to a set X of size x.

3. (Geometric) x^y is the volume (or measure) of a y-dimensional cube (or hypercube) whose sidelength is x.

4. (Iteration) x^y is the operation of starting at 1 and multiplying by x y times.

5. (Homomorphism) y → x^y is the continuous homomorphism from the domain of y (with the additive group structure) to the range of x^y (with the multiplicative structure) that maps 1 to x.

6. (Algebraic) ^ is the operation that obeys the laws of exponentiation in algebra.

7. (Log-exponential) x^y is exp( y log x ). (This raises the question of how to interpret exp and log, and again there are multiple perspectives for each…)

8. (Complex-analytic) Complex exponentiation is the analytic continuation of real exponentiation.

9. (Computational) x^y is whatever my calculator or computer outputs when it is asked to evaluate x^y.

10. etc.

Again, these interpretations are usually compatible with each other, but there are some key exceptions. For instance, the quantity 0^0 would be equal to zero [

ed: I think this should be one —S] using some of these interpretations, but would be undefined in others. The quantity 4^{1/2} would be equal to 2 in some interpretations, be undefined in others, and be equal to the multivalued expression +-2 (or to depend on a choice of branch) in yet further interpretations. And quantities such as i^i are sufficiently problematic that it is usually best to try to avoid exponentiation of one arbitrary complex number by another arbitrary complex number unless one knows exactly what one is doing. In such situations, it is best not to think about a single, one-size-fits-all notion of a concept such as exponentiation, but instead be aware of the context one is in (e.g. is one raising a complex number to an integer power? A positive real to a complex power? A complex number to a fractional power? etc.) and to know which interpretations are most natural for that context, as this will help protect against making errors when manipulating expressions involving exponentiation.It is also quite instructive to build one’s own list of interpretations for various basic concepts, analogously to those above (or Thurston’s example). Some good examples of concepts to try this on include “multiplication”, “integration”, “function”, “measure”, “solution”, “space”, “size”, “distance”, “curvature”, “number”, “convergence”, “probability” or “smoothness”. See also my blog post below in which the concept of a “group” is considered.

I plan to collect more such “different ways of thinking about the same (mathematical) thing” in this post, as I encounter them.

## The Pandit (काशीविद्यासुधानिधिः)

**The Pandit (काशीविद्यासुधानिधिः)**

*A Monthly Journal, of the Benares College, devoted to Sanskrit Literature*

This was a journal that ran from 1866 to 1920, and some issues are available online. “The Benares College” in its title is what was the first college in the city (established 1791), later renamed the Government Sanskrit College, Varanasi, and now the Sampurnanand Sanskrit University.

There are some interesting things in there. From a cursory look, it’s mainly editions of Sanskrit works (Kavya, Mimamsa, Sankhya, Nyaya, Vedanta, Vyakarana, etc.) and translations of some, along with the occasional harsh review of a recent work (printed anonymously of course), but also contains, among other things, (partial?) translations into Sanskrit of John Locke’s *An Essay Concerning Human Understanding* and Bishop Berkeley’s *A Treatise Concerning the Principles of Human Knowledge.* Also some hilarious (and quite valid) complaints about miscommunication between English Orientalists and traditional pandits, with their different education systems and different notions of what topics are simple and what are advanced.

The journal’s motto:

श्रीमद्विजयिनीदेवीपाठशालोदयोदितः । प्राच्यप्रतीच्यवाक्पूर्वापरपक्षद्वयान्वितः ॥

अङ्करश्मिः स्फुटयतु काशीविद्यासुधानिधिः । प्राचीनार्यजनप्रज्ञाविलासकुमुदोत्करान् ॥

The metadata is terrible: there’s only an index of sorts at the end of the whole volume; each issue of the journal carries no table of contents (or if it did, they have been ripped out when binding each (June to May) year’s issues into volumes). Authorship information is scarce. Some translations have been abandoned. (I arrived at this journal looking at Volume 9 where an English translation of Kedārabhaṭṭa’s *Vṛtta-ratnākara* is begun, carried into three chapters (published in alternate issues), left with a “to be continued” as usual, except there’s no mention of it in succeeding issues.) Still, a lot of interesting stuff in there.

