Showing posts with label category theory. Show all posts
Showing posts with label category theory. Show all posts

Friday, January 6, 2017

Eilenberg and Steenrod Walk Into a Bar


[Note:  The following, extremely funny joke,  requires   as a prerequisite  a sound knowledge of Category Theory.    For readers who lack this qualification, the punchline will appear blank.]

Set-Up: Eilenberg and Steenrod   walk into a bar;  one of them has had a few already, the other is dressed as a Scotsman. 
The bartender, looking from the one to the other with some concern, says,

“Why the long face?”

Punchline:  Steenrod glances at Eilenberg and wisecracks back,  

                                ?                          !! ”

Sunday, January 1, 2017

On Chocolate-Covered Pretzels


Why would anyone want to put chocolate on a pretzel,  frchrsk?
It’s a Category Mistake!

Friday, June 12, 2015

The latest in Math Porn


An attempt at moyenne (ou basse) vulgarisation, by a (slumming) specialist in Category Theory:

To make mathematics palatable for the lay reader, the author must sweeten the pill. There are many ways to do this, but Eugenia Cheng is surely the first to have approached the task literally, writing a math book in which almost every chapter begins with a recipe for dessert.
Cheng never quite overeggs her metaphor of the mathematician as chef, however …
But while she successfully conveys a love of her subject, I felt shortchanged; Cheng never explains exactly how category theory has shaped math, never shares its major results and its great unsolved questions. Perhaps she thought the answers would be too arcane or complicated for a book aimed at general readers.
http://www.nytimes.com/2015/06/14/books/review/how-to-bake-pi-by-eugenia-cheng.html?emc=edit_bk_20150612&nl=books&nlid=5160164&_r=0

Hard to get more random than that.   How mathematics is like a poker game;  how mathematics is like baseball;  how mathematics is like a chimpanzee riding a bicycle …


It is not that one cannot introduce ideas of category theory to an intelligent general audience, without flattering their baser natures with similes from the kitchen. Lawvere & Schanuel do just that in Conceptual Mathematics (1997): elementary in the sense that it begins from the elements, without assuming technical prerequisites from special fields, but sophisticated in that it doesn’t glide or gloss over.  But you won't find that sort of thing reviewed in the New York Times, where (increasingly) puff-pastry drives out the protein.

Monday, January 26, 2015

Minimalism in Mathematics (further updated)

A disclaimer:   What follows is not a substantive proposal, but a suggestive meditation, turning over this minute but multifaceted notion of “minimalism” and seeing how the light glints off.  It is neither better nor worse than a metaphor.

A couple of years ago,  a book-length treatment was published  that similarly plays with the notion of (in this case) “modernism”  -- which, like “minimalism”, is originally a term of the arts -- in relation to math:  Plato’s Ghost:  The Modernist Transformation of Mathematics, by Jeremy Gray.   To the extent that such an enterprise is worthwhile, it is in casting a bit of light from innovative angles, rather than deepening one’s understanding of math itself (though it did manage to get published by Princeton University Press):  it is more like a bull-session than a milestone.    Reviewing the book for American Scientist (Sept 2009), the mathematician Solomon Feferman sums up by quoting a remark by the historian Leo Corry, to the effect that
Extending the appellation modernism to mathematics … is like “shooting an arrow and then tracing a bull’s eye around it.”

Our own effort, in seeking resonances with the prior notion of minimalism, in mathematics, physics, and linguistics, is open to the same remark;  but it is what it is.


In the stylistic spirit of minimalism (and of that pointilliste Wittgenstein), we shall begin with a Delphic  epigram:

Logicism:  a kind of reductionist minimalism.

*

Considering that he took on the whole universe, in his methods  Newton was surprisingly Spartan.  Not only as regards “hypotheses non fingo”, but methodologically:

Newton consistently preferred Euclidean-style proofs.  He used his own calculus only where strictly necessary, and barred algebra from his treatise  entirely.
-- Leo Corry, “The Development of the Idea of Proof”, in Timothy Gowers, ed., The Princeton Companion to Mathematics (2008).

(Cf. a laborious non-analytic “elementary” proof in number theory.)
As fastidious as an Intuitionist!

*

Not a matter of method, let alone of taste, but sheer fact (albeit initially so counter-intuitive as to have been dubbed a "paradox"):
The Löwenheim-Skolem theorem: if a first-order theory has a model, then it has a countable model.
*

The attempts, lasting centuries, to do away with the Parallel Postulate by deriving it from the other Euclidean axioms, represent a remarkable early manifestation of the minimalist instinct.  Success would not have added to our fund of theorems about geometry, nor led to more perspicuous proofs.  The impulse was in part aesthetic.

A topic to explore:  the relation between abstraction in mathematics (an intellectual quality) and mathematical minimalism (which is not antecedently defined, but I have in mind the aesthetic, even spiritual side).

Contrast Finitism, Intuitionism, etc.:  Not Minimalism, but self-castration.

Zijn lange, magere  maar gespierde gestalte,  zijn scherp ascetische gelaatstrekken…


There is also a sterile sort of minimalism:  as, the replacement of the standard set of logical symbols AND, OR, NOT, by a single one --   NOR or  NAND (Sheffer’s stroke).  It led nowhere.

*

A variety of the Minimalist instinct  characteristic of abstract mathematics  is the notion of elegance.   Its role in mathematical practice (it has no purchase on mathematical fact) is reminiscent of, though practically distinct from, that of beauty in the practices of physics.

This, from a man with one foot firmly in either camp, math and physics:

The development of mathematics may seem to diverge from what it had been set up to achieve, namely  simply to reflect physical behavior.  Yet, in many instances, this drive for mathematical … elegance takes us to mathematical structures and concepts  which turn out to mirror the physical world in a much deeper and more broad-ranging way…

-- Roger Penrose,  The Road to Reality (2004), p. 60

(This is the "unreasonable effectiveness" motif.)

*

We earlier noticed what we called “the Dialectic of the Topological Enterprise” -- abstracting-away from rich familiar entities, extracting what seem the essentials, and seeing what happens.   The first step might seem Minimalist, but the consequence is an effusion and exfoliation of new spaces which meet the newly relaxed criteria, and which turn out to have an even richer riot of properties than we began with.   Per se, there is little in all this that might justify bringing in the aesthetically-tinged label of “Minimalist” (not a traditional term in mathematics; the closest you get is “abstract”):  but the aesthetic ethos is there, for all that.  Thus Shing-Tung Yau, The Shape of Inner Space (2010), p. 77:
We start with some raw topological space, which is like a bare patch of land that’s been razed for construction.  On top of that, we’d like to build some kind of geometric structure that can later be decorated in various ways.

