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12:05 AM
@Semiclassical I don't know, but using quaternions is basically using properties of a different group related to the Lorentz group, e.g. locally the orthochronus proper Lorentz group is $su(2) \times su(2)$ where $su(2)$ is generated by unit norm quaternions, it seems like saying 'the real numbers are 1 x 1 matrices, all of math is matrix math'
I'd say as group theory became more well known and people seen how quaternions were more directly related to su(2) rather than SO(3,1) it was seen as artificial
 
sounds legit
 
I don't see the fascination with quaternions
 
i mean, quaternions <-> 2-by-2 hermitian matrices
which is neat
but while that's pertinent in QM, it's not really so useful in SR
I think that it may lead, by sufficient cleverness, to twistor stuff. But that itself is pretty esoteric
I also really don't get why people find octonions interesting
mathematically, sure. physically...eh.
 
I think people tried to say observables are represented by associative operators, unobservables by non-associative octonions, whether that makes sense is another issue
 
weird
 
12:22 AM
"The octonions, on the other hand, do not. Their relevance to geometry was quite obscure until 1925, when ́Elie Cartan described ‘triality’ — the symmetry between vectors and spinors in 8- dimensional Euclidean space [17]. Their potential relevance to physics was noticed in a 1934 paper by Jordan, von Neumann and Wigner on the foundations of quantum mechanics [59]." arxiv.org/pdf/math/0105155.pdf
 
section 3.3 of that is interesting
@bolbteppa there's a passing reference/citation regarding octonions and quantum logic (bottom of page 20)
"The algebras R, C, H and O are related to Lorentzian geometry in 3, 4, 6, and 10 dimensions, respectively."
wtf
 
The 10 = string theory, there's something about the 3,4, 6 in strings too
 
math be crazy
 
"For superstring theory, we thus want a formula for the "super-area" of a surface in superspace. And we need this to be invariant under supersymmetry transformations. Suprisingly, this is only possible if spacetime has dimension 3, 4, 6, or 10. " math.ucr.edu/home/baez/week118.html
 
12:32 AM
"Like superstring theory, super-Yang-Mills theory only works in spacetime dimensions 3, 4, 6, and 10."
 
higher dimensional physics is too weird for me
 
Last point is related to double cover representations of orthogonal groups with Lorentz metric, note this is how quaternions arise in the 4D case
Yeah it's nuts
 
seems that if you're interested in the octonions then you should be interested in string theory :P
 
(for the sake of my own sanity, I stay away from both)
 
12:36 AM
I was really trying to find a comic in response to that message that had super half a dozen times, but I can't find it...something about being super uninterested in supergravity
 
 
2 hours later…
vzn
2:55 AM
← am not expert in this area but see some value. think quaternion multiplication might represent something physical. at least some subset of quaternion multiplication apparently can represent compositions of 3d rotations. believe that this mechanism is used in some graphics systems, it was taught to me as an undergraduate. we had evans + sutherland computers. can all 4d multiplications be reduced to "rotations + stretches"? there is similar theory...
5
Q: What does multiplication of two quaternions give?

NazerkeI'm using quaternions as a means to rotate an object in the application I'm developing. If one quaternion represents a rotation and the second quaternion represents another rotation, what does their multiplication represent? Many web sites talk about formulas and matrices, but I want to know what...

oh, actually it was 4x4 matrices can do 3d rotations/ compositions. so in a sense 4-quaternions. an octonian is just a 2-quaternion in a sense.
 
 
1 hour later…
vzn
4:17 AM
> More precisely, these are the dimensions where N = 1 supersymmetric string theory makes sense as a classical theory.
 
user351417
@vzn do you by any chance have the resources you used while studying quaternions/any useful links? I'm doing some stuff about them right now, and a lot of the stuff online are kind of superficial.
 
vzn
@Chair am new to this area myself, just very adept with google, there are a lot of excellent refs just posted did you catch em? what are you doing with them? there are so many angles. maybe can poke around a little on your angle if you delineate it.
 
 
2 hours later…
6:12 AM
political chemistry
To reject or to not reject, that's the question
al quamtum interpretation in popsci context
and the reference section suggest how NOT to do an arxiv
 
6:42 AM
@JohnRennie, Hi John, I made a better sketch, can you take a look at it and tell me how to proceed?
canI make use of the delta PE? The usual radius of a neutron star is #10^6#, I though that
10^7 will have 1000 times volume and mass, but, is Schwartzild radius bigger, that is 10^9 cm
 
@user157860 hi, sorry, I've been busy and haven't got back to you.
The problem is that PE and KE are not well defined in GR because they are not covariant properties i.e. they are observer dependent.
 
