Long time dynamics of random data NLS and invariant measures
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Title 
Long time dynamics of random data NLS and invariant measures

Title of Series  
Part Number 
9

Number of Parts 
23

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License 
CC Attribution 3.0 Unported:
You are free to use, adapt and copy, distribute and transmit the work or content in adapted or unchanged form for any legal purpose as long as the work is attributed to the author in the manner specified by the author or licensor. 
Identifiers 

Publisher 

Release Date 
2016

Language 
English

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Subject Area  
Abstract 
In this talk we show how certain well posedness results that are not available using only deterministic techniques (eg. Fourier and harmonic analysis) can be obtained when introducing randomization in the set of initial data and using powerful but still classical tools from probability. These ideas go back to seminal work by J. Bourgain on the almost sure global well posedness and invariance of Gibbs measures for NLS and other dispersive PDE. After explaining some of these ideas , we describe in more detail some further ideas in recent probabilistic well posedness results for NLS (joint with G. Staffilani) and new work on the existence and uniqueness 3 of nonequilibrium in variant measures associated to resonant NLS (joint with Z. Hani, J. Mattingly, L. ReyBellet and G. Staffilani)

00:00
Group action
INTEGRAL
Multiplication sign
Direction (geometry)
1 (number)
Determinism
Mereology
Perspective (visual)
Food energy
Manysorted logic
Insertion loss
Square number
Cubic graph
Number theory
Physical law
Physical system
Process (computing)
Mass
Range (statistics)
Food energy
Measurement
Thermodynamic equilibrium
Hand fan
Wave
Number theory
Right angle
Energy level
Arithmetic progression
Resultant
Pole (complex analysis)
Spacetime
Point (geometry)
Computer programming
Observational study
Barrelled space
Student's ttest
Theory
Frequency
Regular graph
Energy level
Nichtlineares Gleichungssystem
Set theory
Condition number
Addition
Focus (optics)
Neighbourhood (graph theory)
Spring (hydrology)
Computer animation
Musical ensemble
Conservation law
Square number
Gradient descent
Maß <Mathematik>
05:32
Gibbssampling
Mass flow rate
Distribution (mathematics)
Model theory
Firstorder logic
Bound state
Mereology
Dimensional analysis
Variable (mathematics)
Measurement
Invariant (mathematics)
Manysorted logic
Vector space
Cubic graph
Hausdorff dimension
Renormalization
Aerodynamics
Potential energy
Renormalization
Mass flow rate
Point (geometry)
Complex (psychology)
Sampling (statistics)
Infinity
Food energy
Lattice (order)
Time domain
Measurement
Hand fan
Derivation (linguistics)
Arithmetic mean
Series (mathematics)
Inference
Nichtlineares Gleichungssystem
Identical particles
Physical system
Spacetime
Point (geometry)
Random number
Free group
Limit (category theory)
Quantum field theory
Fourier series
Infinity
Regular graph
Focus (optics)
Power (physics)
Element (mathematics)
Time domain
Frequency
Thermodynamisches System
Term (mathematics)
Natural number
Divergence
Reduction of order
Spacetime
Liquid
Theorem
Nichtlineares Gleichungssystem
Summierbarkeit
Set theory
Hamiltonian (quantum mechanics)
Standard deviation
Distribution (mathematics)
Focus (optics)
Dimensional analysis
Algebraic structure
Volume (thermodynamics)
Exponential function
Limit (category theory)
Existence
Approximation
Film editing
Computer animation
Function (mathematics)
Set theory
Faktorenanalyse
Musical ensemble
Maß <Mathematik>
13:33
Point (geometry)
Random number
Mass flow rate
Determinism
Infinity
Fourier series
Approximation
Axonometric projection
Dimensional analysis
Measurement
Independence (probability theory)
Invariant (mathematics)
Independent set (graph theory)
Manysorted logic
Thermodynamisches System
Natural number
Physical law
Nichtlineares Gleichungssystem
Local ring
Condition number
Hamiltonian (quantum mechanics)
Process (computing)
Theory
Infinity
Volume (thermodynamics)
Mortality rate
Existence
Measurement
Canonical transformation
Approximation
Frequency
Computer animation
Physicist
Theorem
Conservation law
Physical system
Resultant
Local ring
Spacetime
Extension (kinesiology)
16:24
Existence
Finitismus
Mass flow rate
State of matter
Multiplication sign
Approximation
Dimensional analysis
Measurement
Prime ideal
Frequency
Invariant (mathematics)
Manysorted logic
Moving average
Theorem
Pairwise comparison
Local ring
Dean number
Physical system
Process (computing)
Lemma (mathematics)
Parameter (computer programming)
Limit (category theory)
Measurement
Approximation
Computer animation
Order (biology)
Theorem
Normal (geometry)
Nichtlineares Gleichungssystem
Extension (kinesiology)
18:11
Gibbssampling
Standard deviation
Pulse (signal processing)
Randomization
Length
Multiplication sign
1 (number)
Determinism
Parameter (computer programming)
Bound state
Measurement
Order (biology)
Invariant (mathematics)
Resonance
Strategy game
Manysorted logic
Square number
Aerodynamics
Series (mathematics)
Multiplication
Proof theory
Randomization
Potential energy
Renormalization
Point (geometry)