Among the British contributors/editors of the journal were Ralph T. H. Griffith (who translated the Ramayana into English verse: there are advertisements for the translation in these volumes) and James R. Ballantyne (previously encountered as the author of *Iṅglaṇḍīya-bhāṣā-vyākaraṇam* a book on English grammar written in Sanskrit: he seems to have also been an ardent promoter of Christianity, but also an enthusiastic worker for more dialogue between the pandits and the Western scholars), each of whom served as the principal of the college. (Later principals of the college include Ganganath Jha and Gopinath Kaviraj.) Among the Indian contributors to the journal are Vitthala Shastri, who in 1852 appears to have written a Sanskrit commentary on Francis Bacon’s _Novum Organum,_ (I think it’s this, but see also the preface of this book for context) Bapudeva Sastri, and others: probably the contributors were all faculty of the college; consider the 1853 list of faculty here (Also note the relative salaries!)

Had previously encountered a mention of this magazine in this book (post).

The issues I could find—and I searched quite thoroughly I think—are below. Preferably, someone needs to download from Google Books and re-upload to the Internet Archive, as books on Google Books have an occasional tendency to disappear (or get locked US-only).

https://books.google.com/books?id=Z71EAAAAcAAJ 1866 Vol 1 (1 – 12)

https://books.google.com/books?id=ESgJAAAAQAAJ 1866 vol 1 (1 – 12)

https://books.google.com/books?id=Sr8IAAAAQAAJ 1866 Vol 1 (1 – 12)

https://books.google.com/books?id=JAspAAAAYAAJ 1866 vol 1-3 (1 – 36)

https://books.google.com/books?id=Y78IAAAAQAAJ 1867 Vol 2 (13 – 24)

https://books.google.com/books?id=JigJAAAAQAAJ 1867 Vol 2 (13 – 24)

https://books.google.com/books?id=cL1EAAAAcAAJ 1867 Vol 2 (13 – 24)

https://books.google.com/books?id=g78IAAAAQAAJ 1868 Vol 3 (25 – 36)

https://books.google.com/books?id=eL1EAAAAcAAJ 1868 Vol 3 (25 – 36)

https://books.google.com/books?id=OSgJAAAAQAAJ 1868 Vol 3 (25 – 36)

https://books.google.com/books?id=m78IAAAAQAAJ 1869 vol 4 (37 – 48)

https://books.google.com/books?id=WygJAAAAQAAJ 1869 Vol 4 (37 – 48)

https://books.google.com/books?id=g71EAAAAcAAJ 1869 vol 4 (37 – 48)

https://books.google.com/books?id=vr8IAAAAQAAJ 1870 vol 5 (49 – 60)

https://books.google.com/books?id=eCgJAAAAQAAJ 1870 vol 5 (49 – 60)

https://books.google.com/books?id=24dSAAAAcAAJ 1870 vol 5 (49 – 60)

https://books.google.com/books?id=0b8IAAAAQAAJ 1871 Vol 6 (61 – 72)

https://books.google.com/books?id=nigJAAAAQAAJ 1871 vol 6 (61 – 72)

https://books.google.com/books?id=5YdSAAAAcAAJ 1871 vol 6 (61 – 72)

https://books.google.com/books?id=878IAAAAQAAJ 1872 Vol 7 (73 – 84)

https://books.google.com/books?id=uCgJAAAAQAAJ 1872 Vol 7 (73 – 84)

https://books.google.com/books?id=TrZUAAAAcAAJ 1872 vol 7 (73 – 84)

https://books.google.com/books?id=6ygJAAAAQAAJ 1873 vol 8 (85 – 96)

https://books.google.com/books?id=ASkJAAAAQAAJ 1874 vol 9 (97 – 108)

https://books.google.com/books?id=KMAIAAAAQAAJ 1874 vol 9 (97 – 108)

https://books.google.com/books?id=ICkJAAAAQAAJ 1875 Vol 10 (109 – 120)

https://books.google.com/books?id=CcAIAAAAQAAJ 1875 vol 10 (109 – 120)

