New Algorithms in Information Science
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Title 
New Algorithms in Information Science

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CC Attribution  ShareAlike 3.0 USA:
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 and the work or content is shared also in adapted form only under the conditions of this license. 
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Release Date 
2010

Language 
English

Content Metadata
Subject Area 
00:00
Statistical hypothesis testing
Point (geometry)
Noise (electronics)
Military base
Multiplication sign
Real number
Sampling (statistics)
Chaos (cosmogony)
Grothendieck topology
Fisher information
Degree (graph theory)
Term (mathematics)
Iteration
Mathematical optimization
04:59
Point (geometry)
Functional (mathematics)
State of matter
Logarithm
Multiplication sign
Real number
Distance
Food energy
Theory
Frequency
Average
Ring (mathematics)
Cuboid
Energy level
Physical law
Acoustic shadow
Maß <Mathematik>
Noise (electronics)
Pairwise comparison
Twin prime
Independence (probability theory)
Nominal number
Numerical analysis
Approximation
Mathematics
Database normalization
Arithmetic mean
Computer animation
Glattheit <Mathematik>
Convex hull
Family
Identical particles
Resultant
11:09
Rotation
Point (geometry)
Noise (electronics)
Functional (mathematics)
Scaling (geometry)
Observational study
Multiplication sign
Real number
Similarity (geometry)
Parameter (computer programming)
Evolute
Frequency
Arithmetic mean
Database normalization
Mathematics
Voting
Computer animation
Manysorted logic
Maß <Mathematik>
Resultant
14:53
Functional (mathematics)
Observational study
Multiplication sign
Similarity (geometry)
Event horizon
Goodness of fit
Different (Kate Ryan album)
Operator (mathematics)
Physical law
Mathematical optimization
Condition number
Noise (electronics)
Forcing (mathematics)
Weight
Algebraic structure
Basis <Mathematik>
Calculus
Mortality rate
Connected space
Category of being
Spring (hydrology)
Film editing
Computer animation
Calculus of variations
Right angle
Spacetime
20:00
Cue sports
Point (geometry)
Standard error
Functional (mathematics)
Interpolation
Multiplication sign
Connectivity (graph theory)
Solid geometry
Student's ttest
Distance
Mereology
Rule of inference
Wave packet
Frequency
Derivation (linguistics)
Lattice (group)
Average
Natural number
Series (mathematics)
Nichtlineares Gleichungssystem
Mathematical optimization
Condition number
Addition
Theory of relativity
Process (computing)
Block (periodic table)
Military base
Gradient
Mathematical analysis
Sampling (statistics)
Algebraic structure
Basis <Mathematik>
Maxima and minima
Variable (mathematics)
Measurement
Numerical analysis
Category of being
Computer animation
Normal (geometry)
Right angle
Game theory
Pressure
Resultant
37:32
Trail
Process (computing)
Generating set of a group
Image resolution
1 (number)
Maxima and minima
Regular graph
Measurement
Food energy
Measurement
Computer animation
Different (Kate Ryan album)
Spacetime
Iteration
Position operator
Spacetime
41:37
Computer animation
Gradient
Maxima and minima
Lattice (order)
Student's ttest
Measurement
44:03
Computer animation
44:54
Voting
Lecture/Conference
Food energy
Bounded variation
45:49
Energy level
Maxima and minima
Cartesian coordinate system
Graph coloring
46:45
Film editing
Physical law
Sampling (statistics)
Kontraktion <Mathematik>
Table (information)
Family
Convolution
Resultant
49:04
Point (geometry)
Area
Linear equation
State of matter
Multiplication sign
Direction (geometry)
Projective plane
Kontraktion <Mathematik>
Mortality rate
Event horizon
Sequence
Food energy
Measurement
Numerical analysis
Category of being
Computer animation
Lecture/Conference
Thermal radiation
Iteration
Perimeter
55:23
Staff (military)
Dressing (medical)
00:00
a year and it's the real Southern California we we should be talking about the new algorithms checkout popular they are Best . popularity on my the first one novel if won't told example of what is your view that images Our contain redundant information as I look around me I see a lot of bases and personal look a lot so if you take will he is in the science Jean and compare it to the rest of the EU bobbled believe they have faced than somebody else's spatial and things would now be very useful for image process because noise will cancel out and single really works from novel millions and 1 of the leaders at the same time the most important thing to be the last a and so on let's that be go about what overall which can't bodies it'll be a rental of 66 on that goal will be to work the quotation 1 among meet about our next week have our erasure past our certain iteration method Rueter optimization some patients vision 0 1 good to you will find out what was point chaos but now the and a so that a sample of Gabrielle 1 optimization little to reduce but what the only arrived at site bye during station or but the terms not only that but they your Bregman and degree of 30 and we have carried from Asia in your own words were bought should be high on tests and saw don't down Vermont but remained on the also impressed him a powerful role to with the help of a sudden noted that informants in the lower back at an now agrees of Golden said out all YOU due NEW which I respect for a man who was known to 40 but none of these things were soon back on who will head who will exist in 20 years a lot of exciting things happened dictate amazing things I and talk about new wants on the old 1 also so solid novel means work poor just obvious although the current work a colleague of earlier novel
05:07