*

In the arts, Minimalism is a preference:  which, once adopted, is striven for.  In mathematics, you might like to keep things as simple as can possibly be:  but the mathematical facts seem to have a will of their own, at times.   Roger Penrose gives several instances of this, in The Road to Reality (2004).  For instance, with real functions, you can do pretty well as you like; but complex functions have a built-in naturalness.  You can try to define one on a given domain, but they have a mind of their own, and expand to their natural maximal domain by analytic continuation.   Thus, the larger set of numbers, the complex, spanned by the reals and the imaginaries, turn out to be in some sense more ‘real’ -- more round, more natural -- than the “reals” themselves.
Or again:   Suppose, once-bitten by the set-theoretic antinomies, you become twice-shy, and (p. 373)
adopt a rigidly conservative ‘constructivist’ approach, according to which a set is permitted only if there is a direct construction for enabling us to tell when an element belongs to the set.

(I picture this hypothetical constructivist as being played by Graham Chapman doing his officer’s shtick.)   But alas!  Penrose runs through the Turing/Cantor diagonal arguments and concludes (p. 376):
What this ultimately tells us is that, despite the hopes that one might have had for a position of ‘extreme conservatism’, in which the only acceptable sets would be the ones -- the recursive ones -- whose membership is determined by clear-cut computational rules, this viewpoint immediately drives us into having to consider sets that are non-recursive. … We are always driven to consider classes that do not belong to our previously allowed family of sets.

This is either a baffling, even a provoking mystery, or a simple consequence of what the Cantorian Realist indeed believes:  that these things are Out There, independent of ourselves (this might remind you of a certain Deity), and you can’t just methodologically sweep them away.   U B the judge.

(For a similar example applied to physics, click here.)

*

Pedagogical observation from a wise observer, who has been around the block:

Instead of the principle of maximal generality that is usual in mathematical books, the author has attempted to adhere to the principle of minimal generality,  according to which  every idea should first be clearly understood in the simplest situation;  only then can the method developed  be extended to more complicated cases.
-- Vladimir I. Arnold, Lectures on Partial Differential Equations (Russian edition 1997; English translation 2004), Preface to the second Russian edition

*

The nec plus ultra  of mathematical minimalism  is probably Category Theory -- which, however, I cannot elucidate, since I do not understand it.  It contains such things as the Forgetful Functor (this pops up in several introductory treatments, so it’s not as though I’m grasping at straws), which, given an algebraic group, “forgets” the group structure, leaving you with just a set  (excuse me: an element of the Category of Sets.)   Great -- die Gruppe ohne Eigenschaften.   The only way this even begins to seem to have a point  is if you then consider the adjoint functor, from sets to… free groups (these being a desolate Last Year at Marienbad landscape, again groups with the flavor removed).   Category theory looks at the bare bones common to many a different area of mathematics -- rather as though one were to study portraiture by looking at stick-figures.
(Actually, there is an analogy with the motif-index in folklore.  So, not knocking it here...)


~
On Ramanujan’s notebooks:

There were thousands of theorems, corollaries, and examples.  For page after page, they stretched on, rarely watered down by proof or explanation, almost aphoristic in their compression, all their mathematical truths  boiled down to a line or two.
-- Robert Kanigel, The Man who Knew Infinity, p. 204

The reasons for this were twofold.  Ramanujan himself was not particularly aphoristic.   But he had never absorbed the modern notion of proof, which would take up so much more space;  and as a poor man in India, he suffered from a shortage of paper.

~

From a logician:

The power-set operation has been interpreted  in the constructible hierarchy  as thinly as possible … We might be tempted to think of [the minimal model] as realizing a sort of contrary of the principle of plenitude -- a principle of paucity, if you will.     The principle of ontological parsimony … encourages some authors to eliminate individuals and un-well-founded classes.
-- Michael Potter, Set Theory and its Philosophy (2004) , p. 254



(All so difficult.  Why not relax with a mystery story instead?  Cool ones here: )

Monday, September 8, 2014

“Goldberg Variations” variations


[Update Sept 2014]  For a beautifully analytic visualization of variation #10, try this:

https://www.youtube.com/watch?v=83tCGa_NIJ4&index=45&list=PLEB5B1DFA5C94D5EE


[Here is the original post from 2011:]

For some years now, I have gradually withdrawn from the regular appreciation of music.  Darwin reported the same symptom in later life, and I imagine that our reasons are similar.  The sole exception has been sunny Sunday mornings, which I have marked by a listening  of the “Goldberg Variations”, either in the 1981 recording of Glenn Gould, or any of various harpsichord renditions.  Lately, as I concentrate ever more thoroughly on philosophy and logic, this piece has received repeated playings – partly for the mere negative reason of shutting out all contingent noise from the fallen world beyond the windowpanes, and partly to channel my own attention.  It is not, in and of itself, anywhere near my favorite piece of music; indeed, its suitability for present purposes lies in part in a certain dryness which is undistracting.  Yet with time, the piece  in all its iridescence  has become an audio equivalent of the air we breathe, of the light we see by.

*
Let us give thanks for the munificence of Amazon-dot-com, which allows us to listen to pretty substantial samples of every CD they sell.  You call up the piece, and can run through every major recording in succession.  Each variation is not quite complete, but you hear easily enough to compare them; and their slight truncation actually renders the experience more mathematically abstract, and less like mere indulgence.  Of interest too are the “Customers who bought this also bought those” annotations:

* For Gould 1955, the co-buys were unsurprising:

The Glenn Gould Edition - Bach: The Well-Tempered Clavier, Book I ~ Johann Sebastian Bach
French Suites - 70th Anniversary Edition ~ Glenn Gould
The Glenn Gould Edition - Bach: The Well-Tempered Clavier, Book II ~ Johann Sebastian Bach
Bach: The Goldberg Variations ~ Johann Sebastian Bach
A State of Wonder: The Complete Goldberg Variations (1955 & 1981) ~ Johann Sebastian Bach
Partitas 1 2 & 3 - 70th Anniversary Edition ~ Glenn Gould
Partitas 4 5 & 6 - 70th Anniversary Edition ~ Glenn Gould
Bach: Goldberg Variations ~ Johann Sebastian Bach