[New series]

https://books.google.com/books?id=jHxFAQAAIAAJ 1876 vol 1

https://books.google.com/books?id=A_lSAAAAYAAJ 1877 vol 2

https://books.google.com/books?id=M31FAQAAIAAJ 1877 vol 2

https://books.google.com/books?id=ZQspAAAAYAAJ 1877 vol 2

https://books.google.com/books?id=rgspAAAAYAAJ 1879 vol 3

https://books.google.com/books?id=w31FAQAAIAAJ 1879 vol 3

https://books.google.com/books?id=EA0pAAAAYAAJ 1882 Vol 4

https://books.google.com/books?id=Pn5FAQAAIAAJ 1882 vol 4

https://books.google.com/books?id=gzoJAAAAQAAJ 1882 vol 4

https://books.google.com/books?id=XA0pAAAAYAAJ 1883 Vol 5

https://books.google.com/books?id=jikJAAAAQAAJ 1883 Vol 5

https://books.google.com/books?id=3X5FAQAAIAAJ 1883 vol 5

https://books.google.com/books?id=zSkJAAAAQAAJ 1884 vol 6

https://books.google.com/books?id=vQ0pAAAAYAAJ 1885 vol 7

https://books.google.com/books?id=Oi8JAAAAQAAJ 1885 vol 7

https://books.google.com/books?id=FQ4pAAAAYAAJ 1886 Vol 8

https://books.google.com/books?id=JwopAAAAYAAJ 1887 vol 9

https://books.google.com/books?id=fQ4pAAAAYAAJ 1888 Vol 10

https://books.google.com/books?id=gAopAAAAYAAJ 1890 vol 12

https://books.google.com/books?id=2wopAAAAYAAJ 1891 vol 13

https://books.google.com/books?id=LwspAAAAYAAJ 1892 vol 14

https://books.google.com/books?id=pAspAAAAYAAJ 1895 Vol 17

https://books.google.com/books?id=wdc9AQAAMAAJ 1895 vol 17

https://books.google.com/books?id=BAwpAAAAYAAJ 1896 Vol 18

https://books.google.com/books?id=UwwpAAAAYAAJ 1897 vol 19

https://books.google.com/books?id=1wwpAAAAYAAJ 1898 Vol 20

https://books.google.com/books?id=1g0pAAAAYAAJ 1899 Vol 21

https://books.google.com/books?id=iBNAAQAAMAAJ 1899 Vol 21

https://books.google.com/books?id=Xg4pAAAAYAAJ 1900 Vol 22

https://books.google.com/books?id=MhApAAAAYAAJ 1901 Vol 23

https://books.google.com/books?id=4w4pAAAAYAAJ 1902 Vol 24

https://books.google.com/books?id=Tw8pAAAAYAAJ 1904 Vol 25

https://books.google.com/books?id=vw8pAAAAYAAJ 1905 Vol 27

https://books.google.com/books?id=iBApAAAAYAAJ 1907 vol 29

https://books.google.com/books?id=bQ0pAAAAYAAJ 1908 Vol 30

https://books.google.com/books?id=Bv1SAAAAYAAJ 1908 Vol 30

https://books.google.com/books?id=LNA9AQAAMAAJ 1911 Vol 33 Snippet View

https://books.google.com/books?id=ctA9AQAAMAAJ 1912 Vol 34 Snippet View

https://books.google.com/books?id=3dA9AQAAMAAJ 1913 Vol 35 Snippet View

https://books.google.com/books?id=a9E9AQAAMAAJ 1916 Vol 38 Snippet View

https://books.google.com/books?id=N9E9AQAAMAAJ 1916 Vol 37 Snippet View

## The same in every country

(TODO: Learn and elaborate more on their respective histories and goals.)

The formula

(reminded via this post), a special case at of

was found by Leibniz in 1673, while he was trying to find the area (“quadrature”) of a circle, and he had as prior work the ideas of Pascal on infinitesimal triangles, and that of Mercator on the area of the hyperbola with its infinite series for . This was Leibniz’s first big mathematical work, before his more general ideas on calculus.