@JohnRennie, never mind, John I have plenty of time, in a way it was good so I had time to draw a better sketch
Right, please give me the formula or the right procedure to find Vf
 
The Schwarzschild metric is time independent, and that means we can identify a conserved quantity that is is basically total energy, and we use this to compute the trajectory.
 
The observer is at distance 10^10 cm from the center of the star
 
So we are still using conservation of energy, but not simply equating change in KE to change in PE.
But we wouldn't do the calculation using the shell observer coordinates because they are somewhat cumbersome to work with. We would compute the trajectory using the Schwarzschild coordinates then transform into the shell observer frame.
 
6:53 AM
can't we just multiply delta PE by total mass= 7.0888? how do I concretely proceed?
 
You're attempting a classical calculation and that simply isn't going to work in curved spacetime.
In a curved spacetime the way we do these calculations is to formulate them ina covariant manner.
 
@JohnRennie, OK the, what do I do? is Sr 10^9 cm?
 
The problem is that while the calculation is actually quite straightforward it uses concepts that will be unfamiliar to anyone who doesn't have at least an introductory knowledge of GR.
So I can't explain how it's done other than to say it's done using conservation of total energy.
The equation I gave for the object freely falling from rest is done by setting the total energy to $mc^2$ i.e. the rest energy of the object using Einstein's famous mass-energy relationship $E=mc^2$.
In your example (if I understand correctly) the comet doesn't start at rest but comes in towards the neutron star with some non-zero initial velocity.
In that case the total energy is given by the relativistic energy equation $E^2 = c^2p^2 + m^2c^4$
Using this we get the velocity as a function of the Schwarzschild coordinate $r$ to be:
$$ v = c\left(1 - \frac{r_s}{r}\right) \sqrt{1 - \frac{1}{\gamma^2}\left(1 - \frac{r_s}{r}\right)} $$
Where $\gamma$ is the Lorentz factor of the object corresponding to its initial velocity, $v$, far from the black hole i.e. $$ \gamma^2 = \frac{1}{1 - v^2/c^2} $$
So if your comet starts with a velocity $v = 0.99c$ then use this value of $v$ to calculate $\gamma^2$ and substiture that into the equation for $v$.
 
@Secret reject that nonsense
 
The velocity observed by the shell observer differs from this by a factor of $1 - r_s/r$ because (a) the shell observer's time is dilated and (b) the shell observer's radial distance is enlarged. The result is that the velocity observed by the shell observer is:
 
7:07 AM
That anonymous user has been making so many trivial edits
 
$$ v = c \sqrt{1 - \frac{1}{\gamma^2}\left(1 - \frac{r_s}{r}\right)} $$
 
And everyone is familiar with $\ce{Ac-}$
 
@JohnRennie, I gave the gamma for .99, 7.08881 is that correct, and, is the Sr 10^9? so is it a black hole?
 
@AvnishKabaj I pressed reject, and system said I don't have rep (which makes me wonder why I keep seeing review queues)
 
@Secret OP's can reject anything
 
7:11 AM
O I see
 
@user157860 yes $0.99c$ gives a Lorentz factor $\gamma = 7.08881$
 
@JohnRennie, ans what is Sr, is my value correct?
 
The Schwarzschild radius is given by $$ r_s = \frac{2GM}{c^2} $$ I can't remember what you said the mass of your star was.
 
@JohnRennie, it's 1000 sunmasses, 2*10^33Kg
 
@user157860 I get $r_s = 2.96 \times 10^6$ for that mass
 
7:20 AM
@JohnRennie, I get final velocity as .990006 $$sqrt(1-1/7.09^2*(1-3*10^6/10^10))$$
it seems a rather small increase
 
Well, it will be a small increase. The speed cannot be higher than $c$, and for the shell observer it reaches $c$ only at the event horizon (if there is one).
Since $10^{10}$m is 10,000 times the event horizon distance you'd expect the speed increase to be very small.
 
7:35 AM
@JohnRennie, no, wait, there was a mistake 10^6 is meters I was counting cm so, the result is .9903: $$sqrt(1-1/7.09^2*(1-(3*10^8)/10^10))$$. that's more like it. Thank you very much, you are exquisitely kind!
 