*Similarly for the likewise mainstream Perahia:

Bach: English Suites Nos. 2, 4 & 5 / Perahia ~ Johann Sebastian Bach
Bach: Well-Tempered Clavier ~ Johann Sebastian Bach
Bach: Keyboard Concertos Nos. 1, 2 & 4 ~ Johann Sebastian Bach
Songs Without Words ~ Johann Sebastian Bach
Bach: English Suites Nos. 1, 3 & 6 ~ Johann Sebastian Bach
Chopin Etudes ~ Fryderyk Chopin
Handel/Scarlatti: 3 Suites/Chaconne/7 Sonatas ~ George Frideric Handel
Bach: Keyboard Concertos Nos. 3, 5, 6, 7 ~ Johann Sebastian Bach


*By contrast, for a Deutsche Grammophon recording of the piece transcribed for string trio (not so heretical as it might sound, since even the pianoforte performances are transcriptions), there was no overlap:


‘The Painter's Music - The Musician's Art ~ Warren Lash
Janaki String Trio Debut ~ Jason Barabba
Piano Quintet in F Min / Complete String Quartets (1, 2, 3) ~ Johannes Brahms
Anna Netrebko & Rolando Villazón: Duets ~ Georges Bizet
The Berlin Concert - Live from Waldbuhne DVD ~ Rolando Villazon
Gitano ~ Rolando Villazon & Placido Domingo
Chopin, Liszt: Piano Concerto No. 1 ~ Fryderyk Chopin
Romance of the Violin ~ Joshua Bell

[Note: The transcriptional experiment worked rather well for some variations, much less well for others.]

            Of course, what I’d really like, for guidance,  is not the rather predictable musical co-selections, but something more along the lines of

“Those who bought Recording A, also bought:
Aquinas,  Summa Theologica
Chesterton, The Everlasting Man
Gödel, Gesammelte Schriften
“Those who bought Recording B, also bought:
Hitler, Mein Kampf
Realtor Magazine: the Swimsuit Issue
Anonymous, Jokes for the John.”
which would speed the selection considerably.




*     *     *
~ Commercial break ~
We now return you to your regularly scheduled essay.

*     *     *

*

Imagine, indeed, a world in which, for a thousand years, music just was the Goldberg Variations – no other music existed, nor had anyone an idea of composing any new.  The score was thus like the text of the Mass – you didn’t meddle with it.  But apart from that, it lay in the arena of art, not ritual:  Everyone in the society would learn the piece, and play it, with ever greater depth, his whole life.  (Just as everyone must fall in love, not promiscuously with a representative of every species, but with a woman, and marry her.)  It wouldn’t be musically as rich as our own world, but it wouldn’t be a bad thing, either, and in some ways doubtless richer:  More like faith, or philosophy, and less like turning on the TV. 
            This fable would not work so well, if instead of the “Goldberg Variations”, the society had to make do with, say, “Happy Birthday”.  Bach’s exercise is a nice balance of unity and diversity.  Moreover a spiritual task is obvious:  to learn how the reprise of the aria is to be played differently from the first.  For it is not the case, save for degenerates, that “in my end is my beginning”.  Rather, the opening rendition of the aria should be performed straightforwardly, dutifully, naively, with all the trust of a child.  The closing rendition, although note for note identical, should reflect what we have all been through in the course of listening to the work itself, and what we have learned.  (Compare Borges, “The Don Quixote of Pierre Menard”.  -- The variations separating the arias are of course here metonymic for the whole course of human history.)

            The parable is not so counter-factual:  Our present relation to Elizabethan drama is exactly like this.  Only a handful of plays get performed, and those over and over.


[Update:
For an even bleaker, more minimalist  inspissation than this,
click
here ...]

For the whole list of our music-related posts, click here.


~

[Update Dec 2013]
For a quite wonderful cembalo interpretation, or re-invention, or alternative incarnation (rather:  ennoöfication) of the Goldberg Variations, performed by Wanda Landowska back in 1933, listen to this:


When listening to other pianists performing this work, it is difficult to refrain from comparing them to the classic performances of Glenn Gould.  But Landowska operates in a magical parallel dimension of unexplored topology, and thus is neither better nor worse that Gould’s take on the matter, being rather strictly incomparable:  as would be a mathematical recreation, which should embody the entire structure of that abstract work, in ways not directly intuitable to the musical mind, but which were strictly homeomorphic, or isomorphic within the mutually containing Category, whatever that (as yet unimaginable) Category might turn out to be.


Thursday, May 29, 2014

Categories and Sameness (with linguistic appendix)



The free product is a sum in the category of groups;
and the direct sum is a sum in the category of R-modules.
-- old folk saying


We earlier had some fun with (in effect) the notion of hierarchical and cross-cutting patterns of Natural Kinds, in the essay Categories for the Working Mom.  And now that the laundry is fresh and folded and tucked away, we can all relax with a cup of your favorite beverage, and take another look.



“Feynman,” said Wheeler, “I know why all electrons have the same charge and the same mass.”
“Why?” asked Feynman.
“Because," said Wheeler, “they are all the same electron!”
-- Martin Gardner, The New Ambidextrous Universe (1964; third revised edn. 1990), p. 305



Less Zen:

Particles transforming in the same representation of the Poincaré group  and having the same additional quantum numbers  are said to be identical particles.
--  Matthew Schwartz, Quantum Field Theory and the Standard Model (2014), p. 207

~

Linguistic philosophy is familiar with the caveat that to say two things are “the same” must be interpreted under some description.  (The technical name for this:  sortal identity.)

Thus, it is commonly said that the Chevy Whatsis and the Toyota Whomever are the “same” car, because they are built on the same chassis and are mechanically identical, just differently branded.  Now imagine an automotive expert given a pile of paired photographs, each depicting one vehicle; for each pair he must give thumbs up or thumbs down as to whether the vehicles are the “same” in this sense.  He will give thumbs-up to a Whatsis/Whomever pair, though now his assessment is in two steps:  First identifying the particular vehicles depicted as a specific representative  each of a specific brand;  and next, assessing those two models as being “the same” under the applicable metric.

More narrowly -- this, say, for a car-dealer rather than a mechanic -- two vehicles are “the same” only if they are in the same SKU -- a Ford Taurus now being categorized separately from the Mercury Sable, though they are the same for most practical purposes.

