The document discusses various topics related to networks including:
- A quant describes the impossible task of visualizing a million-dimensional graph representing all factors that could impact profits.
- An employee explains Valve's non-hierarchical structure where employees have freedom to self-direct to the most valuable work.
- Exercises are suggested to help visualize networks including relationships between objects in one's home and people in public spaces.
5. Emergence
In philosophy, systems
theory, science, and art, emergenc
e is the way complex systems and
patterns arise out of
a multiplicity of relatively simple
interactions.
6.
7. Meme
“A meme (/ˈmiˈm/; meem) is an
idea, behavior, or style that spreads from person
to person within a culture.
8. A meme acts as a unit for carrying cultural
ideas, symbols, or practices that can be
transmitted from one mind to another through
writing, speech, gestures, rituals, or other
imitable phenomena.”
9. Manuel Lima
Manuel Lima, senior UX design lead at Microsoft
Bing, explores the power of network
visualisation to help navigate our complex
modern world.
12. Deleuze and Guattari
• A Thousand Plateaus contrasts rhizomatic thinking with
arbolic thinking. (See Table A). “A Thousand Plateaus is
organized around the distinction between 'arborescent' and
'rhizomatic'. The 'arborescent' model of thought designates
the epistemology that informs all of Western thought, from
botany to information sciences to theology. . . .” (Best and
Douglas 1991, 98) Arbolic thought is said to be
linear, hierarchic, sedentary, and full of segmentation and
striation. Arbolic thought is State philosophy. It is the force
behind the major sciences. Arbolic thought is represented by
the tree-like structure of genealogy, branches that continue to
subdivide into smaller and lesser categories. Arbolic thought
is vertical and stiff. Rhizomatic thought is non-
linear, anarchic, and nomadic.
13. Rhizomes … cut across boundaries imposed by
vertical lines of hierarchies and order.
Rhizomatic thought is multiplicitous, moving in
many directions and connected to many other
lines of thinking, acting, and being. … Rhizomes
are networks. