The hidden networks of everything | Albert-László Barabási

  Рет қаралды 177,451

Big Think

Big Think

Күн бұрын

This interview is an episode from @The-Well, our publication about ideas that inspire a life well-lived, created with the @JohnTempletonFoundation.
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Watch Albert-László Barabási’s next interview ► • Finding the world’s ne...
Our world is filled with an abundance of data. Albert-László Barabási, a network scientist, believes that understanding the underlying structure and relationships of complex systems is crucial. Barabási’s research has challenged the notion of random connections and led to the discovery of a more accurate representation of how these systems are organized.
Barabási’s exploration began with the vast internet. Surprisingly, he found that the intricate web of connections did not follow random patterns but instead followed a power load distribution. He named these networks “scale-free networks.”
Barabási’s groundbreaking work reveals that new connections in our networks tend to form with already well-connected elements. Scale-free networks exist in various complex systems, such as cellular interactions and social networks. This discovery is an important step toward comprehending the remarkable complexity that arises from countless interactions among the world’s many components.
0:00 Networks: How the world works
1:23 The theory of random graphs
3:15 What is network science?
6:49 Complex systems
Read the video transcript ► bigthink.com/the-well/decodin...
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About Albert-László Barabási:
Albert-László Barabási is a network scientist, fascinated with a wide range of topics, from unveiling the structure of the brain and treating diseases using network medicine to the emergence of success in art and how science really works. His research has helped unveil the hidden order behind various complex systems using the quantitative tools of network science, a research field that he pioneered, and has led to the discovery of scale-free networks, helping explain the emergence of many natural, technological, and social networks.
Barabási is a Fellow of the American Physical Society. He is the author of The Formula (Little Brown), Network Science (Cambridge), Bursts (Dutton), and Linked (Penguin). He co-edited Network Medicine (Harvard, 2017) and The Structure and Dynamics of Networks (Princeton, 2005). His books have been translated into over twenty languages.
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Пікірлер: 150
@bigthink
@bigthink 11 ай бұрын
What's a hidden network that you find fascinating?
@gkwilly716
@gkwilly716 11 ай бұрын
I used to be an uber driver and was fascinated by the patterns of how people travelled over different parts of town. It was like there were gravity wells that pulled people into certain hubs.
@kiabtoomlauj6249
@kiabtoomlauj6249 11 ай бұрын
It's the first time in my life I heard the average person knew 1,000 people, with the one knowing the least people having 850 names in their ready to recall mental Rolodex. That's amazing. And I speak as someone who took tons of sociology courses in college. I personally don't know more than 50 names; and that's being generous.
@mrlanpp
@mrlanpp 11 ай бұрын
Flow.
@martinmendez5856
@martinmendez5856 10 ай бұрын
@@gkwilly716 Interesting... Would you please name what are those "gravity wells" (hubs?) Airports, Mall centers?
@gkwilly716
@gkwilly716 10 ай бұрын
@@martinmendez5856 In the evenings it would be more densely populated areas with restaurants, bars, apartments, etc. But which ones people went to seemed to vary a lot based on what side of a highway you were on, for example. Of course this is just personal anecdata but it would be cool to see a system-wide map of traffic flow over the course of the day.
@nerd26373
@nerd26373 11 ай бұрын
This channel is always the best at what they do. The information they provide is everything that we could possibly need.
@bigthink
@bigthink 11 ай бұрын
Thanks so much, appreciate the kind words and shared them with the team!
@bjw0116able
@bjw0116able 10 ай бұрын
Actually I disagree. Your channel caters to a population that is already well educated and has the capacity to understand this. However, I would say that a large majority of people would be very confused about what he is trying to explain. For example, let's say you took 100 people who were shopping at a Wal-Mart and had them watch this, I would say the vast majority would really have no understanding whatsoever about any of it. I'm not sure what this channels goal is but if it's trying to improve information access and understanding of our world then you need to take into account that most people won't get this. I know that the universe is complex. But you're really only talking to a subset of our population.
@bigthink
@bigthink 10 ай бұрын
Your words have not been shared with the team
@bjw0116able
@bjw0116able 10 ай бұрын
@@bigthink Well there goes that discussion
@lisafolsom9601
@lisafolsom9601 11 ай бұрын
Collect enough data and anything random becomes a pattern… things DO happen for a reason- but not the ones we usually think of.
@tonyrandall3146
@tonyrandall3146 11 ай бұрын
nicely put fellow human.
@grantsmythe8625
@grantsmythe8625 11 ай бұрын
Agreed, especially with this: "things DO happen for a reason- but not the ones we usually think of." That means that our thinking is not the deciding factor, we, our willing, our wanting, these are not the ones in control.