More narrowly still, two examples of a Ford Taurus might be accounted equivalent  iff -- we are back in the auto-repair shop -- they are both in the same set of models, these being drawn up according to which parts they require.  The sets will be relative to the part in question:  this group uses drive-train X1, this other requires X2; cross-cutting these, another group uses such&such style of alternator, another another…

Even more narrowly:  the police want to know whether this vehicle sitting here in Arthur J. Mungo’s garage  is the same as the one used as the getaway car in last night’s robbery. 

More narrowly still:  I buy a certain car from you, new, for $20,000.  Five years and many fender-benders later, I demand you buy it back for the same price -- after all, it’s the “same car”.  And indeed, in the sense immediately above, it is, and will still serve to convict you if the robbery happened five years ago rather than last night.  But as seen by the eyeshades of an insurance company, it is not the same at all.

We could keep going, until  ultimately  the only pair of photos that will pass the green-eyeshade test  is ... two identical photos.

I have my mother's eyes ... He has his father's nose


Epigrammatic reflections of the paradoxes of ‘sameness’:

The successive unstable cabinets of the 3me République, were mostly a reshuffling of the usual suspects.  Thus,

There was some truth in the quip of Clemenceau, when he was criticized by a deputy for having overthrown so many governments.  “I have overthrown only one,” he replied.  “They are all the same.”
-- Wm Shirer, The Collapse of the Third Republic (1969), p. 101


A similar use of same in the sense ‘same-old’, mocking Anglo-American journalists who take the Russia tour and become pundits:

After a year  they went home … sat down at their typewriters, and hastily wrote the same book.  I have been reading that book all spring, under several different titles.
-- Malcolm Cowley, The Flower and the Leaf (misc., collected 1985)

(Here, the determiner "that" actually becomes witty, in context.)
 
These recall Wheeler’s quip about the electron, although there the meaning was more subterranean, having to do with fermion statistics;  cf. clonal colonies of trees:  One aspen, or many?



[Update -- a note to our readers.
It has come to our attention  that a number of you have reached this oft-viewed post   under perhaps a misapprehension:  not out of ontological or taxonomic curiosity, but  by searching for a jpeg of "Homer strangling Bart".   This delicious image  we do indeed offer below;  but it is by no means the meat of the essay.  For those of you whose interest runs to cartoons rather than ontology, you may consult our meagre offerings here:
http://worldofdrjustice.blogspot.com/search/label/cartoons ]


~ Sigmund Freud  und  Sherlock Holmes: ~



~     ~     ~

In our discussion of “analogy” and “sameness” in the essay Consilience in Mathematics, we saw that this informal term gets formalized in various ways -- isomorphism, homeomorphism, diffeomorphism, bijection … -- that, despite the variegated terminology, are really just one central idea, namely:  detailed pairings (“maps”) between objects, which preserve structure of some sort.  Which sort, depends on the mathematical category you are working in.


*
Commercial Break
A private detective  confronts the uncanny;
an ecclesiastical mystery:
Murphy Calls In a Specialist
~     ~     ~

Mathematical structures being immutable and eternal, there is no problem about cross-identifying them across time.  But in the peopled world, things change all the time -- or rather, as we now are careful to notice:  change under certain descriptions, and not under others.
The following is an excerpt from an essay, “Continuity of Identity”, which I hope to post someday.

Here’s a really practical case, of current political relevance.
In the year 19xx, a group of local politicians, and a state or municipal employees union, agreed to keep current wages at a specified modest level, against the promise of lavish pensions in the future:  the latter to be paid by “the taxpayers”.
Now, many of these deals were hatched behind closed doors.  Still, there was little pressure to expose them, for “the taxpayers” ca. 19xx  did indeed benefit from this arrangement:   Their taxes were lower than they would otherwise have been, had the services of police and fire and teachers and what have you had to be bid for on the basis of straight salary and current benefits;  these services were acquired relatively cheaply, the full bill being deferred.
And now, circa half a century later, “the taxpayers” are being asked to pay that bill.  Only… they are not the same people who benefited from the arrangement half a century or so ago-- in many cases, before they were born.  Not the same… as individuals;  but as a corporate body, yes, these are indeed “the taxpayers”.  So: legally, morally:  Can a politician and a union seal an agreement that binds, not themselves, but some third parties in the future, who at the time of the agreement were not even born?
Before you answer too hastily with a resounding outraged No, consider that our entire society is webbed with agreements exactly like that, and would likely fall apart without them.  Every time our nation signs a treaty, or issues a bond, or even launches a project like building highways and bridges (which future citizens will need to keep in repair, or much of the money will have been wasted), we are doing this.

~     ~     ~

An incident earlier this evening reminded me of an old conundrum:  the seemingly uncontroversial matter of what constitutes the same tune.

I happened to overhear on the radio, a snatch of a tune of which I’m very fond, of which I did not know the name.  It is melodic, and simple  apart from some rhythmic oddities.  Emotionally, its effect on me is like that of the brief beautiful interlude in waltz time, in Corelli’s Christmas Concerto.
As the piece segued into the next movement, I realized it had to be Copland, probably quoting someone else -- as he quoted “Simple Gifts” in Appalachian Spring.  Fortunately the announcer eventually came on and said the overall suite of which that piece was a part  was Rodéo
Looking at the program for this, I was puzzled.  “Corral Nocturne”?  Surely, for the dreaminess.  But no, it turned out to be -- “Saturday Night Waltz”.
Now, I would never have thought of searching for the piece under that name, since, firstly, it didn’t at all seem to be what some farmer-cowboy couples would be up to on a Saturday night, and futhermore -- okay, this is embarrassing -- I did not realize it was a waltz.  There’s an insinuating syncopation;  certainly if I ever tried to actually waltz to it, I would fall on my punkin haid…

Seeking to learn the mystery of this exotic composition, I got together a safari team -- seasoned explorers and native bearers -- and made my way through malarial jungle and crocodile-infested swamps  over the space of many months, finally scaling an icy peak and putting the question to the loincloth-clad hermit who sits at its summit and --  Well, that’s how it would have been in the old days;  to save time, I simply looked it up in Wikipedia.
And learned, to my astonishment, that the quotation in question is from … “I Ride an Old Paint”.   Astonishing because I absolutely grew up on that song, as sung by Burl Ives.  Our family only owned a half-dozen vocal recordings, so I listened to them over and over; and of these,  “I Ri-ide… an old Paint;  I le-ead…. an old Dan” was one of an even smaller handful at the top.  Never did learn what the lyrics meant, but I heard it and sang it   over and over.  And, being told -- like a puppy by the scruff of the neck -- that the tune right in front of me, in Copland’s ballet, is that; well, yes, I can hear the resemblance.

How could I not have heard the sameness in the first place -- the sameness beneath all the strangeness?  The simplest hypothesis is:  Musical retardation.  To which I partly plead guilty, only -- there are other, even grosser cases of mental compartimentation, which require a different explanation (nobody’s that retarded).

Thus, from childhood:  Consider “Twinkle Twinkle Little Star” and the Alphabet Song.  The tunes are identical, note for note;  failure to perceive similarity might be chalked up to incapacity, but failure to note identity (which was my failure until recent times) -- refusal to assent to "A = A" … something else is going on.


A hint at what this is, is provided by cases in which we children were not mere consumers, but producers of isomelodic products.
Thus:  “Nyaah, nyahh, nya-nyaah nyaah.”
And, on the same ‘tune’, any number of smug worthless despicable taunts:  “TIM-my’s Got a GIRRRL-friend…!!!” or what have you.
[This just in -- probably from the Vatican:  
Homer Simpson, delivering a stern lecture to his wayward boy
The taunts here cited, are sufficient proof that the Fall of Man spares no-one, not even little children, fancied by sentimentalists  to be innocent.   From a secular perspective, such productions suffice to justify strangling the little bastards in the cradle.  That such action is not in fact justified, is a miracle, unexplained by any reasoning within the purely secular realm.  The overriding fact is, that God loves us -- Lord only knows why…]

Clearly, the melodic medium and its message form a gestalt.  To the child, and to some extent later, it would be as artificial to peel off the tune, as to say that two quite distinct people are actually identical (as regards having two eyes, a nose, etc. etc.), their secondary differentia being whatever is left over.

The nec plus ultra of such a perspective  is spoken sentences:  for these each have an intonation which is partly conventional, like a tune:  differing between French and English, or between British and American English.  Hearing a sentence, we do not  on any level  equate it  with all the (thousands of) other sentences we have heard  similarly intoned.


~     ~     ~

To avoid the distraction of same in the sense ‘self-identical’, let us continue the discussion using the term equivalent.  The latter is actually more mathematical, in that there it has a special sense, that of equivalence classes.  (Check Wiki and read all about ‘em.)
So:  Items will be equivalent or not, depending on whether they are viewed sub specie this category or that.  As, in biology:  When working with multiple species, two individuals are equivalent if conspecific.  When working within a species, two individuals might be identified  if, beyond being conspecific, they are of the same sex, and -- for species which show distinctions such as larva vs. adult, sessile vs. vagile, pupa/chrysalis/imago -- in the same stage of life.

*     *     *
~ Commercial break ~
We now return you to your regularly scheduled essay.

*     *     *


In mathematics, two objects can be topologically equivalent -- homeomorphic; smoothly equivalent -- diffeomorphic; algebraically equivalent -- isomorphic;  metrically equivalent -- isometric; numerically equivalent -- equinumerous; and so forth.  An example of such usage, in a Hilbert space context:

…the latter direct sum itself is isomorphic (unitarily equivalent) to H
…It is unitarily equivalent (I might as well say that it is the same as) the bilateral shift.
-- Paul Halmos, “A Glimpse into Hilbert Space”, in: T. L. Saaty, ed.  Lectures on Modern Mathematics, vol. I (1963), pp. 7, 12

[Remarkably, Wikipedia seems not to devote an article to this subject, the closest being this rather abstract one: http://en.wikipedia.org/wiki/Equivalence_of_categories
So I’ll say a little more.]

Further, we speak of two norms on a space as being equivalent if they generate the same topology on that space.  Two group-representations are equivalent if they are interrelatable via conjugation by a nonsingular matrix.  Two signed measures are equivalent if each is absolutely-continuous with respect to the other.  Two vector bundles are equivalent if they are related by a homeomorphism that preserves fibres. Two normal series of a group are equivalent if there’s a bijection between the factor groups with these being isomorphic.


There are even finer distinctions:  Two set-theoretic structures are “equivalent if just the same sentences are true in each, and elementarily equivalent if just the same first-order sentences are true in each.  Isomorphic structures are evidently equivalent, and hence  in particular  elementarily equivalent.” -- Michael Potter, Set Theory and its Philosophy (2004)

As it begins to appear, these different labels are not simply definitional and contentless;  sometimes you arrive at them only after doing some work.  E.g. one reads:

A fundamental fact of differential topology is that the notion of isomorphism in the categories Top[ology], P[iecewise]L[inear] and Diff[erential], is the same in dimensions three and below.  In dimention four, PL and Diff agree, but Top differs.  In dimensions above six, they all differ.

In particular, things go hog-wild in dimension seven.  We thought we knew what roundness was, it turns out we did not.



~ ~ ~

[Update 3 Dec 2011]
This phenomenon of tunes known  but hiding their identities beneath disparate lyrics and thus subjectively unconnected,   deserves a name:  we shall dub it cryptomelodia
(©2011 Dr J Worldwide Enterprises Inc.)

[Pronounce this krip-to-meh-LO-dee-a.  The word is modeled upon that other stupendous vocable, cryptomnesia ‘hidden memory’, from crypto- ‘hidden’ and -mnesia ‘memory’, as in amnesia (i.e. a-mnesia ‘no memory’).  Those roots are all Greek;  and I wanted to neologize on a proper Greco-Greek model, rather than conjure up some vulgar Greco-Latin hybrid-hippogriff such as Donald Trump would no doubt coin.  But the Latin-looking aspect of “melody” gave me pause. 
So we consulted with Dr Massey, the official philologer for this site, and he reassured us:

Melodia is of Greek origin.  μελδία : from melos, musical phrase, and aoide, song. Cryptomelodia is a great rendering.

This is excellent news.  Dr Massey and I shall split the royalties from this outstanding new word, and retire in opulence.]