You're welcome :-)
 
8:05 AM
in Mathematics, 53 secs ago, by mercio
I found a book called "quantum mechanics for mathematicians"
lol
 
8:20 AM
Writting software all night while watching the Kylie (one of the Kardashian ) play Q&A with her boyfreind. Remember she is worth a billion now.
I met Tyga and her once , even took a photo hehe
:D
let me just code
someday somehow
will make large moola
 
 
2 hours later…
9:52 AM
"This structure theorem for compact Lie groups is of great importance for physics because it shows that the only compact gauge fields are combinations of the Maxwell fields associated with $U(1)$ and the Yang-Mills fields associated with simple compact Lie algebras" hmm
 
 
2 hours later…
12:20 PM
I have never heard somebody described as "exquisitely kind" @JohnRennie
5 hours ago, by user157860
@JohnRennie, no, wait, there was a mistake 10^6 is meters I was counting cm so, the result is .9903: $$sqrt(1-1/7.09^2*(1-(3*10^8)/10^10))$$. that's more like it. Thank you very much, you are exquisitely kind!
until now!
:-)
 
But he is
Helps everyone
And that too with full 100% of his efforts
 
 
1 hour later…
1:48 PM
@enumaris you seem to be a smart dude. I ran tpot yesterday and it came up with gradboost like you recommended. Doing it overnight came up with svc, but I guess it's time to run it longer
 
2:34 PM
hi, I'm on time for the scheduled meeting?
 
2:55 PM
@Nick you're an hour early! It's at 16:00 UTC.
 
ah, brillaint. I'm 🇮🇳 India, so UTC is -5:30 hours. Meaning, 16:00 UTC would be 9:00pm over here.
What do you guys usually talk about during these meetings?
 
@Nick to be honest the chat sessions have largely fallen into disuse, so you aren't missing much.
When the chat room was new we organised the scheduled sessions to try and drum up interest in the room. But these days the room is quite lively so the scheduled chat sessions are no longer relevant.
 
Occasionally crossing over from lively to contentious
 
I've actually known about these schedules session for years now but honestly, I never came here because of them. Frequently, it was annoying to get that notification but now that I'm losing grip with physics, I'm thinking perhaps utilizing these scheduled meetings to pick up knowledge that would potentially benefit that lifelong learning journey I'm betting most of us are on.
 
3:12 PM
@Nick the chat sessions are rarely that erudite I'm afraid.
If there are aspects of physics you want to ask about then just ask and if anyone is around who knows the answer they'll reply. No need to wait for a chat session.
The aspects of physics that get discussed tend to be rather eclectic and not of general interest, so there's little to be gauined from just spectating.
 
Well, mesa not as smart as obi-wan :P
So, I'm just interested in the basic knowledge I might need to start answering questions on phy SE.
 
vzn
@Nick welcome, the mtg is helpful to try to get a quorum + dialog but ppl come & go into chat all day long, we're always looking to recruit new regulars :) ... the room is sometimes lively but also has been livelier, and lots of lively regulars have drifted off, easy come, easy go :( btw SE chat rooms in general are not typically very busy these days... suspect activity lower...
 
I thought last week's chat session was interesting. That may just be since someone asked about my research as an undergrad though
 
vzn
@danielunderwood yeah again plz feel free to take the guest speaker slot any time you like, it would be great to hear more :)
 
@vzn ah, going with the wind blowing kind of bohemians, are they. Does this quorum generate any interesting topics of research (ie, things I can google about for a few days until reaching a fulfilling conclusion and possibly, be able to write something on) ?
 
3:21 PM
Big voltage = fast protons :D
or deuterons sometimes
 
fun fact: whenever I try to search for anything bohmian on my phone, it tries to autocomplete to 'bohemian'
 
If someone writes a song called bohmian rhapsody, I'll buy it
 
@danielunderwood does bohmian theory explain why paul rudd can shrink and grow in the ant-man suit?
 
Sure, why not.
 
vzn
@Nick lol "wind blowinng bohemians". in many mtgs we like to discuss new research. what areas are you interested in? physics is so vast now.
 
3:30 PM
@danielunderwood just read a forum post on driving a deuteron accelerator with a stungun voltage source. Lovely thought. Bit dissapointed it can't be done.
 
vzn
@danielunderwood my sig other is excited about the new queen biopic (nov release) anyone else? sigh :P imdb.com/title/tt1727824
@Nick did you see II? liked it! esp the tardigrades! had some QM-like moments/ highlights! :P
 
@vzn I'm into ML&AI research actually Doesn't count as physics, lol. Actually, I'm really interested in the mathematics behind time travel theory as pf late, mostly thanks to Steins;Gate 0.
 