Moment (mathematics)
Mereology
Term (mathematics)
Measurement
Open set
Element (mathematics)
Recurrence relation
Derivation (linguistics)
Series (mathematics)
Number theory
Theorem
Normal (geometry)
Nichtlineares Gleichungssystem
Right angle
Energy level
Resultant
Spacetime
Point (geometry)
Computer programming
Random number
Functional (mathematics)
Observational study
Link (knot theory)
Modulform
Maxima and minima
Inequality (mathematics)
Regular graph
Theory
Wave
Goodness of fit
Regular graph
Thermodynamisches System
Network topology
Term (mathematics)
Modulform
Spacetime
Summierbarkeit
Absolute value
Linear map
Hamiltonian (quantum mechanics)
Theory
Basis <Mathematik>
Exponential function
Approximation
Sign (mathematics)
Algebra
Computer animation
Estimation
Strategy game
Set theory
Musical ensemble
Local ring
25:03
Point (geometry)
Standard deviation
Random number
Randomization
Variety (linguistics)
Direction (geometry)
Multiplication sign
Modulform
Determinism
Insertion loss
Event horizon
Variable (mathematics)
Independence (probability theory)
Regular graph
Thermodynamisches System
Insertion loss
Different (Kate Ryan album)
Spacetime
Integer
Summierbarkeit
Absolute value
Set theory
Mathematical analysis
Independence (probability theory)
Mereology
Measurement
Recurrence relation
Derivation (linguistics)
Computer animation
Estimation
Symbolic dynamics
Time evolution
Factory (trading post)
Order (biology)
Strategy game
Set theory
Nichtlineares Gleichungssystem
Family
28:06
Gibbssampling
Randomization
INTEGRAL
State of matter
Multiplication sign
Determinism
Parameter (computer programming)
Mereology
Food energy
Quintic function
Variable (mathematics)
Independence (probability theory)
Measurement
Derivation (linguistics)
Invariant (mathematics)
Roundness (object)
Manysorted logic
Cubic graph
Chisquared distribution
Flux
Randomization
Moment (mathematics)
Mass
Determinism
Measurement
Proof theory
Category of being
Arithmetic mean
Theorem
Nichtlineares Gleichungssystem
Resultant
Random number
Maxima and minima
Student's ttest
Regular graph
Hand fan
Theory
Regular graph
Term (mathematics)
Modulform
Nichtlineares Gleichungssystem
Summierbarkeit
Focus (optics)
Matching (graph theory)
Military base
Model theory
Projective plane
Independence (probability theory)
Exponential function
Stokes' theorem
Computer animation
Estimation
Network topology
Set theory
Musical ensemble
Conditional probability
33:55
Supremum
Random number
Weight
Complex (psychology)
Modulform
1 (number)
Lattice (order)
Student's ttest
Measurement
Sequence
Measurement
Computer animation
Arithmetic mean
Square number
Theorem
Spacetime
Set theory
Set theory
Resultant
Alpha (investment)
Proof theory
35:04
State of matter
Multiplication sign
1 (number)
Kontraktion <Mathematik>
Thermodynamic equilibrium
Parameter (computer programming)
Mereology
Food energy
Variable (mathematics)
Orbit
Coefficient of determination
Different (Kate Ryan album)
Aerodynamics
Proof theory
Logical constant
Point (geometry)
Parameter (computer programming)
Mass
Mereology
Food energy
Asymptote
Measurement
Recurrence relation
Frequency
Ring (mathematics)
Symbolic dynamics
Uniformer Raum
IRIST
Normal (geometry)
Nichtlineares Gleichungssystem
Right angle
Resultant
Stability theory
Cubic function
Existence
Maxima and minima
Perturbation theory
Mathematical analysis
Heat transfer
Average
Regular graph
Approximation
Rule of inference
Hand fan
Element (mathematics)
Hypothesis
Sequence
Time domain
Frequency
Regular graph
Arithmetic mean
Iteration
Helmholtz decomposition
Uniqueness quantification
Modulform
Spacetime
Genetic programming
Gleichverteilung
Normal (geometry)
Turbulence
Set theory
Compact space
Supremum
Noise (electronics)
Sine
Uniqueness quantification
Civil engineering
Heat transfer
Basis <Mathematik>
Evolute
Existence
Approximation
Kontraktion <Mathematik>
Computer animation
Estimation
Normed vector space
Manysorted logic
41:05
Gibbssampling
Standard deviation
State of matter
Model theory
Wave equation
Direction (geometry)
Multiplication sign
Thermodynamic equilibrium
Ordinary differential equation
Mereology
Food energy
Orbit
Measurement
Order (biology)
Invariant (mathematics)
Resonance
Manysorted logic
Different (Kate Ryan album)
Cubic graph
Aerodynamics
Physical system
Fundamental theorem of algebra
Observational study
Point (geometry)
Moment (mathematics)
Rate of convergence
Maxima and minima
Food energy
Statistics
Oscillation
Measurement
Product (business)
Distance
Derivation (linguistics)
Mechanism design
Curvature
Frequency
Chain
Different (Kate Ryan album)
Normal (geometry)
Condition number
Arithmetic progression
Physical system
Resultant
Point (geometry)
Existence
Statistics
Quantum state
Observational study
Process (computing)
Infinity
Mortality rate
Power (physics)
Time domain
Sequence
Oscillation
Wave
Chain
Thermodynamisches System
Uniqueness quantification
Normal (geometry)
Right angle
Summierbarkeit
Multiplication sign
Uniqueness quantification
Model theory
Harmonic oscillator
Exponential function
Existence
Power (physics)
Computer animation
Set theory
Momentum
45:02
Gibbssampling
Group action
Distribution (mathematics)
Thermodynamic equilibrium
Heat transfer
Ordinary differential equation
Total S.A.