budget and a lot of your novices this the way images ages are TV's you would read function which is about something so you're theory and you could be an end to the bad old days what people would do it gets a little irritated value you will find GE and replace it updated as reactor was 1 throw and this be replaced you by might wanted matter of being ways that's like remind you look at the idea of nominal means they looking their average values of you who that the picture here and no 1 that you compare other batch of systematic way so the Norway's canceled out and victory for the results are unbelievable 4yearold there are people who were doing much better stuff for years later also solve problems by this simple idea of using redundancy image Union dictionaries also families of patches from other images and that'll be cheating enough that slowed you down but you could do that result more Morrison staged what what time is to replace you by an average of value this is some kind of approximate identity Aleksandr collusion and use it's the 1st introduced by those guys but actually was 1st used by some washing I think young Harris last year is quite right now they insist on and what I did jocular of we this into a framework I this machine learning never thought my life I will be the back from but still interesting stuff so give their function you the final a great even on a grid but not by taking a by W. number beaten verbal number Independence Day BOX minds you want his WXY is related to this crazy thing I showed W is related to this kind of disk between points and essentially 1 when you're on top of each other in a case he later gathers you get lost in the energy I do what I need to gather a shadow has images that energy services summaries by using these added is behind him with his lawyers and better service and levels that's why I feel that the service this the word XYC states where euro be left out in Rockland Anderson always do it penalizes function referees by using this this is In the distance between 2 values of smooth and then are we we basically we're replacing the values of these point numerous 0 by some sophisticated Arab which reflects looking at the rest the of the picture's worth a lot worse it looks like of the of oldfashioned method which much a crazy image which is just made up Cuba lots of noise noise is always give the function of the pretty him this is what we get using brand that which saw the Reds in any case most of the they feel more basically over but as you can see is flat these mice want and look what you know and this year so slight that crazy they Wednesday without any this kind of just by reinforcing what's on T me and replace the image by an average of values comparable lawyers cancels out signal Back to rethink that that there is some real freedom state noisy period again as it now much more detail you don't lose these and you reinforce he cannot reach here what is great you
11:10
need a cases and this that made up city with Norway's and this is what get last year method which is the operational aspect but you get that grow most otherwise about any information except original Malizia as not not your letters and was cancels out the other side and mother best result by a neat there'd be a after the added clearly at odds are view will regarding the people of what some you get the same image or less but not much changes because you compare it to itself also slow work out of similar noise the have of the modest the Union function doesn't in is I Brown is a good question and that offer is no rotational here is a scale there's a few parameters to be dealt with other people thought by illegal Chiang but be but if you have 1 . 4 periods the rest the image of the small but uh so yes I mean you have to be reasonable rather signals we don't know why window know it's sublimated narrow thoughts but it might be makes that saying could be dependent on where you are based the plot freedom of the developers 1 it was rather it is this evolution he added 9 is also tax base Yukon catching by this point in time I people are optimized these taxes and this rotation very uneven studies and there are other people that faggot novel means I mean you should see the result of the vote means only the novel means as they're looking at XBase probably looking used so a place where you would equal to you you wish for scanning the that's what we are doing that when editing giving actually all limits and in a sort of where but invisibly is getting older and that helps a lot redundancy up yet yet mail thank all over the brain is real fun say this quite a real it's real data and this it your brain somebody without the any awaits then the workers show little bit of
14:38
man what is what work but some library
14:57
Nevada Gerrard look like the idea novel means again this repeated structure that walk through lower these things light up from ECHO last spring the canceled out and we do have dictionary more so because initial gains for forces all our work being done this connection between all these different things my local needs is connected to work optimization a sense that you would like to get a good basis of patches of additional they want minimize some I get get the best possible dictionary and people works about that was a novel operating wiring the and huge amount of history got what is both our work but in the end warned time greatly reduce the 5yearold people by these guys want morale ready to place you will Mubarak are noisy image effort replace the once we buy rating on mobile air Out of the Galle an expert at the with the street don't get that's the idea vessel that matters typical of a space we have also I would like to use this type of ideas regularized brought matters but actually some kind of get some calculus we get and minimize by reading things like that there now means that conditions you think about it on the right word but this WR reallife is basically this exponentially fact we're intersect at 8 0 who was due to the global reach of that neighbor both access slot the image of the view the the universe be but much of a meal what happened clean image don't but this is but approach of this explored procedure review go with but there always a sullen and this what they propose that we know we will account that eyes have value of X you're living in space twodimensional where are they were meant sponsors from 2 over the event you might be wise you I would want and that few derivatives and develop a Cal with this study and the catalyst that really really