@mrpawan969
@mrpawan969 11 ай бұрын
😂😂😂
@brianrosenthalbudack
@brianrosenthalbudack 11 ай бұрын
​@grant smythe we are starting to have conversations about if we are even directly thinking. Or if we are just seeing thoughts but aren't controlling them.
@gagishaggi6969
@gagishaggi6969 11 ай бұрын
Ever type nonsense repeatedly? It's a great reminder we aren't totally free
@alansouza5791
@alansouza5791 11 ай бұрын
Interessantíssimo!!! Interessantíssimo!!! Interessantíssimo!!!
@trukoppa
@trukoppa 11 ай бұрын
Like mushrooms and mycelium networks, our interconnectedness with the world around us is essential for our survival and well-being. Just as mycelium networks support the growth and health of entire ecosystems, so too can we create systems that support the well-being of our communities and planet. By recognizing and harnessing the power of natural networks, we can work towards a more sustainable and interconnected future. It all starts with learning from the wisdom of the Earth and embracing the power of mycelium and other natural networks.
@maheshkanojiya4858
@maheshkanojiya4858 11 ай бұрын
Great idea to think upon
@abdullahelshourbagy2764
@abdullahelshourbagy2764 11 ай бұрын
brilliant, this channel is a gem
@grantsmythe8625
@grantsmythe8625 11 ай бұрын
Really like this channel. You get what you get quickly and in digestible form.
@bigthink
@bigthink 11 ай бұрын
Thank you so much, really appreciate it!
@brunosavoca
@brunosavoca 8 ай бұрын
love this stuff
@BrunoGabrielAraujoLebtag
@BrunoGabrielAraujoLebtag 11 ай бұрын
This connects directly with assembly theory... very interesting...
@james.peronoblunt
@james.peronoblunt 11 ай бұрын
We are such a complex for of life yet so beautiful
@besknighter
@besknighter 11 ай бұрын
Systems thinking, Networking/Graph Theory and Statistics are looking ever more important if you want to have a deep understanding of stuff.
@awilson144
@awilson144 10 ай бұрын
I was just about to put this video on blast for this man trying to rehash Systems Theory, which plainly sits at the foundation of all this. If you know systems theory then this concept is either rehash/derivative
@user-jd5fn1uy3f
@user-jd5fn1uy3f 10 ай бұрын
it does not understand people but rather the evils of programmers imposing their ways and ideas and patterns that caused the unhealthy society.
@sunflo
@sunflo 11 ай бұрын
Wow, this is fascinating and insightful!
@antoniodariocuomo
@antoniodariocuomo 11 ай бұрын
It is funny how they show a Gauss distribution every time they mention a Poisson distribution...
@allangoncalves9288
@allangoncalves9288 10 ай бұрын
amazing content
@ERENOVV
@ERENOVV 11 ай бұрын
The fabric of the universe weaves through fractal geometry.
@entegiganteve
@entegiganteve 10 ай бұрын
Mindblown
@anywallsocket
@anywallsocket 11 ай бұрын
Yes well I’m pretty sure you can build scale free networks from random networks, you just prune or build where you pruned or built last with a probability proportional to the density of that location. See diffusion limited aggregation as a simplified example.
@mmarinete1116
@mmarinete1116 11 ай бұрын
Interessantíssimo!!! Interessantíssimo!!! Interessantíssimo!!! Graph theory, scale-free network, social science, game theory, internet, science and society
@philu3
@philu3 11 ай бұрын
That was so fascinating. Thank you for sharing
@global_nomad.
@global_nomad. 11 ай бұрын
a great and very clear explanation, thank you. will be useful in my teaching
@frun
@frun 11 ай бұрын
It's interesting if there can be an algorithm, that can grow the whole network, starting from a single node. We have algorithms for fractals, so why can't we have them for networks? In physics, edges, connecting nodes may be associated with time(causal sets).
@anywallsocket
@anywallsocket 11 ай бұрын
You definitely can. If you want a proximity based scale free graph, you can simply sample a random point and add a node or link there if that point has a certain number of nearest neighbors. This will generate fractal structures similar to diffusion limited aggregation.