A startling example of cryptomelodia occurred at work yesterday.   I work at a pretty patriotic place;  the political spectrum among the employees is much broader than you might imagine, ranging even remarkably far to the left, especially on antiwar issues.   Still, I was startled that morning to suddenly hear the song -- or I should say, the tune -- of “Solidarity Forever” blaring from a computer in the neighboring pod.  I leapt from my seat to see what was going on.  Had the Occupy movement spread to us -- Occupy the Fort ?   -- No, my companions scoffed, that’s the Georgia fight song.  (The woman whose computer harbors this tune on boot-up is from Georgia.)
That only raised another issue:  Why would Georgia -- a pretty conservative neck of the woods -- choose “Solidarity Forever” for their fight song ?  -- Actually, they replied, it’s the fight song of lots of schools.  And then it dawned on me:  The words being different, and the setting (a football stadium) utterly so, probably very few of the fans make the connection -- if indeed they have even heard of the old Wobbly anthem.  (And if they had, they might deem it ironic that the hymn of One Big Union should be hijacked  by gridiron jingoism.)  The tunes inhabit different compartments of the mind.

There was some argument over whether which song actually came first -- some voted for a football origin, which I thought absurd.   So upon reaching home, I burnt some incense before the altar of the All-Knowing -- and Wikipedia promptly informed me that the tune goes back  not only way before football, but way before the IWW:   that I have myself been the victim of a multiple cryptomelodia in this regard.  For, “Solidarity Forever” is simply a re-lyriced “Battle Hymn of the Republic”, which in turn lyrically recycles “John Brown’s Body”.  I am of course quite familiar with both these songs, having sung the first one  in particular  many times in elementary school.  But I never made the connection among these three.
 
(And upon further reflection … the transposition  to the football field  of the tune that’s held in common by all these anthems, is appropriate after all:  since all of them are  in some sense  fight songs.)

As for the tune itself -- its origins are lost in time;  Wiki traces it to “the folk hymn tradition of the American camp meeting movement of the 19th century”;  before that, all is mist.
Yet hark -- what lyre upon th' aeolian there wafts ?  Nay, ‘tis Aeneas’ bark, plunging westwards from the flames of Troy !  And what air sets the oarsmen bend their strength as one?  Why -- ‘tis … ‘tis that very tune !
~     ~     ~

[Further examples of the notion ‘same’, this time in linguistics.]

If we project backwards to the Pre-Latin form of a third-conjugation infinitive such as dûcere, we note, for Pre-Latin *doukesi,  formal identity with the locative case of a genuine Indo-European s-stem noun.
-- Robert Jeffers & Ilse Lehiste, Principles and Methods for Historical Linguistics (1979), p. 67

Here meaning:  phonetically identical, though with an ultimately different grammatical role.


Another extraordinarily cavalier positing of equivalence:

Chinese and English, for example, may have the same case system as Latin, but the phonetic realization is different.
-- Noam Chomsky, New Horizons in the Study of Language of Mind (2000), p.

(This recalls an anecdote from Charles Fillmore, author of the classic article “The Case for Case”, from back before the idea of abstract/semantic case was as familiar as the traditional notion that hewed to overt morphology.  He began presenting a paper on “Case in Chinese”, using this expanded or deepened sense of the term;  and his elder examiners, leaning forward in alarmed concern, said: “Aren’t you aware, that Chinese doesn’t have case?!?”)

~
… ‘free variation’:  If two forms are equivalent (that is, freely substitutable for each other), their alternating segments may nevertheless be phonemically distinct.
-- D. Hymes & J. Fought, American Structuralism (1975), p. 214

(Compare that elegant phrase, which slips so smoothly from the pen of Quine:  “substitutable salvâ veritate”.   I have here further spiffed up the expression, by giving the â its neat little ablative hat.)

Wednesday, January 8, 2014

A Dive to the Depths (expanded)

A phrase you will often meet in higher mathematics, and almost nowhere else, is:

“a deep result”

O loveliest of monostichs, thou !


The very notion of what ‘deep’ means, in such a context, is itself deep;  indeed, too deep for me, at present.   This, owing to a crippling condition of mathematical oligophrenia.  --  which, however, I pray that time and diligence might partly palliate.  (For a glimpse into the terrible sufferings of mathematical oligophreniacs, click here, if you dare.)  Yet I am putting up this skeletal promissory-note of a post, so that there will be a space to scribble insights as they wake me in the night.

First off -- the term does not mean simply ‘difficult’; indeed, though such results lie in the depths, and are not to be had for the asking, once you have somehow managed to fish one up, it may seem clarity itself.  Nor does merely being difficult make anything deep.  Any humongous brute-force calculation falls into that category;  for a more-substantive example, consider the Four-Color Hypothesis, which people suspected should be deep, but the proof that changed "Hypothesis" to "Theorem"  is a combination of clever tricks and elbow-grease.  The response of the mathematical community was disappointment:  "So, it turns out it wasn't an interesting conjecture after all."  (Of course, it may yet prove to be "interesting" in our cognitive human sense; that awaits a proof of an entirely different kind.)


We may go further, and put forward that an overarching purpose of mathematical research is to reveal something previously difficult  as now simple, when seen in the right way.  Again and again this has happened in history, beginning with the replacement of finger-counting by symbols, and of clunky symbols like Roman numerals by decimals.  For a more recent example:

Although Beurling’s own proof [characterizing invariant subspaces of an operator on Hilbert space] was quite involved, it is by now simple to prove;  it depends on hardly anything more than the geometry of Hilbert space.  The profitable point of view  is not sequential but functional.
-- Paul Halmos, “A Glimpse into Hilbert Space”, in: T. L. Saaty, ed.  Lectures on Modern Mathematics, vol. I (1963), p. 17

Nor is there any simple similarity or opposition between being “deep”  and using what are now called “elementary” methods in number theory (as opposed to analytic methods), e.g. Alte Selberg’s proof of the Prime Number Theorem by elementary methods, compared with earlier analytic proofs by Hadamard and others.  Typically, proofs that restrict themselves to “elementary” methods are harder than those that permit themselves a more capacious toolkit;  but whether they ever, or generally, gain depth via this austere discipline, I have no idea.


In the meantime, some related posts outside of a mathematical context  are these:

            On Depth and Breadth
            On Scope and Difficulty

As appetizers, try the following hors-d’œuvres platter -- to follow which, however, we have as yet prepared no meal (as with our early essays on the Realist vernacular, this is more by way of linguistic warm-up):

The connection between linear transformations  and bilinear functionals  goes quite a bit deeper
-- Paul Halmos, Introduction to Hilbert Space (1951, 2nd edn. 1957), p. 38

The Riesz representation theorem depends on some of the deeper parts of the theory of measure and integration.
--George Simmons, Introduction to Topology and Modern Analysis (1963), p.