Leibniz did not know that this series had already been discovered earlier in 1671 by the short-lived mathematician James Gregory in Scotland. Gregory too had encountered Mercator’s infinite series , and was working on different goals: he was trying to invert logarithmic and trigonometric functions.

Neither of them knew that the series had already been found two centuries earlier by Mādhava (1340–1425) in India (as known through the quotations of Nīlakaṇṭha c.1500), working in a completely different mathematical culture whose goals and practices were very different. The logarithm function doesn’t seem to have been known, let alone an infinite series for it, though a calculus of finite differences for interpolation for trigonometric functions seems to have been ahead of Europe by centuries (starting all the way back with Āryabhaṭa in c. 500 and more clearly stated by Bhāskara II in 1150). Using a different approach (based on the arc of a circle) and geometric series and sums-of-powers, Mādhava (or the mathematicians of the Kerala tradition) arrived at the same formula.

[The above is based on *The Discovery of the Series Formula for π by Leibniz, Gregory and Nilakantha* by Ranjay Roy (1991).]

This startling universality of mathematics across different cultures is what David Mumford remarks on, in *Why I am a Platonist*:

As Littlewood said to Hardy, the Greek mathematicians spoke a language modern mathematicians can understand, they were not clever schoolboys but were “fellows of a different college”. They were working and thinking the same way as Hardy and Littlewood. There is nothing whatsoever that needs to be adjusted to compensate for their living in a different time and place, in a different culture, with a different language and education from us. We are all understanding the same abstract mathematical set of ideas and seeing the same relationships.

The same thought was also expressed by *Mean Girls*:

## The generating function for Smirnov words (or: time until k consecutive results are the same)

**1. Alphabet **

Suppose we have an alphabet of size . Its generating function (using the variable to mark length) is simply , as contains elements of length each.

**2. Words **

Let denote the class of all words over the alphabet . There are many ways to find the generating function for .

** 2.1. **

We have

so its generating function is

** 2.2. **

To put it differently, in the symbolic framework, we have , so the generating function for is

** 2.3. **

We could have arrived at this with direct counting: the number of words of length is as there are choices for each of the letters, so the generating function is

**3. Smirnov words **

Next, let denote the class of Smirnov words over the alphabet , defined as words in which no two consecutive letters are identical. (That is, words in which for all , and for any .) Again, we can find the generating function for in different ways.

** 3.1. **

For any word in , by “collapsing” all runs of each letter, we get a Smirnov word. To put it differently, any word in can be obtained from a Smirnov word by “expanding” each letter into a nonempty sequence of that letter. This observation (see *Analytic Combinatorics*, pp. 204–205) lets us relate the generating functions of and as

which implicitly gives the generating function : we have

** 3.2. **

Alternatively, consider in an arbitrary word the first occurrence of a pair of repeated letters. Either this doesn’t happen at all (the word is a Smirnov word), or else, if it happens at position so that , then the part of the word up to position is a nonempty Smirnov word, the letter at position is the same as the previous letter, and everything after is an arbitrary word. This gives

or in terms of generating functions

giving

** 3.3. **

A minor variant is to again pick an arbitrary word and consider its first pair of repeated letters, happening (if it does) at positions and , but this time consider the prefix up to : either it is empty, or the pair of letters is different from the last letter of the prefix, giving us the decomposition

and corresponding generating function

so

which is the same as before after we cancel the factors.

** 3.4. **

We could have arrived at this result with direct counting. For , for a Smirnov word of length , we have choices for the first letter, and for each of the other letters, as they must not be the same as the previous letter, we have choices. This gives the number of Smirnov words of length as for , and so the generating function for Smirnov words is

again giving

**4. Words with bounded runs **

We can now generalize. Let denote the class of words in which no letter occurs more than times consecutively. (.) We can find the generating function for .

** 4.1. **

To get a word in we can take a Smirnov word and replace each letter with a nonempty sequence of up to occurrences of that letter. This gives:

so

** 4.2. **

Pick any arbitrary word, and consider its first occurrence of a run of letters. Either such a run does not exist (which means the word we picked is in ), or it occurs right at the beginning ( possibilities, one for each letter in the alphabet), or, if it occurs starting at position , then the part of the word up to position (the “prefix”) is a nonempty Smirnov word, positions to are occurrences of any of the letters other than the last letter of the prefix, and what follows is an arbitrary word. This gives

or in terms of generating functions

so

giving

** 4.3. **

Arriving at this via direct counting seems hard.