@hwway4488
@hwway4488 11 ай бұрын
Graph theory and neural networks. Facebook and LinkedIn folks
@zerotwo7319
@zerotwo7319 11 ай бұрын
This is just scratching the surface
@BeMyArt
@BeMyArt 11 ай бұрын
Would like to get more info on this topic ❤
@bigthink
@bigthink 11 ай бұрын
We have a couple more videos with him! Why Einstein is a “peerless genius” and Hawking is an “ordinary genius”: kzfaq.info/get/bejne/jtlylseXsMzdaaM.html Why do some artists become famous? kzfaq.info/get/bejne/iM2KZLtlqdXPY40.html We can cure almost all human diseases. Here’s how: kzfaq.info/get/bejne/jp6HorGYt97On6c.html
@datmickey1966
@datmickey1966 11 ай бұрын
2:53 That’s a normal distribution
@thefreshest2379
@thefreshest2379 11 ай бұрын
Regression to the mean is basically what's happening with the random networks
@JR-iu8yl
@JR-iu8yl 11 ай бұрын
Isn't 2:54 a Normal distribution ?
@user-ft4ee8gt7p
@user-ft4ee8gt7p 10 ай бұрын
Would like to get more info on this topic . That was so fascinating. Thank you for sharing.
@ronaldronald8819
@ronaldronald8819 11 ай бұрын
Wow. Interesting insight! Thanks for sharing. I wonder if you see a life form as a bunch of interacting cells in a network, could you consider consciousness a emergent property of that network. Could you go so far as to say consciousness is a possible property of a network. (I am off feeding the fish.)
@PhantomRaspberryBlower
@PhantomRaspberryBlower 11 ай бұрын
If we can stop people using averages, and start looking at distributions instead, we can begin to explain and understand the real challenges society faces.
@gabrieleconvertini6228
@gabrieleconvertini6228 11 ай бұрын
What do you mean john?
@antonymossop3135
@antonymossop3135 11 ай бұрын
@@gabrieleconvertini6228 Different distributions of a random variable are best characterized by different statistical moments. For the standard gaussian or 'bell curve' distribution the mean/media/mode are where the influence is strongest. However, for a long-tailed, power-law type distribution, the controlling influence is concentrated at the largest sample value (assuming a finite sample population).
@PhantomRaspberryBlower
@PhantomRaspberryBlower 11 ай бұрын
@@gabrieleconvertini6228 Most prople are making decisions assuming that averages are good measures of populations. What network theory shows is that is a false assumption.
@NightmareCourtPictures
@NightmareCourtPictures 11 ай бұрын
​@@antonymossop3135 It should be noted though, that Scale-Free is referring to a symmetry property called scale invariance. That property is responsible for systems to look self-similiar at different scales. If you think about how a fractal works, there is no "biggest" or "smallest" or "controlling" component of the thing, all the components are interacting with each other invariantly under that transformation. So specifically, it means that there is no "controlling" influence, it's the opposite, that there is no centralized control in such systems. That there is control at all scales. One of the tenets of C-Systems, is that C-systems are hard to disassemble in that way. It's like asking what the "real" shape of the Mandelbrot set is. It no longer makes sense to ask such things because there is no scale at which the shape of the Mandelbrot set is "the real one." You can make similiar analogies to complex systems like economics and biology. The list kind of goes on.
@ronaldronald8819
@ronaldronald8819 11 ай бұрын
If i understand you correctly then, this is exactly what the Pareto distribution is all about. We should use this phenomenon and not try to dismiss it's outcomes.
@ikeoujahaustin
@ikeoujahaustin 11 ай бұрын
So you can send smaller bits of information through the internet. I like your videos keep up the good work👍🏻👍🏻
@ismaeel9926
@ismaeel9926 11 ай бұрын
I like this research but take it with a grain of salt, this guy has a lot of critics and I’ve seen a few claim a lot of his work isn’t replicable or as applicable as he says - google more if your curious and reply to this comment if you find anything interesting to share😊
@briannknight1915
@briannknight1915 6 ай бұрын
One could say that about absolutely everything we have ever been taught as well as. Everything is made up in a sense and figured out by someone
@jeffbarnes4903
@jeffbarnes4903 10 ай бұрын
The essential thing that everyone should be thinking about right now is investing in non-government sources of income. Especially in light of the current global economic crisis. It is still a wonderful moment to invest in gold, silver, digital money, and stocks.
@walkerbaker541
@walkerbaker541 10 ай бұрын
​@@charlesblackman2057In life, I will forever be grateful for health, wealth and a great professional (Mary Margaret Cartier) whose help has been great for my finances.
@brandonharry6961
@brandonharry6961 10 ай бұрын
​@@walkerbaker541Glad to have stumbled on this conversation. Please can you leave the info of your investment advisor here? I'm in dire need for one.