The analogy between cyclotomic fields  and fields formed from the points of finite order on elliptic curves   is very deep.
-- Neil Koblitz, 1993

The notion of Kan extensions is the deeper form of the basic constructions of adjoints.  We end with the observation that all concepts of category theory are Kan extensions.
-- Saunders MacLane, Categories for the Working Mathematician (1971; 2nd ed. 1998), p. vii

The continued-fraction representation of real numbers is deeper than the decimal expansion.
-- Roger Penrose, 2004


There are deep ties between enumerative geometry and Ramanujan’s tau function.

Contrast:

The useful fact about products of projections  lies near the surface.
-- Paul Halmos, Introduction to Hilbert Space (1951, 2nd edn. 1957), p.  47

In the same work, while acknowledging the possibility of a lattice-theoretic formulation of the subspaces of Hilbert space, he dismisses this possibility as “trite” (p. 22).

*     *     *
~ Commercial break ~
Relief for beleaguered Nook lovers!
We now return you to your regularly scheduled essay.

*     *     *

Much commoner than “trite” is trivial, which is virtually a terminus technicus of mathematical practice.  Let one quote stand for all:

One of the useful conclusions we can draw from Theorem 2 [to the effect that the norm of a Hermitian operator equals the supremum of its eigenvalues] is that the spectrum of a Hermitian operator  is not empty.  This is not a trivial conclusion.  We shall obtain the corresponding fact for normal operators  only after the application of a lot more relatively deep analysis.
-- Paul Halmos, Introduction to Hilbert Space (1951, 2nd edn. 1957), p. 55

Psychosociological note:   Attempt to imagine the effect on our pumped-up math-major  freshman or sophomore brains, hearing dismissed as “trivial” (with a wave of the hand) propositions which, but a year before, we ourselves would not have begun to understand, and which indeed most of our countrymen will go peacefully to their graves without understanding.  (For more on the hubris involved, click here.)

Also note:  What counts as “trivial” is relative to where you stand.  Thus, in the very next sentence, Halmos adds:  “We hereby report that the spectrum of an arbitrary operator is also not empty;  since we shall have no occasion to make use of this fact, we shall not enter into its proof.”  The proof, one gathers, is more difficult still.  But when once you have mounted, and stand upon that summit, the fact that Hermitian operators in particular have eigenvalues, is trivial indeed.


Leave it to mathematics to recruit even the notion of triviality into some highly non-trivial constructions.   E.g.


A topological space over X is called a locally trivial fibration if every x in X has a neighborhood over which Y is trivial.
-- Klaus Jänich,  Topology (1980; Eng. trans. 1984), p. 129



And:

Sard’s Theorem … is … a highly non-trivial  theorem  which is elementary in the sense that it uses only the notion of a differentiable map.
-- Shlomo Sternberg, Lectures on Differential Geometry (1964), p.



The terms deep and elementary (here in the everday sense, and not the special number-theoretic meaning mentioned above) are not antonyms, but they do contrast:

The spectral theorem implies that every normal operator has a large supply of invariant subspaces;  this is classical  and can be considered elementary by now.
-- Paul Halmos, “A Glimpse into Hilbert Space”, in: T. L. Saaty, ed.  Lectures on Modern Mathematics, vol. I (1963), p. 17

This dependence of “depth-perception” upon experience accumulated with the passage of time, does not refute the notion of relative mathematical depth as ill-defined.   What is intuitive though difficult to put into words  is a notion of “deeper than” rather than of absolute depth.  To the giant, neither the pond nor the puddle appears deep;  but the pond is deeper  for all that.

~

Re the classification of simple algebras (“simple”, to be sure, in a certain technical sense, meaning roughly: incredibly complex and difficult):

The tools employed  are not deep; they are just, so to speak, linear algebra  raised to the nth power.
-- Irving Kaplansky, “Lie Algebras”; in: T. L. Saaty, ed.  Lectures on Modern Mathematics, vol. I (1963), p. 122
~

Further attestations.

A pioneer of Hilbert space theory, expounding the then-contemporary state-of-the-art for a nonspecialist mathematical audience, particularly as regards dilations and extensions of operators:

There do not seem to be any conspicuous and challenging yes-or-no questions that serve to indicate the direction in which the search for new results might begin,  but I have faith.  There is depth in the subject;  the trouble is that the surface has not been explored enough  to show where the deepest parts lie.
-- Paul Halmos, “A Glimpse into Hilbert Space”, in: T. L. Saaty, ed.  Lectures on Modern Mathematics, vol. I (1963), p. 17

Writes a premier algebraic-topologist:

There are geometric problems which require the use of the multiplicative structure of the topological invariants.  Such problems are deeper than those which can be solved by considering the additive structure alone.
Samuel Eilenberg, “Algebraic Topology”, in: T. L. Saaty, ed.  Lectures on Modern Mathematics, vol. I (1963), p. 105


Re Lie algebras and a closed subgroup H of the full linear group:

It is furthermore true (and this is deeper) that these one-parameter subgroups  fill a neighborhood of the identity in H, and consequently generate H if H is connected.  …The converse part of the correspondence  involves a subtlety of the type that makes the study of Lie groups a quite sophisticated topic.
-- Irving Kaplansky, “Lie Algebras”; in: T. L. Saaty, ed.  Lectures on Modern Mathematics, vol. I (1963), p. 118


Re the Hodge conjecture:

It arises deep within the subject, at a high level of abstraction;  and the only way to reach it  is by way of those layers of increasing abstraction.
-- Keith Devlin, The Millennium Problems (2002), p. 9

This is a truly adult depiction of depth: as lying deep within the layers of the enigmatic onion.  It is not a case where you can just swallow some peyote and see it all in a flash.  
(For more, compare:  The Ladder of Abstraction.)