Food energy
Hand fan
Power (physics)
Brownian motion
Measurement
Invariant (mathematics)
Operator (mathematics)
Ergodentheorie
Planck constant
Uniqueness quantification
Proof theory
Schmelze <Betrieb>
State of matter
Operator (mathematics)
Food energy
Exponential function
Measurement
Mathematics
Population density
Stochastic
Wellformed formula
Computer animation
Universe (mathematics)
Object (grammar)
Semigroup
Physical system
46:11
Point (geometry)
Existence
Distribution (mathematics)
Thermodynamic equilibrium
Ordinary differential equation
2 (number)
Measurement
Brownian motion
Explosion
Prime ideal
Invariant (mathematics)
Phase transition
Ergodentheorie
Square number
Uniqueness quantification
Planck constant
Spacetime
Aerodynamics
Poisson process
Compact space
Observational study
State of matter
Operator (mathematics)
Food energy
Line (geometry)
Existence
Measurement
Inflection point
Mathematics
Stochastic
Wellformed formula
Computer animation
Function (mathematics)
Natural number
Set theory
Nichtlineares Gleichungssystem
Summierbarkeit
Energy level
Conservation law
Convex set
Semigroup
Physical system
47:35
Functional (mathematics)
Dynamical system
Multiplication sign
3 (number)
Bound state
Measurement
Frequency
Phase transition
Boundary value problem
Spacetime
Aerodynamics
Local ring
Poisson process
Compact space
Compact space
Observational study
Food energy
Price index
Measurement
Computer animation
Function (mathematics)
Natural number
Set theory
Nichtlineares Gleichungssystem
Energy level
Conservation law
Boundary value problem
Convex set
Spacetime
48:43
Gibbssampling
Dynamical system
Distribution (mathematics)
Direction (geometry)
1 (number)
Thermodynamic equilibrium
Parameter (computer programming)
Food energy
Measurement
Invariant (mathematics)
Manysorted logic
Different (Kate Ryan album)
Phase transition
Moving average
Aerodynamics
Physical system
Rhombus
Proof theory
Observational study
Mass flow rate
Food energy
Phase transition
Natural number
Theorem
Nichtlineares Gleichungssystem
Energy level
Physical system
Point (geometry)
Functional (mathematics)
Maxima and minima
Uniqueness quantification
Spacetime
Nichtlineares Gleichungssystem
Summierbarkeit
Poisson process
Condition number
Compact space
Uniqueness quantification
Lemma (mathematics)
State of matter
Supersonic speed
Exponential function
Existence
Numerical analysis
Computer animation
Function (mathematics)
Set theory
Conservation law
Boundary value problem
Convex set
Family
00:05
time and again around 2 2 all right so let me 1st and in very much in front and in Germany and demands for the invitation to speak at this conference but also to the organizers for them organizers such a great program and it is great to be here so the only thing that I went to talk about this kind of them they will be cleared the planners say and I apologize as some of you who love her at least once a month I see Alex experience so like a and Hyacinthie is free to prevent 1 when I speak on your work so anyway so I would like to lose because of the makes audiences the 1st maybe and review beach and some of the work began which is in the background of 1 of these when is a talk about some recent work I would you guess the land from the Q makes armed aggression into the and the queen bee focusing Monday and then sort of like talk about some Will move more recent work which we still at riding a wave of suffer honey and John Madden evil look really engineering and I made it perhaps between 1 and 2 when the and I want you to think about that but it's kind of like talking about some of it in the 1st 2 ways like the the notion of gives measures which is the sort of like a equilibrium states that mean and when the 2nd part is about what sort of like the the the non equilibrium the the sole of the Sony quick also summoned before the addition integration just for the purpose of this document but most of the time but of all the debris of the case and wondered about the square Doris Monday direction 1 and set up for the purpose of the study redundant appropriately guidance to between the that also accepted the kind always mean relative to scaling assess everybody knows here because I don't know what we have people here who have demanded that that the work it has been a lot of progress and studying these equations and most of the fans the ambiance of and the beneath the custody of the of the phenomena but there's still some questions that remain this essentially in supercritical case which unity focus case people the nerve you have blowup on video so that drops Our indicating that would pose a serious problem we'll see some of the here's just quickly some review that of some of the work that you want honoring the and for because genes here the work of began to work within the system and that was about and then we know also for critical equations lending and I'm not putting all all names but there has been a lot of flak from domestic work and also some conditions results of Soviet critical and so I'm so because they said there is not much that is not thing only In default OK so on the Braley case and all this situation is a much more limited than the results and fewer and even or even a problem at the local would poles in theory right so also will again prove back 93 that actually this version in the period is Indian weaker and so for example and 1 B the L 6 Soviet foreign to the actually do have entered in the river is this is actually he constructed the examples as a word that means is that in the local would pose a theory you cannot handle these are the question for example the you to music when taking 1 B R L 2 create because you cannot close and there is no local fury at the level of it at all you this is bigger than 0 there are no results In a little look at OK and so in the same neighborhood the subcritical reduce of again the group as I said at the local where busses are just some examples and of course you have I'm delighted in the energy so how mobile and would be a new house the for so they were worked for for small they covet simple that barrel and then they sort of daytoday break through the work for the 1st of lending over the last thing not 1 of our units composed of there but who actually did the last therefore the Quintaglie focusing in the evening I'm a student of mine did after liberation war actually of within the matter of the street as he did perspective of he sees he CU focusing a lesson for the and as said it was a small data brokers said before and as many as should measure here that this work of Cuban descent was to have also had to provide useful data and new process for the question please like I said I want to focus on the Russian space and the reason is because the nondeterministic setting you still relying heavily when leading number theory and so we don't know I feel how to treat many of the things in Russia so the point is that in India due later this month is not even now sold the the point of view that you want to take is that then maybe what you should do is used to study these equations from a domestic point of view and the spring just the 2 of them were again which is the starting point in
05:33