@walkerbaker541
@walkerbaker541 10 ай бұрын
​@@brandonharry6961Oh yeah She is always active on whats-app
@walkerbaker541
@walkerbaker541 10 ай бұрын
📌 *十𝟏𝟔𝟎*
@walkerbaker541
@walkerbaker541 10 ай бұрын
📌 *𝟏𝟐𝟳𝟒*
@TrippSaaS
@TrippSaaS 11 ай бұрын
An understanding of individual nodes is insufficient. An understanding of the relationship between them is needed. Both are needed.
@Crabbadabba
@Crabbadabba 9 ай бұрын
Perhaps a better understanding of “the collective unconscious” (or allowing the idea of one to exist even if we can not prove it physically exists, I guess it would be considered “scale-free”) and looking at networks of people and society like a physicist’s-type of understanding could create a better foundation.
@thesmokeandile3596
@thesmokeandile3596 11 ай бұрын
I like his glasses
@laurapope3685
@laurapope3685 11 ай бұрын
Awesome video! It was super informative and I really like the way you shot it. Hopefully you'll come out with a bunch more!
@blackrpatz
@blackrpatz 11 ай бұрын
i was literally just thinking of buying this book on social network theory that's been sitting in my save for later on amazon, and then this vid gets recommended 👀
@Armelaz
@Armelaz 3 ай бұрын
2:57 isn't it a Gaussian distribution?
@hanawana
@hanawana 10 ай бұрын
interesting
@grapeshott
@grapeshott 11 ай бұрын
I think the channel could simplify what the speakers are saying. These videos are most probably shortened by editing, and it feels that the explanations are not adequate for a lay person, and perhaps reduce the background music which is distracting
@gidi1899
@gidi1899 2 ай бұрын
like spiders, ppl (an old net running on physical connections and desired-good) construct pipes that pass d-g between physical locations creating new networks. But events running in any net can effect the spiders, can promote another net reformation. So, Can we describe each net influence on the growth of a propagating event?!?!, by matching growth graph to Event-growth graph per net , that was recorded and confirmed to be "the most-impactful carreir net for that event". And, If "close enough"graph match, we can? reduce the problem by removing the net and it's impact from the analyzed group of networks while correcting the analyzed growth graph.
@stoonookw
@stoonookw 11 ай бұрын
Hell ya
@Novastar.SaberCombat
@Novastar.SaberCombat 10 ай бұрын
"Reflect upon the Past. Embrace your Present. Orchestrate our Futures." --Artemis 🐲✨🐲✨🐲✨ "Before I start, I must see my end. Destination known, my mind’s journey now begins. Upon my chariot, heart and soul’s fate revealed. In time, all points converge, hope’s strength re-steeled. But to earn final peace at the universe’s endless refrain, We must see all in nothingness... before we start again." 🐲✨🐲✨🐲✨ --Diamond Dragons (series)
@mrlanpp
@mrlanpp 11 ай бұрын
The World Wide Web grows on an organic substrate of evolving narrative interactivity.
@tysonratering9606
@tysonratering9606 11 ай бұрын
This constitutes thinking big?
@wildflower8425
@wildflower8425 11 ай бұрын
6 degres of separation
@runningwithSaul
@runningwithSaul 4 ай бұрын
I know many people but I only memorized 3-10 names, not a 1000 😂
@jonathanbyrdmusic
@jonathanbyrdmusic 10 ай бұрын
An average person knows 1000 peoples first names? I’d be shocked if I knew 100.
@funnytv-1631
@funnytv-1631 11 ай бұрын
Like fields left fallow for an entire growing season, your soil needs enrichment before planting new crops. Burnout can become that time in your life, where you finally nourish yourself in ways you’ve never stopped to do before. You are writing the story of your life, one that only you can tell. You can still change the ending. You can change what happens in the next chapter. You can change what happens on this very page. This story belongs to you. Tell it.
@szabolcsfarkaspall7010
@szabolcsfarkaspall7010 11 ай бұрын
Space Syntax is a theory based on space and society
@EyesOfByes
@EyesOfByes 11 ай бұрын
5:47 *"Bitconneeect!!!"*
@amberstiefel9748
@amberstiefel9748 10 ай бұрын
"entropy", Maxwell's 2nd law....
@MartinH81
@MartinH81 11 ай бұрын
What "intrigues" me is he rightfully states that in complex/random systems the average dominates, as in, is better at describing the variables within a complex/random systems. Scientifically this is academic thinking and then...here we go, I can't resist...politically the same academics push a complete opposite way of thinking: the outliers matter, not the average. I find these two modes of thinking so outrageously inreconcilable and yet 'they' do it and no one confronts academics that they must make a choice between these two modes of thinking.