**5. Words that stop at a long run **

Now consider words in which we “stop” as soon we see consecutive identical letters. Let the class of such words be denoted (not writing to keep the notation simple). As before, we can find its generating function in multiple ways.

** 5.1. **

We get any word in by either immediately seeing a run of length and stopping, or by starting with a nonempty prefix in , and then stopping with a run of identical letters different from the last letter of the prefix. Thus we have

and

which gives

** 5.2. **

Alternatively, we can decompose any word by looking for its first run of identical letters. Either it doesn’t occur at all (the word we picked is in , or the part of the word until the end of the run belongs to and the rest is an arbitrary word, so

and

so

**6. Probability **

Finally we arrive at the motivation: suppose we keep appending a random letter from the alphabet, until we encounter the same letter times consecutively. What can we say about the length of the word thus generated? As all sequences of letters are equally likely, the probability of seeing any string of length is . So in the above generating function , the probability of our word having length is , and the probability generating function is therefore . This can be got by replacing with in the expression for : we have

In principle, this probability generating function tells us everything about the distribution of the length of the word. For example, its expected length is

(See this question on Quora for other powerful ways of finding this expected value directly.)

We can also find its variance, as

This variance is really too large to be useful, so what we would really like, is the shape of the distribution… to be continued.

## Converting a data URL (aka data URI) to an image on the commandline (Mac OS X)

This is trivial, but was awfully hard to find via Google Search. Eventually had to give up and actually think about it. :-)

So, a data-URI looks something like the following:

data:image/png;base64,[and a stream of base64 characters here]

The part after the comma is literally the contents of the file (image or whatever), encoded in base64, so all you need to do is run `base64 --decode` on that part.

For example, with the whole data URL copied to the clipboard, I can do:

pbpaste | sed -e 's#data:image/png;base64,##' | base64 --decode > out.png

to get it into a png file.

## Using Stellarium to make an animation / video

(I don’t have a solution yet.)

I just wanted to show what the sky looks like over the course of a week.

On a Mac with Stellarium installed, I ran the following

/Applications/Stellarium.app/Contents/MacOS/stellarium --startup-script stellarium.ssc

with the following `stellarium.ssc`

:

// -*- mode: javascript -*- core.clear('natural'); // "atmosphere, landscape, no lines, labels or markers" core.wait(5); core.setObserverLocation('Ujjain, India'); core.setDate('1986-08-15T05:30:00', 'utc'); core.wait(5); for (var i = 0; i < 2 * 24 * 7; i += 1) { core.setDate('+30 minutes'); core.wait(0.5); core.screenshot('uj'); core.wait(0.5); } core.wait(10); core.quitStellarium();

It took a while (some 10–15 minutes) and created those 336 images in `~/Pictures/Stellarium/uj*`

, occupying a total size of about 550 MB. This seems a start, but Imagemagick etc. seem to choke on creating a GIF from such large data.

Giving up for now; would like to come back in future and figure out something better, that results in a smaller GIF.

## Science

Is hard.

Just dumping some links here for now:

Feynman on “cargo cult science”: http://www.lhup.edu/~DSIMANEK/cargocul.htm

Feynman on “what is science”: http://www.fotuva.org/feynman/what_is_science.html

Ioannidis, Why Most Published Research Findings Are False: http://journals.plos.org/plosmedicine/article?id=10.1371/journal.pmed.0020124

On how subtle it is: http://slatestarcodex.com/2014/04/28/the-control-group-is-out-of-control/

Reinhart, http://www.statisticsdonewrong.com

http://www.nytimes.com/2012/04/17/science/rise-in-scientific-journal-retractions-prompts-calls-for-reform.html?pagewanted=all

https://fivethirtyeight.com/features/science-isnt-broken/

Another well argued summary: http://www.firstthings.com/article/2016/05/scientific-regress