94 96 where he studied longpending makes for periodic equations in the almost sure sense of I show that I you have we know what on the set of the Gulf War Peace measure so the news measures for an alleged and have been constructed for example for the pubic analysts in 1 into the and the focusing of reconstructed Viking Jaffe in the context of the quantum field theory later she formal the islands because the concurrent and in the context of 109 assistance by Lewis Rosenstiel who also triggered focus increasing when they mention that here you haven't you don't even know that's just a modest is that you have his measure that he take a sip of initial because flow at the percentage of women and so on and so why is it that you worked shining because usually what happens is that when you are sitting on the financial unit when you are sitting in the in the statistical sample and the support of the measure you're irregularity which is very rough and there are no closer quantities that live so why is it that you can get lulled into so the point is that assuming that you have a look at what Bozeman said he doesn't have to be that the meeting will be nondeterministic then the environs of the muchawaited aftertax articles and quantity that allows you to to continue the result from local I did little regularity wouldn't nobles of quantity so that's that's that's the key the day and the ritual abuse of doing this is that somehow it captures engineering behavior will say something more in a minute as I know this is our lives and so so on idea of what would and so and ingenue Guinness's appropriately as well and came back and I will in the Infiniti measures of the place or sell it so actually some are of course many dangers and challenges what is actually for the specifically the theatrical structures of this all these measures are there not that easy but they're easy to construct a furor over find among the domain securing the standard measure within volumes but there are some of the but if they if it even he is not 101 and is not always clear how to do it and I said into the and the need to be focusing on your but you cannot construct directly was proved on that actually would you have to do is you have to normalized in 1990 and removes some sort of like diverges along the easing of further measures to make sense there was known in the focusing case for it to be the bridges and Slate said that there was no obvious mentioned the measure is not having a wee mentions like for I'm in any the the evenings there to make your queen then is also know that if you try to do the same realization procedure you know what to something trivial to the Gulf measures of measures OK I and II for example if you did something like that focusing Quinn into the liquidating in the for which there is a measure the problem and I'm going to show you where is that you know the brewing bias but you'll you'll you of course have to cover a deal was flowing you can have actually which solution but if you want to show the glow with Paulson then you're going to see the singlemindedness of you going to see the referee roughest spaces are essentially not clear how to to to this challenging and some of them but but I know of sold so the focus and will begin to might be within reach things to the Soviet Union techniques from some sort of like by these arrangements but control distributions will be Nadia regularity structures but this is useful to talk about when they saw quickly how business should be fine because I'm going to be this meeting this of course is think of Europe equation of scientific information on him and insisting on the request vision and let's say 1 dimension the stages onedimensional needed the people and finally also Spear said well you know you you starting his measure the foreman looks like this but I so this is like the McMansion this is kind of going in and isn't enough of you look at these cases but announces because every guest the the terms here that the living mentioned he had taken the potential energy and everything will fight infinity so this makes no sense but it's just above what is it that you you you you want to do defense also you cannot define the monitoring mission but what you do is you you take a new constructed using adoption measures reference national and then you construct the biggest measures awaited a measure interstate it's also the gumption measure I own some sort of like him space where it was constructed as the weakening the final emission measures of PAC is making it a part of your view 197 and this is day limit measure which 100 going and this year is the year of dozens born serving on the advent these is seasoning is the sort of like you can be a dozen years probably Nasher under this smart a they so would be suggests from now on is always the IED covers about nonviable sparing with means you and so all the
11:06
blind now most important point now is that you want to understand the gumption restaurants weakening of these final emission approximations of the season to see that their identity but then come the reality as so the point is that if you want to become the reality and the a theorem betrays the that those who wonder about the reality of the point is that of NHS their comfortably added the only farce is less than half day but not his beer equalled in half there into the dark Ontario behavior below is too I would probably be 0 or more in the if you are below minus halfbrothers because you hear about this so what that means is that if I want to do this is this is exactly what guys you what is the support of the measure our Where is the date that willing to me that's the regularity of the day that you want to take someone the year looking at a big is measuring half to be sort of a nature half miners if you are and what do you mean you have to be just below and tool and so on so you see a single find that measures if it very very rough and so are once you you you don't then you know that these reduction measures just that all 4 of these are unreliable and so the Senate can began elements in support of the motion is holiday look fans of this is a functional emotionally 1 even distribution in Hialeah and you have this industry so as I said before was have constructed the notion show them the gives measure is just I awaken masher work were served this is than owning a part of a of the 100 billion is a renormalization 21 is the story of the rebels including the people I want this to be a new 1 really to to to role as a the focus in case you have nothing for free because you still need not to be too low the realization for it to be prominent initially you have to pull out deal to cut off from I so the same cut off that you see in the than music is comes here on Tuesday sectors as the which beef which cost and this is larger and actually is when the small so it's you don't win but anyway I so it is in powers is undefined you just need some kind of and the powers 5 which is the critical demonstrated that there has to be sufficient all right so what is
13:35
Morgan these like Morgan proving 1 day this is his results are just I'm just taking it because I wanted to get used to call rates in the you think the equation would that they doubted the date in support of the measure and lessening the blue almost surer means that you can find a set in here if you're focusing on you have the condition everything to have a smaller pool of Murcia 1 of the of the EU's mission 1 such a forum Saturday that initially problem can be continued abandoned then you also prove that these measures will survive but so why this important 1 this recalled for a 2nd that the mystical you have locally physicist strictly Maryland 0 I only viewing each 1 and and and and that's a result would the buyers mentioned this as I said before easing global resulted in nature Hoffman's where there is nothing there is no was appointed as a viable into it but that's that's what the dimensions week and so how does he proved this Limoges quickly with movies because we're going to need it is like what we have to do is you have to approximate the equation by finding the emission of oxidation and as I'm actually a crucial fight because where I want to bring home here is is how do you use the values of the measure and what is important languages in a bit of a of the other conditions that would you would you really use is the bias of the final dimension and therefore not the numbing buyers of the infinite miserly isn't sometimes comes in parallel to the to the global boulders and so so why is it that defined international measure is is is invariant 1 because this equation when you take these things you stay hadn't onion so the space 110 which is not always true when you take equation annually to provide local researchers have to be H I mean what happens is that you might think I'm going in but the problem is that you will know My notes and this is actually a very delicate point out what happens with Ag measures for measures and the sort of these unknown canonical transformations I that they have said before you leave fear and then tells you that it is the 100 billion volume serving this is conserved so this is a local services these missionaries is environment and I wouldn't do it you use the variants of the final Commission masher to continue so you know where they might look as security
