Megnéztük a tegnap este a "Touching the void" cimü filmet (magyarra úgy forditották a könyvnek a cimét, hogy "A végtelen érintése", ami persze elég erőltetett, mert a "void" semmiképp sem végtelent jelent). Két angol hegymászóról van szó, akik 1985-ben elhtározták, hogy megmásszák egy Peru-i hegycsúcsnak egy addig járatlan (mászatlan) falát. Ereszkedés közben az egyikük, Joe Simpson, eltöri a lábát, s a másik, Simon Yates, kötélhosszanként engedi le a szinte magatehetetlen Joe-t, egészen addig, amig egy áthajlás miatt az utóbbi nem tud kiszállni a kötélből. Több órás patthelyzet után Simon nem birja tovább, és elvágja a kötelet, nem tudva, hogy Joe két méterre van-e a földtől, vagy kétszázra. A valóság az utóbbihoz áll közelebb, és Joe bezuhan egy hatalmas jéghasadékba, de csodával határos módon túléli a zuhanást.
A lényeg az, hogy mindketten túlélik az akciót. A film olyan PBS-stilusu dokumentumfilmként meséli el az egészet. Egyértelmüen a legjobb hegymászó film, amit valaha is láttam: a szereplők őszintesége és minden miszticizmustól mentes, józan hangvétele, a túlzott drámaiság és a hatásvadászat teljes kerülése nagyon meggyőzően hat, és kiváló példa arra, hogy a valóság néha (gyakran?) túlszárnyalja a fikciót.
Monday, February 23, 2004
Saturday, February 21, 2004
A couple of books
I went today to a Borders bookstore where Steven Johnson was talking about his new book, Mind Wide Open. I wrote here not long ago that popular science has become indeed popular in the US. However, this venue could not count as supporting evidence: in a city as large and as diverse as Houston only about a dozen people gathered to see a guy who is probably one of the best science writers around. He is certainly one of the best 'science speakers'. I haven't read yet any of his books, but bought now two of them (Emergence and Mind Wide Open), and hardly can wait to start going through them. Emergence must have some similarities to 'Linked', written by my fellow Transylvanian Albert-László Barabási.
For now, I still have to work on Jonathan Weiner's 'The beak of the finch'. It is a great book, with a somewhat different perspective from what I got used to in writings by Dawkins or Pinker. Apart from learning quite a bit about how evolution works (not in theory, but in practice, in the field), it also gives good insight into the research process. Reading about how the Grants and their graduate students were essentially tracking evolution on a small island, sometimes I think about how nice it would have been if I knew exactly what questions I wanted to answer when I started my PhD :) ...
For now, I still have to work on Jonathan Weiner's 'The beak of the finch'. It is a great book, with a somewhat different perspective from what I got used to in writings by Dawkins or Pinker. Apart from learning quite a bit about how evolution works (not in theory, but in practice, in the field), it also gives good insight into the research process. Reading about how the Grants and their graduate students were essentially tracking evolution on a small island, sometimes I think about how nice it would have been if I knew exactly what questions I wanted to answer when I started my PhD :) ...
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in-English,
olvasnivaló,
science
Saturday, February 07, 2004
Neural nets and arbitrary classification

I have been reading a bit about neural nets and - I must admit - most of the stuff that you find in books or on the web is not easy reading for me. Kevin Gurney's book (An Introduction to Neural Networks; its web version is available here) is an exception to a certain degree -- at least I could follow it pretty well until I got kind of tired and confused when he started discussing Hopfield nets. Kohonen maps or self-organizing maps were a bit easier to swallow, but I actually had to start playing with them myself before it started to make sense. And then I realized that thinking of Kohonen maps in terms of neural nets is much more difficult than their geometric interpretation -- that is, a two-dimenisional lattice with a certain number of nodes that moves and stretches in the data space until it fits or describes relatively well the data cloud. In other words, it is quite like nonlinear principal component analysis, which is still easier to grasp than input layers, winning neurons, etc.
I have stolen the animated gif above from a superb website on neural nets that has several java applets showing how these things work. I especially recommend the demo of the 3D Kohonen map.
It took me a while to realize that it is wrong to assume that a Kohonen map is picking out real clusters in the data. That could be true if, on one hand, there is good clustering in the data in a statistical sense, and, on the other hand, there are only a few nodes in the map - that is, about as many as in the data. However, often there are no real, well-defined clusters in the data, but Kohonen's classification method is still applied - and should be applied. What Kohonen's group recommend is a two-step classification: start out with a large number of nodes in the SOM (self-organizing map) and reduce the number of nodes or clusters in a second step, with k-means clustering (see details here) applied to the map itself.
I think however that the second step is not very useful if the data does not have clusters. It is still definitely worth applying the Kohonen classifier to reduce dimensionality and visualize multidimensional data, but applying the k-means clustering as well only results in an image with less resolution and more arbitrary boundaries. It is a little bit like posterizing a color photograph, that is, reducing the number colors to only a few, although there were a lot more information and no well-defined classes in the original image (I know this latter assumption is usually not valid, but put that aside for now). Why would one do that?
This type of classification (probably real nerds would say that 'quantization' is a better word), when there are no well-defined classes, is comparable in many ways to the classification systems used in the more descriptive natural sciences. For example, in sedimentary geology, sediments or rocks are often divided into facies A, B, C, and so on; and, in most cases, the boundaries between these facies are not very clear and it would be difficult to show any statistical siginificance for the existence of clustering. So, strictly speaking, this classification is incorrect, but it still can be useful (e.g., you can write long journal articles :) ).