@vzn oh, been meaning to ask you: what platform do you use for your blogging?
 
Tardigrades seem interesting.
 
vzn
@Nick ah there is some major ML+AI talk in this room lately, @enumaris regular is deep into it + @danielunderwood delving into it also, have done much myself over the yrs... what area of ML+AI? actually there is significant new use of ML in physics, am on the verge of blogging on that, have a few links
 
3:34 PM
I'm thinking I'd like to have a spot to put random math/physics on
 
vzn
@Semiclassical wordpress is hard to beat it has a lot of great features for free and can be upgraded.
 
@Nick Tardigrades are remarkably cute for invertebrates. If you look on YouTube there are some nice videos of them.
 
how does wordpress work with symbolic math?
 
vzn
@Semiclassical its easy to set up & defn encourage you to do so, some others have recently set up blogs in here eg PMeuer/ DSank come to mind. alas it can be hard to get traffic/ comments these days, very crowded/ thinly spread attn
 
It's a source of some regret that I've never seen a tardigrade myself. Allegedly you can find them on moss but I have never managed to find any.
 
vzn
3:36 PM
@JohnRennie lol joking?
 
WP takes 30 seconds to set up if you have WAMP server installed.
 
vzn
@Nick theyre freaking amazing, almost like alien creatures, sound scifi at times, have amazing "powers"
 
@vzn Tardigrades travelling on the tardis would be no stranger than actual bears on the tardis.
 
vzn
@Semiclassical it has built in latex and does a passable job but it doesnt do the advanced stuff. however some plugins seem to work.
 
3:38 PM
@Nick Yeah I'd imagine it would be very difficult. We ran at 10-20MV and our accelerator was a giant vacuum chamber. There was also fairly significant work put into the ion source to feed the accelerator. Not to mention the price of some of the gases. Then you have to have vacuum and magnetic control systems for the whole beamline. Then whatever you need at the target. Our particular setup had a rather significant cryo setup, but that varies from experiment to experiment
 
@vzn if it's at the level of the stuff here that's probably fine (though being able to use packages would be nice)
 
Isn't there some thought that tardigrades came in from a meteorite or something? Or is that nonsense?
 
vzn
they can live in space, survive freezing and hot temperatures also. livescience.com/57985-tardigrade-facts.html
 
Well I don't see anything about it on wikipedia now that I look. No idea where I heard that possibility
 
Time travel in theoretical physics you cannot really do grandfather paradox stuff, but you can do a lot of weird things weirder than most fiction

<insert tardigrade walking animation here>
 
vzn
3:40 PM
@Semiclassical honestly the web based editor is passable but awkward/ a disappointment for longer documents but they have an app now which probably does better, havent installed it on windows (not sure if its on windows) tried it on ipad. the web editor is esp bad for making small incremental chgs because it loses the scroll location every time saved. annoying!
 
@danielunderwood there's a thought primitive living cells came from meteorites ... from mars ... there were probably a dozen scifi movies about that.
 
@vzn interesting
 
@danielunderwood no the tardigrade genome is weird but it's definitely terrestrial.
 
user351417
@vzn We have some research things for school... A lot of those comments seemed to be about quaternions in physics, but my thing is supposed to be purely mathematical math, but I'm sliding a bit of application for computer graphics because in the middle of the pure math they want 'real-world applications', however that works. I still don't have a clear idea about what I'm going to do though.
 
user351417
Maybe I'll run something about computational complexity along with quaternions and see what happens.
 
vzn
3:45 PM
this article both aligns/ doesnt. Tardigrades Are Still a Complete Evolutionary Mystery gizmodo.com/…
 
vzn
@JohnRennie they definitely live on planet earth but their definitive earth origin does not seem to be conclusively claimed in research so far. it seems one would have to (eg) account for nearly all the genes (maybe most are accounted for in other species), maybe something that cant be completely done.
 
You do love your fringe theories.
 
vzn
@JohnRennie you do love to reject anything that is unexplained.
 
Humanity is so boring clinging fast to the understandable. Well reality is in the state of bring melted of all understanding, it won't be long before GlobeTech will rule all humanity
 
3:51 PM
@JohnRennie I like theories with fringes in them. Like in Young's double slit experiment.
 