16:01
you have diminished the look of fury for various local and so now using bias softlyspoken the solution to to the final animation approximation To a by 109 provided that you have unanimous said that would take us with and that in this process you have to select a perceptible only with broad the 1 that I believe that your speech then you can continue
16:25
that process as once you have these then how do you continue you believe this approximation lamented tells you that once you have a date finite emissions at which time the you take you that you know that is local and I knew what the you in it did at the state stated a method sidebyside with the UN and is not a trivial problem because what happens is that you see after the nation did not die of existence is somehow spoken become really far apart and you have not .period Mountain you so this nontrivial limits to what you have to do some the data as a stepping stone and Intermediate System which is the evening dimension creation with a projected at the time and then when you do is you you use that as a stepping stone and you compare I yield to you Prime and the new bride to you and step by step and then that's that's how it as always have that now you have now been this of the globe you and so the icing on the cake is that you get out there but you prove that you have this converges to come to New England premiere giving buyers with reading buyers of all of but they still have to the
17:41
wouldbe wouldn't and here's but would becomes interesting what we would want to Is that s owing to the frequency of the molecule which is a steel to predict but now as I said before the gives measure which was known to exist and is need some sort of library normalization in order to exist again and you can actually see these women isolation also in trying to prove this theorem because it's actually the same thing and to remove what to do with residents and so what you do is
18:12
you have to treat what is called the week or the millionaire I think so you have to subtract these terms from the humane I'm a Hebrew exactly the same fearing that then you're going to win both the pool and and the associated measure use environment so here but now this is the quality of their indicating in their potential energy disassembled almost surely so you have to sort of weak or the end of the year renormalised if fine Indonesian approximation of and that removes the storms and where we like to say is that actually this is the 1st result ever that is globalized and supercritical so indignities person this is the 1st results are very appropriate because until this you yet it is staking a of from etc. chemical publicly because appropriate because he itself related the sky but I saw its own something nice that it's actually a distant observation is that you see that the minister so always charges opens its with positive measures so if you improve using this argument if you can prove that such a result would would probably would measure 1 then what that does to you is that you cannot have a lot blocking that apology basis you can have a lot but if you can economically stable and that the border 1 thing so that's actually found something nice OK because you know all the ones that have is the focal singularly on rather than on the street but there is a lot of that kind of SNL the additional difficulty here is that we did not have a look at what missing places he did in 1 OK so he can understand the argument that just described because there is no doubt that this is not a candidate could local with all this before the super so what he says is as well look at me I just want to blow emotional global results a wide that the music local it's enough to prove that I have a lot of good boldness for that is the support of a mention in other words on the news of abroad realistic local with pulses wisdom and so if you look at the staple from 96 which is a very long paper slid 56 pages like know 50 of those I just to prove the probabilistic local polls can for that's less does the court that's the heart of the matter in the paper and the rest as follows the same as before so it's worth the ink on his so this brings us to this notion of saying the case and now forget about it for a moment about the national for at the moment about the deal was let's think about just the look wood boldness and so what we're going to saying essentially is that if you if you if you give you think the tenyear undermines the date that then you're always going to be able to improve your local fears and so that they can weigh guarantees is actually not a foreign idea for form for us formal for anybody but especially from Harmony finally because this is exactly what what work with what we know what we use all the time when you prove you inequalities for example that surround series better and be in yesterday and so the randomization Dassin and improve the regularity with investors improves they did in the but once you have that the that in turn to get that this thing is that you without once the the as always is this is a strategy to to prove these and this is actually the same strategy that I don't know if at the same time but but said that under the same strategy but what is new is used by the breadth and the most for the for this across the island ,comma for the few formal and will use exactly the same idea what's the idiot is that now you look solutions of a particular form sordid Caesars say where you run data now and when those unwilling to look for solutions they look like a emotional the run make that blasts some other than new and instead of solely for you so for the difference equation pain and so as a consequence of these and what he can prove that if you suffer this there is a question I use so here in a smaller space that you start this is for a fixed in what everyone to do when you're going to find value in a small regularity done they initially as as a consequence he proves almost surely not only that but the nineyear Park always has moved from the park reduces India's 96 94 96 now I an
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important remark here is that by doing this is not that you're just saying that if you randomized bring the problem from the lake supercritical critical to abuse of crude that's not true I mean what it is is another problem the wording the 1990 a hybrid right I mean you have supercritical terms which are random and you have a sort of like that damages which should see the music which I really but may be a small they're also created by you have to but you have to treat all interaction from the mine longer than anything that the ministry when the as a 1 of the things that you need place before you even start this thing is because you have to deal with the many things that the minister got a smaller space you actually have to have a place in the deadliest local would Paulson is that in a smoother expects to stop at least In this approach alright so I'll images quickly the White works of works so I saw everybody I'm sure here just stated by sort of because of the last creationist theories of think OK here been comedy and the company random terms you're dealing with neuron United whatever that is as I hear you have just a civilian communication from the morals so as envisioned boasted that the knowing only that sort of thing they did the norm is controlled by the program has so what's the point of links to the point of this is that there are arbitrary journalists said were the absolute value of this function is bigger than 1 that is the case explanations so I'll I'll take it any any better than the land that here to be about the miners fear were work 2 times the normal here it's all about those issues that did exist it said but the which is the complement of these studies on the matter is the complement of these so the probability of the continent Army is the probability of this which if you put this down here said that but doesn't believe you're outside that said right from the outside is said to insecure here then you can replace the absolute value of by the other 2 square and that's fundamentally still initially 1 of best the forwards white