18:23
work on the way this might need how you would see that aboard the lineup and recognize different pieces of the image and you wonder why they have that might like thought might contribute to Europe and and and new it noise them and is marriage image I guess they a thought this would minimize the U.S. minus you whites gridiron WXY you could get a year is going to be an old plus the machine this year nonlocal explain why minute so this is like a right where it there's lot of properties of this thing which I will get lost a linear diffusion would just duty there surprises behave like operator variational method but it has yet as the weight the way has look like this we take away with the exponential cut off by I walked out of patch but so is difficult similarity function it's not going well much but but I don't know if he's
20:08
saying by solving this year plays supervised statement did you know well let's ignite an image like this and you put more apt you know this is this region region you solve the equation with additional data with which it won only their minus 1 year threshold he equation users that they had originally and this acts as a maneuver solid last year for example you know me being more saying you can easily was also requested he does quality equation forward with initial data which 1 . 1 0 pressure to break up 3 but what they see as the year fairly function tells you that is what I learned is are being paid by chalk up and somebody else's machine learning you develop anomaly divergent Brady so you couldn't even find officially functional mineralization optimization so those that doing what I said before writing use the average you actually do some kind of original at a distance depends on its removed great so now like this is media Novelia radio called derivatives so this is useful function defined on a lack of you just exam lattice value of take some matters value you want wanted to just you why reminds you that were WXY period so that they McGrady by doubly herbal bubble number in the future that's a gradient we divergent novel there of the adjoint in a sensible way based on this continent to variables and you may find sectors Nevada boxing old properties that troops were then plot while you're heading into or Asia now have not based on them so well what this is Theda by Brett W. of you with me but you don't you also WXY and you can get variational probably use this as a regular are at a very intelligent regular where W is defined by noisy images and if you take a little wanted that my duty Was emotion when he heard it we and thus more involved in this at this point in and is actually not court case but we want invading need to take an image and you scratch out the stuff and then use what's around here to come Reagan so if you minimize Tonga subject for the fact that you is given not known here and do it with TV watching John with this thing you get the exact right into this interrelated exact because P structure this an extreme case but 1 although what time is minimized that not a local TV so the condition that he was given here not known here the was not given mired in quotes him later Over attempt are to be used at all I don't mind said out received this out at received the missing really this hero they my thoughts interpolation appellation and novelty BUQ valve back then because error with birth but it work for that is not always the best of our time no I don't the the sound ways I found there now the principle is that you repetition and do some was yet essentially the FBI while you're going and value of what reputation as absolutely ludicrous and within each in there is no sees the what all I'm doing is saying I'm on all functions which have a which was 1 of the it is the 1 which is exactly the value out here extrapolated and is based on the way for this way waste offers more useful and that's what motivated by 1 but its use of management the but what about he uses for this gap has more cult Indiana we needed 1 I recover the missing they wanted more of a series of proposed plan thing about this there we got fresh air quality repression datacompression using these ideas together basis at which resemble the widest possible on what about my bosses possible bases at agree with that block you develop a dictionary of things which are essentially matching what would if that's what NASCAR that's related Alwan optimization among Her murder and armed robbery off last basket at poorly deal given that don't scratchy image that your grandfather something missing and you want to put what Mr. has brought some of the them yet he has who was arranged this is not my idea this is this is actually doing some kind of interpolation relying on 1 of the great thing about this this this and this is the rules of the game are the fall in Addis what actually do and the 1st person making image processing again your game and this is somewhere the conditional granted yes or value nothing the confirmation on China Seas and say that if he were I'm looking for something that was look at all the issues that as long as it was with Europe that that would not be flapped out and training that and what he views as major will pass for contribution personal note of what remains ENDS example was really a little bit of a young no where yellow didn't know where the missing region of center somebody's but here we did not know region where presented this thing which is noisy at this piece and what we did was minimized the norm is crazy TV which involved months and now want plain ordinary 1 and that gives you hear is the right back without knowing out on a lawyer our goes into what part where the little things that not only do but you were symbolic this amount beach I'm getting out of its analysis of the next week bottler for