Of course, once you leave these somewhat subjective territories of science and think about how 'clustering' is done in everyday life, you realize that this simple-minded 'quantization' is even more questionable. People like to and tend to think dichotomically: us vs. them, black vs. white, liberal vs. conservative, christian vs. muslim, and so on -- this is not news. The result is that, to use the Kohonen terminology, the quantization errors are huge, and the cluster boundaries are essentially arbitrary. The sad part is that sometimes - many times - people kill each other because of these errors.
In light of this, isn't it reassuring that two-dimensional Kohonen maps can use lots of nodes or clusters, thus describe reality better, and still be useful in making things more visible and intelligible?
Labels:
in-English,
science
Understanding evolution
I stumbled upon a new website on evolution, created as a teaching resource by the by the University of California Museum of Paleontology. Among its many authors are Eugenie C. Scott (director of the National Center for Science Education) and Carl Zimmer (who wrote Evolution: The Triumph of an Idea). Excellent website, there is material that could fill a book (or more), including subjects like the nature of science, evolution 101, history of evolutionary thought, etc. It is websites like these that increase exponentially the value of the internet and make it worthwile to pay the monthly fee for a high-speed connection...
Labels:
evolution,
in-English,
olvasnivaló,
paleontology,
science
Saturday, January 31, 2004
Patapievici nem szereti a természetfilmeket
Olvasgatom H. R. Patapievici könyvét (Omul recent) és most már végképp meg vagyok győződve, hogy ez a könyv is a könyvespolcnak az "igy irtok ti" részére tartozik. Ha igy folytatja a tag, nemsokára eljöhet Ámerikába teleevangelistának. Azzal semmi bajom, hogy nem szereti a posztmoderneket, de számára minden és mindenki, aki nem 100%-ban követi a keresztény ideológiát, s annak is az ortodox vagy legalábbis katolikus változatát, az "om recent"-nek számit, és emiatt el van veszve. Tipikus "aki nincs velem, az ellenem van" - jelenség: mindenki, aki másképp gondolja, mint ő, az az "om recent", az "om obisnuit" kategóriába tartozik, a modernitás - posztmodernitás tipikus képviselője, aki tévét néz, nem olvas (vagy felületesen olvas), nem hisz Istenben, relativista, müveletlen, materialista, stb., stb. Mikor valaki egy passzusban támadja az Animal Planet tévécsatornát és Susan Sontag-ot, az biztos jele annak, hogy nem egy kiváló filozófusról meg esszéistáról van szó (mint ahogy eddig hittem), hanem egy olyan valakiről, aki a világot teljesen egyoldalúan, egy transzcendentális szürőn keresztül látja, és soha fel se merül benne, hogy a "van Isten" alapállás egyáltalán megkérdőjelezhető. Ime egy jellegzetes idézet:
Ugyancsak H.R. Patapievici ir az új 22-ben a Szabad Európa rádió megszüntetéséről. Itt sem hagyja ki az alkalmat, hogy kedvenc ideológiáját és "filozófusát" emlegesse:
Cînd şi-au început predicaţia pseudo-religioasă pe la începutul anilor '60, ecologiştii radicali postulau în mod revoluţionar că omul este egal şi în rînd cu toate celelalte animale. Astăzi, ecologiştii moderaţi şi publicul iubitor de animale iau ca de la sine înţeles faptul că, în fond, omul este inferior animalelor. Spre pildă, filozofia popularului canal TV Animal Planet este succint şi definitiv exprimată prin sloganul care însoţeşte una dintre numeroasele sale reclame ideologice în favoarea panteismului, politeismului, reîncarnării, sincretismului religios asiatic etc. - "animals are better than humans". Potrivit ideologiei naturaliste a outrance pe care aceşti neo-păgîni (de fapt atei de tip New Age) o profesează, omul este răul naturii - în acelaşi fel în care Susan Sontag considera că "rasa albă" este cancerul umanităţii.Crocodile Hunter"-t (aki méltán tekinthető az Animal Planet-mentalitás - ha van ilyen - legismertebb képviselőjének) ateista, keresztényellenes, New Age "újpogánynak" tekinteni enyhén szólva túlzás. Ez már az amerikai fundamentalista keresztények túlzásaira emlékeztet, akik a Harry Potter könyveket meg filmeket tartják keresztényellenesnek és minden rossz hordozójának (további olvasnivaló erről itt található). Susan Sontagnak pedig édeskevés köze van az Animal Planet-hez. Legfeljebb annyi, hogy Patapievici egyformán utálja őket.
Ugyancsak H.R. Patapievici ir az új 22-ben a Szabad Európa rádió megszüntetéséről. Itt sem hagyja ki az alkalmat, hogy kedvenc ideológiáját és "filozófusát" emlegesse:
Ceea ce mi se pare extraordinar in succesul de durata al actiunii postului de radio Europa Libera este ca ideea care a inspirat munca atator oameni, atat de multi ani si cu atatea sacrificii, nu a fost nici economica, nici comerciala si, in fond, nici politica - a fost una de natura morala: ideea simpla ca adevarul trebuie rostit in mod public, iar acesta, in cele din urma, va sfarsi prin a elibera societatea atat de tiranii ei, cat si de propriile-i abisuri. Nu va suna cunoscut acesta adagiu? "Si veti cunoaste adevarul, iar adevarul va va face liberi!" - aceasta vorba, potrivit Evangheliei dupa Ioan 8, 32, a fost rostita chiar de Iisus Hristos. Nu este extraordinar ca ideea care prin lucrarea Europei Libere a dislocat, rasturnat si distrus comunismul reprezinta una din cele mai pretioase mosteniri ale crestinismului universal?
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