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Bill is 1 example some of the major events like these babies is what Morgan was highly view are interlinked mentions just below do they would look like this but the and as in in doing your your around the rumbling directions will you have to do is you have to have the makings of this fall go when this is just that the set of and 1 and 2 and 3 each of them in the pool such that the ladies now what do we call and ask for you which is the day that which is actually very interesting because a different way of understanding is that it tells you that anyone in the league the school are never too which means that you never lose the independence of the runway for every time they 1002 orders becomes absolute disgrace was independence so that we quarantine would thus which is the same as they admit that there was as it does at this stage you hope you always have in the past I was so I'm not if you just want to do she sure here if you want to isolate the absolute value of these ozone the air anomalies and you look at these I'm using the word tool
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to use and now because of the wind and the 1 you sit you she shots then you pick up you lose because you pick up the commonality of upset you pick up the commonality of this set which is big and then being designed integer company at this point and serious or intersections as fears or whatever and that and and then use them without loss means that you cannot use it even if you cannot close as all the last mediation the it tells you is that you are replacing us they said a minute ago more than a said the warning us about the absolute value would be to as would you are looking at this and this we know that and that's enough to close In 1st how it works and that's how it works in now I know I'm I want to say that something just because surgeons you have things isn't making factory at Wembley with a minute and then actually moved a couple of years so so so so they take away from here is that the randomization I would ask is actually allows it to improve the local would also miss the irrigation view the randomization as a separate issue from the environs of dementia and once you have improved Eurocard would pose the question is how do you go to the wall and then I the Bears which wishing you have which Regina you are but you have to make sure you don't have a measure of you can actually do a variety of things or you may not be able to do anything these with with Quintana the nothing that is conditioned the 1 thing that I should say here may be going back is that 1 problem that you have is that you see even if you if you have conserved quantities or original consequently is for you in a way that is that brothers when you study the difference equations you have no consequently you lose the analysis that in anything so it said it is a big
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problem but OK so all
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of us they said then that hardly passed so separated 2 issues randomization improves local and then you have a measure than newcomer from looking at the moment you don't have a match maybe you can do energy is the music you can do something has been region or your student you may still working with because think as I said there was this has been a lot of work after then so nothing happened between women's work and rounds of 7 and there's a lot of activity I'm not being comprehensive here this long before the whole work for a lot of equation and not just this person all sorts of electrons to integration and goes to save Jews here from windows and is kind of like this is actually part of a longterm project but you know and this interstate bear that was of consumers surveyed in the new where question with the dynamite former acuity and actually add this latest thing this question for it's a funny situation for dramatic purposes and for trying to understand these methods beyond that date is Regine which would you do we you look around the league senior in Europe pollution will want to look around special solutions and this is geometric equations have its ground states we're interested in and trying to understand how to 207 just cut out the property can be better but understand the transport of the of the randomization and there but by what I want to say that the nose is actually his is a beautiful recast of this new forms that actually you eat that exactly right there like a gift that people giving because exactly what you need when you have quadratic derivatives but to preserve their the independence very shortly before so I tell you that if you have random random interactions you have to do something that way calling to make sure that you use you keep independent the models and then and there and with the news from that is exactly that when I was in the probabilistic and so it so it's actually quite interesting as only quickly about this these were so this is actually to do things in which the results which are still separate the coverage but the reason why we're interested users because they're actually closing an important gap and there's some critical theory the candidate that the fury and they and they almost sure the award would bolster someone is saying to the yet there including the falls equation as I said it minute ago go up so where would improve walls that you're below was to you have a little short blowing and as for they look for the globalized that there needs using the iron method the best result known about 200 pictured here is about twothirds you can't as a wouldn't provide here and if you're here you have globally but as I will explain in a minute if you have a global bourses that is produced the you can I use just the deterministic preparation regularity methods to to to filling this gap as so we were interested in understanding how global In his rage and for the oneday which is focusing on you have the same problem they would this is still a gap between us so that they almost surely always is just below half and as then of course you have the focus you have about which 1 and the focus seems to have about 4 months but in the focusing you have nothing and we also wanted to close the I'm although the results follow from a method that we would like to call approbation and produced a brief of regularity so enabled BC here because this is this just and just said on this is that we just don't want it to be why is this not the result is not training because if I give you the down which is a small but that on them that is seeking in each minus epsilon died 8 days with brought is 0 I don't priorities 0 is in support of so I cannot just take but assume that they can lodge the gate and is good and it is aware you have nothing the so also so you usually easy when you prove these results and this is what is it that the coming in disbursing having more regularity there helps you usually would you do it say when you need concert wanted to prove something Glover you proving that the would you have a conserved quantities and then you use probation regularity but that the smoother solutions I'm here but the bank and so on what we do instead is weak after they did here is that we want to do is we wanted to compose the data In due into into a term that is close to the support of I'm going to be made up assessed goes to support the motion and thereafter and rest the ball Regina Raffarin topology that where we are that's it's also forcibly intervene want to do it for as being of 0 so the referent apology would be the age minds and this was a reminder and the question is how to do this so that things work and then we want to do sort of like a sort of innovative but duration argument to conclude that and on the island and evaluate them when the presented here is is actually we do we can use the bases but is very generous so every time that you have real results are and that is almost sure using a measure and and there is a God above you you can use it also every time they have been mentioned in the news this every single so that is needed is examples of this is a statement of the fear sorry for it I have to state something so you I find his means is just to remind you that on the debate that I'm taking