29:56
wildfires they Washington DC and the 30 is racist Milo compressed and presto compressed I have people you don't know what shot on people compressor what is son compresses the following your basically anyone given him some measure acres of aid for example samples or it might be put to a sampling Our only 12 you there were returned by the thing your sampling your original function has had only a few 0 without really many where they are your fine Kerry they was also a and less than an hour but you wanna find you for which means you don't want to 0 Morton warm while the number of I'm lost maybe we will that you wish to minimize your number nonzero let's example well before have what they had the 1st born at short and then go back to so the answer the point this found and barnacles with Galileo eyes as the old 1 instead a unique what I would do well to the workspace gals go minimize the old 1 that B gives you solution on the general circumstances of and is it doesn't you should do trust L 1 great help to bail the other 3 but no 1 right now with writing her mission media built much mean you have a about 1 result where they can be interpreted the intermediate on the I don't want is for now while sister but instrumental earlier you can be carried out by the end of what you work they were edition the RIP property I'm sure but most of what they want right so why I please let's take it example into mention at that I suppose was like a like that the plant for 1 Italy out to me at all out to you all and lower probability is 1 you will hear my contact replacement 2 9 0 component that probability what what other and you use these L 1 1 at that without a letter they more to acquire Hi why don't you this is how it relates to my house and get my although I know that you can get better results people doing on the way but I always say Of course this 1 chance if you're really for luck you could lose your job that Brown like it at all with overwhelming probability L 1 you when I saw not such a big deal but slavery dollar example my favorite thing a lot of pain and what do you will be How equation 24 thousand yen he don't want well he said the 1 with the biggest AKA fears of a bigger of them the or longer it will be be easier to find a way to do that for now he'll be member students thing in the world of all this that's what precisely multiple what we work so were would help to get married Our access becomes a matter of doing TO 1 minimum and that's why comes with the fancy timber method may be aware where but what get with I just don't want to look at noon at all in fact I told him that the start her and process image over a witty did warranty will then or I can't resist these last and yet yeah function which would you want to unknown locations on jobs on a long long time no see more I thought it was given in many fewer were random and the answer came out the exactly the same way and it's a matter of bottles not so it's a bit sports in the grave you minimize need be tolerated minimize that's less than half you and many fewer than that number once you get it back force we're but the chance of pretty all of probably wanted why did not this lot is the useful for him or I would do if tomorrow if not for all so are we should use MRI that's In 1 way you can't have a game Chinese nature compressed
37:36
sensing right now but what about I ask them on necessary for a from being hot with North unity children our I want not them about the or because reading motion also succeeding unpleasant later while you want their pressuring on lavish joined another yet position younger address inquiries you a space for each has a case that has obviously what they have a highquality highresolution will find that they are over the past most says energy use less data for all of my reduced we wanted to do everything but just doing a different kind of reconstruction there was usually done and able you sit much less and is this finally the back half of the year if we with generation Breault by their 1st heard about the Nation but it the next iteration a imagine they the measurement of saying only care about a thousand stories or why you believe that but it is guns 580 museum major use information in a sensible way measurements they ran away from press sensing constructs highresolution small lover of a B and C arise that he did you get exactly you were 1 the original in of I knew based on national at CSM Ryan who have paid for it has been for years that would be data CSU start highquality highresolution image of fracture case based yes not yes there's enough put away from that or that most of take 48 at pops up you just know what it is we'll that since any course from your own Serena Williams ran out of whack without it so what we did here are my job is to get that message to solve problems maybe tomorrow never I get 1 of his lectures or showed how the out work do these new Alberta that enable you to minimize overage as fast thing ever deeper toleration regularization because things almost twice and the how there have been quite is what what
41:03
people used to would you believe was replay whatever had Suran known for it will officially 0 this whether we get durable this is what you get away with that track this is refused frame get other way but to get that is what you get using TV spots CD plus some 25 % look a space that easy case but are whereas this is a real war might not be
41:41