Writes a philosopher:

The axioms are not logical truths ... Their truth is established by intuitions which lie too deep for proof, since all proof depends on them.
-- Roger Scruton, Modern Philosophy (1994), p. 392



An example from outside the field of mathematics -- though it is a mathematician who is writing this:

Just how a protein manages to organize itself in space, using only the sequence of its own amino acids, remains a mystery, perhaps the deepest in computational biology.
-- David Berlinski, “What Brings a World into Being” (2001), collected in:  The Deniable Darwin (2009), p. 243

~
Related vocabulary:

Related to the concept of depth (which focusses on the root of things) is that of richness (regarding the blossoms that bloom from this root).   Hadamard adopts this metaphor explicitly:

Application’s constant relation to theory  is the same as that of the leaf to the tree:  one supports the other, but the former feeds the latter.
-- Jacques Hadamard, The Psychology of Invention in the Mathematical Field (1945), p. 125

Further examples:

The algebra of composition of maps  resembles the algebra of multiplication of numbers,  but its interpretation  is much richer.
-- Lawvere & Schanuel, Conceptual Mathematics (1997), p. 11

… a recent, and surprising, theoretical advance by Winkler.  He shows that, for many … algebraically closed fields, the “free Skolemization” has a model companion.
-- Angus Macintyre, “Model Completeness”, in: Jon Barwise, ed. Handbook of Mathematical Logic (1977), p. 164

The concept of thickness [in graph theory] is the deep mathematical idea that underlies the recreational puzzle of Earth/Moon maps.
-- Ian Stewart,  How to Cut a Cake (2006), p. 126

~      ~      ~

Having convinced ourselves, by the examples of mathematics, that there is more to this assessment-word deep than an emotional or impressionistic grunt,  we look to some cases outside of mathematics where an idea has been similarly assessed.


Some discoveries provide answers to questions.   Others are so deep  that they cast questions in a new light,  showing that previous mysteries  were misperceived.
-- Brian Greene, Fabric of the Cosmos

We are not at home in the world, and this homelessness is a deep truth about our condition.
-- Roger Scruton, Modern Philosophy (1994), p. 464

T.S. Eliot affirms that what is past and what is present, even what might have been, indicate a present purpose.  This is a metaphysical point of great depth.
-- James Schall, S.J., The Order of Things (2007), p. 69


And, more prosaically, but no less tellingly for all that:

Although running Bain Capital required a lot more brains and savvy than playing roulette does -- a lot more brains and savvy than most of us could even pretend to possess -- the job was not conceptually deep.  Romney did not develop a model of the world from the business of private equity. … “He’s not a very notional leader,” [said] Romney’s campaign spokesman …
-- Louis Menand, “Money Pol”, The New Yorker (19 III 2012)

~      ~      ~

This is quite aside  from the path of mathematics, but -- it may be, that such depth is displayed in quite distantly allied regions:  all tracing back to Him, perhaps by some functorial construction.  In that spirit, this:


The final anguish  of the Asian bride  suggests the depth  of the Riemann Hypothesis.

The enigma of a woman’s heart,
finally espied  by a Private Eye,
for less than the price  of a Valentine …
This Rose
[Kindle]  [Nook]

~     ~     ~

Somewhat less far off the path …  Deep is indeed the term of art  in mathematics, antonymic to trivial.   Now compare, from another discipline, the word profound, in reference to Newton’s perplexing, little-known  philosophical-speculative opus:

That it is exclusively mystical  I do not believe -- that there is a mystical element  seems certain.  I hope that  one day  some profound student -- no one less will suffice -- will study this mass of papers.
-- E. Andrade, quoted in James Newman, ed. World of Mathematics (1956), p. 273

~ ~ ~

Above, we saw the distinction deep vs. difficult.  Here now even the latter concept is bilayered:


Although Beurling’s own proof [characterizing invariant subspaces of an operator on Hilbert space] was quite involved, it is by now simple to prove;  it depends on hardly anything more than the geometry of Hilbert space.  The profitable point of view  is not sequential but functional.
-- Paul Halmos, “A Glimpse into Hilbert Space”, in: T. L. Saaty, ed.  Lectures on Modern Mathematics, vol. I (1963), p. 17

In infinite dimensions, it is tedious but not difficult  to construct spaces  strictly  but not uniformly  convex.
-- Prof. Lewis, University of Alberta, course in Functional Analysis, 1982

The proof that Reidemesiter moves  and planar isotopy  suffice to get us from any one projection of a knot  to any other projection of that knot  is not particularly difficult;  however, it is technically involved.
-- Colin Adams, The Knot Book (1994), p. 15

And here the original distinction is made even sharper:  though they are not interchangeable, depth tracks with generality, which in turn tracks (on the plane of praxis -- of proof) with simplicity:

Re the Denjoy-Young-Saks Theorem on the derived numbers of functions:

As we would expect  in view of the great generality of the final statement of the theorem,  the proof due to Saks is of extreme simplicity.
-- F. Riez & B. Sz.-Nagy, Leçons d’analyse fonctionelle [references to the English translation, Functional Analysis, 1955], p. 17

~

Here a leading mathematician laments the shallowness of his understanding of something he himself proved (regarding representations of a Kac-Moody algebra, as it happens):

My proof of this result was technically quite involved.  I was able to explain how the Langlands dual group appeared, but even now, more than twenty years later, I still find mysterious why it appears.  I solved the problem, but it was ultimately unsatisfying to feel that something just appeared out of thin air.
-- Edward Frenkel, Love & Math (2013), p. 181

This is setting oneself high standards indeed.   Shakespeare probably did not lie awake o’ nights fretting how the devil he ever came to write Hamlet;  Mozart did not find the bread of pleasure at having written the Sonata in A  turning to ashes at the thought that it might have been dictated to his unconscious  by an angel.

~


A near-synonym of the math-word deep, but shorn of all irrelevant aesthetic echo, is:  highly nontrivial”.   The term is decidedly commendatory, though to a layman it might sound like faint praise, as were one to dub one’s lady-love “seriously unugly”.  The expression may be extensionally impeccable, but ‘twould never pass in a sonnet.

 Further:



In set theory, a forcing extension in Cohen’s sense  is reminiscent of algebraic extensions of a field, but

… the forcing method is far more complex, both conceptually and technically, involving set-theoretic, combinatorial, topological, logical, and metamathematical aspects.
-- Joan Bagaria “Set Theory”,  in Timothy Gowers, ed., The Princeton Companion to Mathematics (2008), p. 625

Although he does not use the term "deep" here, that expanded characterization  "complex, both conceptually and technically", especially the "conceptually" part, points in that direction.

~

One motive for Frege’s choice  was again generality:

Does not the ground of arithmetic lie deeper than that of all empirical knowledge, deeper even than that of geometry?
-- I. Grattan-Guinness, The Search for Mathematical Roots 1870 - 1940 (2000), p. 184

… [Cantor’s] remarks on functions of several variables (where the provability of theorems  was deepening the level of rigour in analysis)
-- I. Grattan-Guinness, The Search for Mathematical Roots 1870 - 1940 (2000), p. 223


 
.