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hazardous form and so the from you that this is the date that the when I find 0 you are intertwined sense alone and this is with prominent is 0 in the support of amateur so your I
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knew that that that they can use all the human aggression right now ,comma and so I don't know if you normalize so we normalize their ability to so you can always pull the recording which is finally coming to the meeting of the spokeswoman .period were about as other affairs and anything in his any lasting any other football stadium on some some abstinence then that it is the set all of a sudden the gumption so there's no this measurement you always have a ghost mission associated to the 1 blast of fire everything I am which is spending that your forming these with that anybody to leave to the Alpha square instead of some great enabled agree 1 square and the support this year as it said with with measure ones such that you can continue the student would lower solution and half this fall when Sylvester the result as onward
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Romania's you'd think that they don't and that is the steps to say the 1st step or we want the school to do we really want to show that is they don't gives rise to 2 would lower solution in some rough at the border of the UK and the ones that do we will we will optimize the ring Soliday that you'd think the back I knew you do you decomposes into it that something that is going to be determined later I you break it into and less than him and then you take a sitcom Bob where you put this like it if you wish you can think of this and acid it as a high frequency high hypotheses they let you alleges business highfrequency spot and that's why I call again and you write the South's ancient blasts sigh 1 prominent as the storm and so would you know you know this is just the low frequencies than in the in the HSC on 1 the regular then this is uniformly bound for the and I and these aliens else are obvious sponsors it is really quite simple and as inside there was this week with the 1 personality noise you use Morgan's result in Asia Minor said to to claim that there exist a certain brought in 1 such that if you look at me now then why these way In this alone there is no way out but then I knew I had to learn that the storm but so this is a small the soap in the liberalminded but this measure since this will probably his usual the support of the measure the diet just 1 room so there is a Morgan's measurement you cannot anything small to that because this is not seen by the membership so this is a statement the support of the motion and so this is 1 of the elements for which have that kind of continued lower against all right that has your wife personal sigh as of now you know that the symbols of my Bible symbols of to some solution you have to have this form when you have these involved because we proved that this is always a smoother than you start here In that so more actually part of the argument and I want to get into the details with that is news the situation arguing this approximation this nation argument that I mentioned before but they you get the is of byproduct of that you get an answer these are just the X being norms we CNN be so you also get these uniform of bounce on on the storms in the Sixers the norms 1 each it that at the time step going forward and the best part of this approximation duration argument of all will before so now how would you do East you used is that this is the role by the the UN is no way to prove the existence and uniqueness of the you WiFi you want and as thinking the reason that the population argument and the real 1 corporation argument works it is because there is this norms are less than 1 around their small so the of small becoming a more as a when endorses there solely for you I'll find you look again I added the phrase as a suitable difference equations so you concede that Bryant had to be and that had evolution of 41 minus the solution this is that this is what you want to solve 2 wonderful for that but instead of looking at that you look at the difference between the regained 1 and that 1 that the preparation that looks like is these missiles this problem and this is an McDermott of the character and the fact that these 2 things are small is what allows you to to 2 to finish with a contraction in duration and indicated that little things are smaller his uniform bound allows you to prove that indeed this exists and that the solution to the gulf of after is simply this is prime and so you found you find a solution of the evolution of all that data last day as I was this what I no but the whole no if is changing this should all of among farright so I
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I want to have anything to do with the is there is there is the recovery of regularity is the recovery of regularity which actually I'm going to skip since since now I'm being pressed so a parties is what I want the dog is so out of this was about the size of schools so that 1st fight is unveiled Monday a cosmic censorship worries about the developers would you like some of these measures which can of this kind later the day then it will even 1 as wanted quickly now is about this set result which is actually and the transfer of energy is related to and at the Local for Patrick may be the 1st day for the halfway but also to some alleges that suffer means that the other side of what Tucker with describing this week as a candidate the decomposition of the transfer of energy of the of William beyond makes for a less and I saw everybody knows that if you are 1 of the EU and he should have started in the nose of the state and then bombard them is used as the basis of all the question was how to hold who hope to capture that and this is what also go with him with prominent among approach was that what you want to do is you want to study the growth of oversold norms and to see how these rules hello this is transferred from basic is feasible he said actually he said conjecture on hidden in southern was it whether the Diaz with that of this village solutions to the cubic equations whose ages norms and indefinitely and that is where schools the interest of the country and so
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I am willing himself from Newt as some promise and that he constructed some special but when the new wave equation somewhat affected which in which each exhibit that there's someone who's been another fundamental progress being made in this paper of Williams is the philosophical style in which they actually construct the larger about finally grow from Seoul of norms and you haven't seen the result I would be here is also worked behind the major and believe were at an ocean research and that and more recently actually it in real estate of 100 so there's of of here so they prove that if instead of the Taurus is David the problem in this city there's than actually they the result of the conjecture and they said they probe yes and they also gives them some and on Monday the 1st stop of a of this conference with whistle Patrick talking about similar things for me for the have waived
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and sell it now I don't understand Morgan's Conjecture for the kill again and this is actually a very very ,comma very of course but the problem remains unsolved but something which is kind of like being between again and when describing the 1st part of the stoppages is this this this environment and its measures is everything really that the study all 4 of their existence and uniqueness of nonequity Ramadan's machines but they saw this that allowed inspect matter that is kind of like this is requirement very poorly understood that this is the existence of stationary nonexclusive states and unfortunately this is trying to alternating gives some sort of justification some sort of a rigorous sofa framework for for the statistical description of this sort of of and now this prize very harmonies kind forced plastic 34 systems but in which it is actually is actually very hard but there has been progress in these sort of like uh chains of oscillators of statement be leery militaryrelated Thomason and more recently of her mockingly in which they look at some of the collection of I'm harmonic oscillators with with nears Nunavut copies so you have the handling of the concede I'm there are this is the 1st 2 papers and this is the relationship between the beginning of the coupling and this is is much harder case in which the relationships like this and there already they cannot solve this problem unless they only have the negotiators here there's no no no way sort of problem with the end here they cannot do more than they did that what you do is you think this and put them into contact with 2 he got a different temperatures so you have your system and what you do is you want to inject energy into the 1st modern dissipated into the last time and you want to try to see whether the system will relax into into a stationary in new state and so I to forecasts also supports the starting point is actually started modeling the work of quality and that is that we can provoke belt was 100 billion has this forms and and it is not that so here it is much harder than the other 1 because the directions don't depend just on the relative differences but also the moment of particle and neighbors and is not that there is a finite said for which of the resonant unless his skills and collapses due to the storm the 1 this until we do the same thing we attach to him but at the low walls C 1 and CNN and that would use of it is under way of so far by the anticipating energy Idaho expect system to do ,comma went on a minimum environment show which has some sort of flats from low frequencies to power and we also want some sort of like rate of converge and so that's that's what we want to do and so I have
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just the graphical meanwhile looks like this for that age so this is seat he boss here we also understands that and there's a will leaving the new universe of the molten alone we just do this and as I saw you you look at this just a wrote just for convenience status this some them the degeneration of the of the transition similar to the Fokker Planck operator is here
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and so when you know the the 1st thing you come true is that if you are equal temperatures of the 1 and then this is an
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Indian relaxes inviting gives motion a ban on all of that follows from the fact that you look at the object of the of of of the operator of the plant and this is as always seem just facing the 98 million case that 6 of the Williams is what happened at different temperatures and I you want to prove whether the existing unique smoother going on at the Ramada Inn measure in the House this transfer of power energy and the answer is that again but it will have the molds some of the worst we only have 1 2 3 jails
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then I actually come through that I may be to finish because I want to assure patients had from within 30 seconds of the 1st on the cell phone if that what I want to explain is that he approve the use swings hard it's the only thing that is really hard as exist everything else kind officers stand the but the existence of the measure is very very hard to understand Islam issued to transparency is 1st of for some going to movie and show you what we improved so I would also add that some rates and that the problem is that we're finishing this 1 region which is sedated so we don't know we're going to the explanation reporting on so also won 1 useful seems to change course then are you have to change course means more than once but you can change corners this is the adjacent and the sum of the squares and this is the the didn't president 1st Prime would have like previous works is is that is that we lose the high point of the city of free space so we we are not hyperbole take everywhere but would have to remove these and they have to win will have an agenda line that would have to remove the good thing is that if
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you start would seek to equals 0 then you would remain at sea to close to 0 but not in the
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habit of this city which is what gives you that if something exists is going to be swallowed up up then I would have an hour boundary of his and so I think this is a measure of photos from what is it that you want to do what you want to use it would be constructed at a function that somehow penalize in his region where this is a smaller onset of high frequencies and somehow but would want to do it is a onceover 2nd and that construction will give you an upper bound on the heating time of of the good region which should be a compact said television quickly picture because maybe the
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reason this is actually worse handled the problem will have to chop the space which which which but you have to do before and so on how is that this is the good region where you want all your dynamics to happen as a what you want to do is you want to prove you want to construct happened function as a here that does about as soon as you enter any of these regions you you working but interview Duncan by using you know usually when indices are very hard to do when you should people what they do is they say Well you know your guess your best guess is that they have
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a function should be the but none of them
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work everywhere he knew how to actually understand very well aware of the dynamics of the deterministic system due to understand what waterworks where and in the regions in which you have more than 1 is bound to set them limit the temperature and so on but in the
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regions in which you have a lot of
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these numbers that have contact they talk to each other but you can get someone on on the way to solving the way to
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solvency bank is 1 of them and they would have to do is you have to solve some of the it's sonic equation with a rebound of ideas and some comments the conditions and sold for all the other was flow at all those together an end in some of the region's to get days the problem is that you have to really understand did this to you really have to understand how the faces you need the need to understand that the fees Diamond the phases with look but at some point and so is actually quite there and so and so this is where they live in the heart of the matter is that as I said I want to have that then the rest the uniqueness and releasing the photos from Soviet control arguments will contribute them that those who that the domestic system sort of can access any region in face facetoface so so if you give me 2 points the confined enacting a neighborhood of of 177 here in the Indian 1 anyway and then there is suspend their fear of stroke Maryland that those are the ones who have the authority to diminish system that the distant 1 would hit it and I think even fugitive considered the founder thank you questions the directions to the next this was the candidate had to support you the difference is that the assembly cannot do you see the problem is that this will have to break will be only with the amount you have 4 4 that the prevalence of brother Brian is a bit higher energies you can you can do with the promise that at lower energies like that when when you're 0 so you're stuck in the middle of the year energy doesn't really work right to the floor of formal to review your stock and unsold and will happy 1st with the news that I mean they here the paper of Janet than women with marking their also on 3 becomes the kind of 40 there's so so it's not is not clear will be much more complicated than the way you will have to chop and understanding is the construction of the skipper function is it's "quotation mark if you have more than sufficient to our the the John onions here I don't know good question the the thing that and Rob now