@Nick :-)
 
*28/5/2018 was just the first step. There's a lot more to do afterwards...*
(and, I am not short of weird doomsday statements that makes no sense)
 
vzn
> Update 10 December 2015: A separate team of researchers in Scotland has also sequenced the tardigrade genome, and found at most 500 genes from foreign species. They concluded that the original researchers might have inadvertently sequenced DNA from bacteria living alongside the tardigrades. Further research is needed to confirm just how foreign the water bear's genome really is.
 
In other news, stupid code is still not working
 
@vzn the paper from the team that did the original sequence is here. Apart from the unusually high percentage of DNA from other species there is nothing startlingly unusual about the genome.
 
3:56 PM
ok, got the code to work and reproduced the excel results. Still makes no sense however. Seriously, what on earth is this shape:
 
vzn
@JohnRennie do you consider this a "fringe theory"? en.wikipedia.org/wiki/Panspermia maybe you should look at its proponents... some famous physicists o_O
 
my little weird discovery (which isn't actually so weird since the example isn't generic) is that, if you localize a particle in a harmonic oscillator potential, then the bohmian trajectories are approximately classical (with the approximation basically going to how sharp the initial localization is)
not actually that strange, given how special the harmonic oscillator case is. but still neat in my book
 
vzn
@JohnRennie will concede cannot find any scientists proposing that tardigrades are alien or descended from aliens. but how about this?
> So where is the tardigrade getting all its genes from? The foreign DNA comes primarily from bacteria, but also from plants, fungi, and Archaea.
 
4:01 PM
it's also true for the case of a linear potential and a free particle, but the latter (and probably the former as well) can be viewed as limiting cases of the harmonic example
it outright fails in a double-well system
 
vzn
afaik discovery of Archaea has helped revive the panspermia theory. ah heres something Eight-Legged Space Survivor Gives 'Panspermia' New Life space.com/5843-legged-space-survivor-panspermia-life.html ... re famous physicsts: Hawking
 
(it probably also fails in an anharmonic oscillator but I don't know how to check that)
 
vzn
> "Life could spread from planet to planet or from stellar system to stellar system, carried on meteors."[28]
 
Interstellar panspermia remains a highly unlikely proposition in the minds of most scientists.

Multiple studies have shown that the raw material of life are common around other stars, and in fact the very seeds of life known as amino acids could also be everywhere. Life, therefore, might be common around other stars, scientists say. But getting from one star to another is another matter altogether. It would take four years just to get from our solar system to the next nearest star ... and that's if a rock was (impossibly) traveling at the speed of light.
 
yet another example of "the universe is too big for this to happen "
 
4:04 PM
@Semiclassical Will be interested to see how they diverge in the less standard cases. Do the trajectories became disperse and bunch out elsewhere, or something more surreal happened?
 
well, let me show what the trajectories look like in one double-well case I can compute
 
vzn
agreed there is very little direct evidence for panspermia theory. but one also would expect that. esp if its original seeding on earth was billions of years ago. evolutionary origins of life are still a deep mystery as admitted by biologists.
 
this paper includes a few examples of multi-well potentials for which the exact propagator can be computed: iopscience.iop.org/article/10.1088/1742-6596/670/1/012042
 
Thought that was a shockingly good idea for how life could arise and start replicating via thermodynamics in the seas
 
with the propagator in hand, one can compute the velocity of a Bohmian particle at a given spacetime point as $\frac{dQ}{dt} = \frac{\hbar}{m}\text{Im}\frac{d}{dx}\log U(x,t|x',t')$
where $x'(t')$ is the point where the particle is initially localized
 
4:09 PM
My favorite animals are the centigrades. It's rumored they originated in France.
 
Taking the example of a double-well potential from that paper, and assuming the particle is initially localized at x=1 for t=0 (the classical minima are at x~0.94) I get the following streamlines
 
Hi all
 
horizontal axis is time, vertical axis is position. the density plot in the background is the potential, with the blue bars being the classical minima
 
Morning
 
Greetings ::melts silently in the background::
 
4:13 PM
Hot in Germany too eh? :-)
 
@JohnRennie Yup
 
Eh I wish I had nice weather. It's been raining all week here :/
 
ha :-P
 
Terrible, terrible news about Greece...
 
The UK met office has issued warnings for the South-East of the UK telling people to avoid direct sun this week as it's so hot.
 
4:13 PM
come to think of it, I should probably do the same plot if one assumes a classical particle instead
 
@Semiclassical that's interesting stuff, but to whom are you speaking? I'm only seeing your entries.
 
Sweden's burning too, we're still getting off easy here
 
to secret
 
@Semiclassical hmm, so as time progress, it spreads out and then start to bunch up again at around t=1.5, interesting
 
Rain here, lots and lots of it.
 
4:16 PM
well, what sets the trajectories (beyond the initial position) is the initial velocity
 
We had fires in the UK too, though nothing on the scale of the Greek fires nor with such tragic results.
 
There are also mostly two bunches near x=1 and -1.5, consistent with the intuition that the particle is expected to be more localised at the two wells
 
Before we know it though we'll be back to freezing in the winter
 
those with sufficiently negative initial velocity will pass over the barrier and the second well, but eventually turn back due to the rising potential barrier (it's a double well potential after all)
 
@SirCumference cheer up, you might get knocked down and killed by a car before winter :-)
 
4:17 PM
I am puzzled on what that x=-0.4 "bunch" is, it looks very unstable
 
@JohnRennie That makes me feel better :)
 
@SirCumference :-)
 
@Secret yeah. I think if one was to follow that bunch of streamlines near -1.5, they'd eventually relax to -1
 
Morning @HDE226868
 
there is that one interesting trajectory that seems like a dividing line
 
4:18 PM
@Semiclassical Why is it interesting?
 
@SirCumference Hey there. It's been a while. I'm just stopping in to listen.
 
Is ? the top of the barrier?
 
it's a critical trajectory: any trajectories whose initial velocity is larger than it will ultimately land in the first well. any trajectories whose initial velocity is smaller than it will land in the second
no, x=0 is the top of the barrier. it's a symmetric well
 
@Semiclassical is there a paper link for all of this?
 
I see
 
4:20 PM
@Semiclassical Sure, but any setup with two "attractors", for lack of a better word, will have such a critical point, won't it?
 
@TerryBollinger depends what you mean. the potential and its propagator are extracted from a paper I linked earlier
 
So are you looking at a dynamical system?
 
but the velocity plots are mine
they're what the guidance equation in Bohmian mech would give you for trajectories based on the propagator
that's the potential, for reference
@ACuriousMind yeah, definitely. more precisely, the trajectories aren't supposed to cross (except at t=0---that's a bit of a funny point) so that pretty much forces there to be a critical trajectory
 
@Semiclassical What happens for those particles that are on the critical trajectory, it seems to asymptote towards x=-0.4
would they eventually fall into the 2nd well?
 
that's a good question. Lemme see if I can plot it out farther in time
 
4:24 PM
On a less erudite level I stumbled across a web comic that has literally made me laugh out loud. I mention it in case anyone hereabouts is interest in such things. It's El Goonish Shive.
 
(when I did it before I was getting nonsense, so I limited it to that interval)
yeah, StreamPlot isn't being cooperative for t>2pi in the lower well. lemme try an NDSolve approach
 
Speaking of NDSolve, does mathematica have numerical capabilities on par with matlab?
I always used mathematica for symbolic stuff and matlab for numerical in college
Well until I used python for numerical stuff
 
it's got capabilities, but I don't know how the comparison runs
I tend to use MMA simply because I know how
 
In my experience Matlab is better for numerical linear algebra
while Mathematica is better for symbolic math and graphics
although it's been a while since I've used either
 
blah, NDSolve isn't cooperating
and I don't really see why
NDSolve is always a weird black box for me
 
4:31 PM
@danielunderwood Gradient boosting is quite powerful :D
You installed XGBoost to do the boosting though right?
I suppose you had to have since afaik tpot only uses XGBoost for their boosting algorithms
 
@JohnRennie when I first looked at the cartoon at that link I thought both characters were female.
 
just to get a sense of why I'm confused:
 
Apparently so. It seems a good number of kaggle winners have used some version of grad boost. And I haven't. I saw the warning on tpot starting up and meant to install it before this run
 
XGBoost is the same algorithm as the one on sci-kit learn
 
if I do DSolve[x'[t] == x[t]/t && x'[0] == 1, x[t], t], it correctly outputs x[t]->t as the solution
 
4:33 PM
but it's just a ton faster
 
@DavidZ hi David, long time.
 
so it's like a highly optimized version
 
i myself use matplotlib for plotting :P
 
@Nick Howdy... yeah, I've been busy
 
but if I do NDSolve[x'[t]==x[t]/t && x'[0]==1,x[t],{t,0,1}] it comes up with no answer
maybe it doesn't like that it's of the form t x'(t) = stuff?
 
4:35 PM
@TerryBollinger it's one of the running jokes in the comic
 
@DavidZ Is matlab/mathematica expensive software?
 
@DavidZ ok to ask what you are up to these days?
@JohnRennie I get interesting emails based on my name sometimes... "John", now that's pretty solid!
 
@Semiclassical Hm. Is the syntax the same? I mean, any chance it needs to be something like NDSolve[{x'[t]==x[t]/t, x'[0]==1},...]? I thought they had the same syntax but just double checking
 
@enumaris Ahh I decided to stop the current run to install xgboost. This one ran for about 2 hours and is still suggesting gradboost
 
get xgboost, it should speed things up considerably
 
4:36 PM
@Nick Yeah, Mathematica costs like a thousand dollars for an individual license I think. Matlab is presumably somewhat less expensive, but still probably in the hundreds.
 
esp if your genetic algorithm is preferring to try boosting a lot
 
I don't think that's the issue but lemme try it
 
@DavidZ Mathematica has a subscription version now at a few different costs. I do miss college when I got both for "free" though
 
no good, alas
 
@TerryBollinger "Don't ask about asking, just ask" :P Still working at my job that I started last fall. I'm in Japan this week, actually.
 
4:37 PM
@danielunderwood Huh, it's not free?
 
@danielunderwood if you win 50k on the competition, can I get 10%? :P
 
@JohnRennie though I did once know of a woman named John Walker. Her father really, really wanted a son.
 
typically Solve commands are fine with equations specified as either A==0&&B==0&&... or as {A==0,B==0,...}
 
@TerryBollinger I switched to using Gmail a few months ago and that has trimmed the more ... erm ... "interesting" e-mails to a trickle. I occasionally look at my old e-mail address and some of the e-mails are quite eye opening :-)
 
@enumaris Yeah absolutely. Just figure out how to add the .09 to the score that's between me and winning :D
 
4:38 PM
@JohnRennie I do very much like that aspect of gmail!
 
XD
Who knows, you might already be winning, they do test the results on a private data set after all
 
@SirCumference Well I mean I didn't have to pay for it to have access, but I had to pay whatever tech fee every semester in my tuition
 
@DavidZ so if I asked you if its ok to ask you about asking, you'd definitely say, don't ask... :)
 
@danielunderwood Oh, well that's true
 
@TerryBollinger I got an e-mail with the subject "Make your bed an orgy of desire". But I'm not sure about that. I mean, eating chocolate in bed could get messy.
 
4:40 PM
...
 
hmmm
 
@TerryBollinger I might start wondering what's the limit of asking to ask to ask to ask to ask to ask to...
 
Does NDSolve[x'[t]-x[t]/t==0 && x'[0]==1,x[t],{t,0,1}] give you anything?
 
@enumaris It could be, but that's wishful thinking considering I'm 4371/5211 at the moment. I can't help but wonder what those other 1000 people are doing since I'm just tossing the base data set into a model. I have no idea how to handle the rest of the data since they're one to many that are going to result in nested data.
I guess I could try to extract some statistics like count and average, but this evening I'm going to look into multilevel learning. I think an RNN may also help for nested data, but not really sure.
 
4:43 PM
$$\lim_{n\to \infty} \mathop{To}(\text{ask})=\text{MathError}$$
 
@danielunderwood there's only a .09 difference in score between rank 4000 and rank 1? o.o
 
@DavidZ I think we need a power series, but does it converge? Maybe it's like string theory, the infinite sum somehow becomes -1/12... :)
 
what metric are they using?
 
it's weird how such a simple-looking ODE can confuse MMA
 
@enumaris wouldn't a simple ensemble of decision trees do? Perhaps, using stacked generalization.
 
4:45 PM
@TerryBollinger yeah that's the question. It just feels like the sort of thing that would need to be regularized.
 
@Nick always depends on the data, gotta do cross validation to see :D
 
dx/dt = x/t
probably something to do with the behavior at t=0
 
is it only because t is exceeding 1. Does {t,0.001,y} where y=0.99 or 1.01 give anything?
 
@enumaris "area under ROC curve" though I'm not 100% on what the ROC curve is and am just using the sklearn function. My actual percentage correct is somewhere in the high 90s I think
 
well, if I do that, I need to change my boundary condition
 
4:46 PM
@Nick if you are asking about why gradient boosting might be better than a simple random forest, it's because gradient boosting fits each successive tree on the residual from the previous tree in the ensemble, so the learning is "directed" rather than "random".
 
since it's x'[0]
 
no guarantee that it is better, but just generally speaking it seems to do better than a generic random forest
 
Any thoughts on making this more obvious:
4
Q: Orthonormal basis of Cartan subalgebra relative to Killing form

Sh4peI'm trying to understand a step in a proof: Let $\mathfrak{g}$ be semi-simple (finite dimensional) Lie-algebra over $\mathbb{C}$, $\mathfrak{h}\subset\mathfrak{g}$ a Cartan subalgebra and let $\kappa:\mathfrak{g}\times\mathfrak{g}\to\mathbb{C}$ be the Killing form. In this setting, the author ...

 
@danielunderwood lol those are all the same scores at the top...I wonder if they are all essentially doing the same thing
 
4:48 PM
I do get answers if I replace x'[0]==1 with, for instance, x[0.1]==0.1
which is why t=0 does seem like a problematic point
 
@danielunderwood are you currently just dumping every data field into the model?
 
@Semiclassical what if you use x'[0.1]==1?
or some other value
x'[0.1]==something
 
yeah, that works
 
Wait, your equation is x'[t]-x[t]/t==0 right. If t=0, you have x'[0]-x[0]/0==0
DIVISION BY ZERO
 
except that x[0]==0
so it's really an indeterminate form there
maybe if I write it like x[t]=t u[t]
 
4:51 PM
@enumaris Yeah the top 500 are all 0.8. Maybe someone published a kernel near that or something. And yeah on the base data aside from categorizing strings. I was under the impression that tpot would handle scaling and such, but I think I need to do that myself. I also have some data that's failing to convert and I'm just dropping those columns. And I think there's some data in there that's just plain wrong and needs to be cleaned up
 
that form will surely avoid any singularities
 
yeah. sorta inconvenient but oh well
 
Try redo the NDsolve with NDSolve[t*x'[t]-x[t]==0 && x'[0]==1,x[t],{t,0,1}]
 
@danielunderwood data cleaning is a huge part of getting good results
 
that's pretty much what I started with
 
4:52 PM
But I am guessing the /t trips the algorithm up because of some numerical instability when trying to solve the indeterminate form?
 
@Semiclassical Mathematica doesn't implicitly make functions continuous like we often do in physics though :P I do remember being tripped up by that a few times
 
But the issue with the rest of the data is that the base data is one row per user, then the supplemental data has any number of rows per user then any number of rows per the first supplemental data set. I don't know if it would be better to go through and clean up the main data or figure out how to handle the supplemental data first
 
usually when it does NDSolve it does, though
 
@danielunderwood yeah...data cleaning is important but boring :P
 
@Semiclassical Hm, does it? I don't remember that happening when I used to use it. Actually most of my research existed precisely because of the need to avoid singularities in differential equations.
 
4:55 PM
hmm
 
It has been a while though, I don't really remember the details
 
@enumaris I am currently barred from the interesting things because of data cleaning. Think data that shaped like a triangle and you need to make a rectangle out of it
 
@enumaris Do people normally go through all the fields manually and clean each one or just try to handle all automatically?
 
And since Isuper hate doing the same thing 200 times, I wrote scripts to automate the cleaning process
 
@danielunderwood all depends on the data...and how much effort you want to put in for a kaggle competition lol
 
4:57 PM
Well I want to win!
 
A lot of my job is data cleaning - it's why I wrote a deep learning spell corrector to do it :D
 
blarg, the change of variables I gave above should have been enough
 
But it's also the first that I've submitted for. I did another one a while back, but my NN kept outputting nonsense
 
@danielunderwood it's generally good to start off by getting to know the data, how dirty it is, what kind of cleaning might be needed, etc...
which fields contribute to the result
 
okay, that seems to have worked
 
4:58 PM
although tpot does say that it handles that part
I don't know how much to trust that
@Secret what kind of data do you work on?
 
Although for that one, I also spent the majority of my time fighting keras. I eventually swapped to tf and it went a lot more smoothly
 
keras is usually pretty good...unless you have to do something super custom
 
200 something molecules, 10 orientations, and each orientation has some energy
 
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