quite as while this is in all this is about 30 per cent if they at the euro federations which is Miller said of of the but and this reconstruction completely which spirit reality look I was Major student body of major lost the white farmers billiondollar that they will not showed that I had been found wanting but I think that yeah White House meeting with the Tunisians and the governor is always the same precise measure that you got an this what this is a big thing in which River the 1st use of the name with the ladies can use it again what better way out all I think it is it's a that heavily Dedinas grade be arrogant rainy stuff all year and this the without losing and a grainy I don't think should be many ways here want From more of what
43:22
went on to say that using next on technique nobody does what they did reasons they will put in 0 with India missing but you get right and this is not not really slower than this now what do you know that while alright let alone would not be minimized toleration use us of of the Fourier transform is given a random placed 3rd what ready bath included in
44:08
the SES allow their mortgages start small amount to this baggage into this stuff really over
44:24
example here is Foley of procedure using what not
44:30
segments of this your data on what it still wanted me much I don't OK so what they said it is also set against
45:07
just this vote on the bill our neighbors the
45:13
red where the tipped over Nelia's noisy ultrasound machine and realtime another 30 frames a 2nd statement that followed by rival variations last didn't houses Al Rashid a popular getting better better energy producers and the were working with 80
45:38
. 8 cities were then but on yet
46:02
dollar delays following the needle in this way by doing some segmentation segment a based not levels set levels that method may maybe not from that basically we do things fast and that his toleration minimization and get Monday brought a lot of things that were done using levels color Russian the what is Margaret the many said application
46:49
and 26 million copper contract what not to work goal from now on is that is given for a given now what sample under sample like 3 heard from devices that use operate on finding that in practice brother we are not going to be rainy bash at the request of very high result of reward salaries would die young Johnny ran into some kind of convolution with Jervis made that I ran just my and firms face a lot of bad law does not work because half the random guarantees there Bob but that it also probably will cut check on check next to the wall cable the slot a buyer on the wall of the table in front of the place we talked about the window so long as it is the opposite of what I was sorry phones is OK garnered
48:50
only earlier Lowell what would be I is more than shares of Muslim Louisville
49:13
rudderless a or TV
49:16
woman rival longer you and that there is no big deal but another example
49:33
of is it is not big contract like this
49:41
fears what's that neurotic White needed from perimeter reject never time reject radiation not my wife is the point this summer the interesting that Iran Iran last year about big guys got to change the way they images that I will be work the basic idea and you will proceed to use his influence by 2 back number rejection and Florence which need now much stuff is sending an AIDS to reduce their made less unpleasant Tandy of missing data and this the case we have not all can get out of of give you have nothing to do with me this RIP property but it just a bunch of linear equations you want lot there are about In the light of the gaps of measures for Italy measurements build only made on you want 1 off all possible measures may make a habit I also intends to energy want his great said you're right by you to regularize the wife of 1 possibility that reader deluged never use the 1st where have you may unwise young men and my soul where debut with a do you reckon adoration and not by a friend is alive and well the United in this 1960 with the year there's an old saying so what he did was what amounts to the following you would like to solve the problem eyes J. the we will be what I did with my colleagues reduced to a sequence of events problems you plus 1 human and TV do that by state when by minimizing jaded view was a you might be case where he came close won the for plus the area that you bad back here carry head back we want to look after me but they want but you're yet backed by an inch over that this they converted like a shot at it this is URL wanted something you get there and Delta the both something special about Bregman and no 1 can carry out there for them so this is not original idea why you would like your work Bregman originated by my name is not on view the name involvement of the granted faltering direction that the fires many things which a special case but this work sensationally well because I don't want no more because of this helped to which stars like Lewinsky and books so wanted a rate of doing that because there was no 1 sensation an these a letter How about all that Saleh frequently much of I will show you what we do vs. filtered back projection rural session that matter solved about they oscillation reality like me when we get a moralist directly 4 this well looks like when you where it is the 1st iteration each iteration evolves minimizing it on the street while and here is the fact that the horrors floors you find stuff here began this story also say on news that kind of thing that can find that not really because we found that by increasing the material so really is they missed by not want obviously state agency that in a few ways are point the show all of the base I is very good but
55:25
it would be a lot the more I will talk
55:35
about some the details they are among the most turned on by the arrived very staff organization dress sense of the whole optimization and if