@husnainanwaar1992
@husnainanwaar1992 11 ай бұрын
its just data 01
@guilhermeschitzamaral8627
@guilhermeschitzamaral8627 10 ай бұрын
0: Good 001: Uniqueness 01: Consent 1: Ethics 2: Problem-Solution 6: What? Who? Why? When? How? Where? 10: Net 11: Justice 21: Solving Problems With Ethics 99: Revolution 100: Liberation
@c.f.3503
@c.f.3503 11 ай бұрын
First
@sebastionheitzmann3233
@sebastionheitzmann3233 11 ай бұрын
I have nothing of importance to contribute to this discussion. Nice video though :)
@KNOWHOPE72
@KNOWHOPE72 11 ай бұрын
Let me echo what someone commented on this video - "Collect enough data and anything random becomes a pattern" I developed an algorithm which proves this point exactly... There is no such thing as random in the universe.
@iparkedmycar
@iparkedmycar 11 ай бұрын
*starts counting number of friends* 😰 *doesn't need all the fingers of one hand*
@atbh10
@atbh10 2 ай бұрын
Mostly nice content, but how come they are showing a normal distribution (at marker 2.55) and calling it a 'Poisson Distribution'?
@ParasLeela
@ParasLeela 11 ай бұрын
Second
@djtomoy
@djtomoy 11 ай бұрын
What?
@hochathanfire0001
@hochathanfire0001 10 ай бұрын
nicholas christakis sent me here I am a connectome
@planetaryhealth393
@planetaryhealth393 11 ай бұрын
E collection of data is one thing the bias of data is another. The problem with our species today are metaphysical which creates fear which manipulates the bias and pseudo science arrives. Our species is de gressing quite quickly. Even brain structures are shrinking due to non creative positive pathways which meet requirements for challenging purposes.
@stephenpahl7538
@stephenpahl7538 10 ай бұрын
OK, so where do I fit in, with ZERO family and friends (actually) ?
@hugowilliams1988
@hugowilliams1988 27 күн бұрын
Newton was far more smarter than Einstein was. I think Maxwell was also super smart. Hawkins was not on the list.
@djn1822
@djn1822 10 ай бұрын
Sadly, the modeling is nearly absent in the disease modeling of medical practice. A true shame. Osteoapthic Philosophy opens the door to understanding meta systems for their complexities and connections. Structure and function modeling of interphysiological processes
@--curiosity
@--curiosity 10 ай бұрын
wysi
@observer7418
@observer7418 10 ай бұрын
Wait what? people don't have 1000 friends on average. I can't claim any. I highly doubt people on average have 1000
@sancharidas9971
@sancharidas9971 11 ай бұрын
Third
@terencewinters2154
@terencewinters2154 11 ай бұрын
So I guess we can solve the random shooter problem ? And the Kennedy curse ? Or are those too politically charged .
@bigboibebop
@bigboibebop 11 ай бұрын
Ever hear of laplace’s demon?
@tigreshiok5512
@tigreshiok5512 10 ай бұрын
just common knowledge, no new info...
@timeno1763
@timeno1763 11 ай бұрын
But no matter how much data we think we have, we must remember that we come up far short of omniscience. That is not to say that we should cease to learn and know, but to say that there is a God who knows everything and He would be glad to lend us His wisdom to apply in our discoveries of His creation.
@codeantlers485
@codeantlers485 10 ай бұрын
Question: why do you have your guests sitting on a backdrop if you are going to show the full-room shot constantly? So strange and unprofessional looking.
@Julian-tf8nj
@Julian-tf8nj 10 ай бұрын
my thought, exactly!! 😆
@johnnyblaze3468
@johnnyblaze3468 11 ай бұрын
WHAT WORLD ARE THESE SCIENTISTS LIVING IN THAT AN AVERAGE PERSON HAS 1,000 FRIENDS OR EVEN KNOWS 1,000 PEOPLE. I STOPPED THE VIDEO RIGHT THERE AND MOVED THE HELL ON.
@kevinsayes
@kevinsayes 11 ай бұрын
Cool story. Did you ever listen to the definition? It’s anyone you know on a first name basis-that’s what they’re calling a friend. So everyone you encounter at work, neighbors, probably most everyone you grew up with…even if you haven’t seen or talked to these people in decades, if you could say “hey Dave/Suzy/whatever” and it not be weird, that’s a friend. You’d probably get to 1000 quicker than you think. Or just turn off the video, you know, either way. You don’t have to type in all caps either.
@cdes68
@cdes68 11 ай бұрын
Not hidden at all.
Don’t take steroids ! 🙏🙏
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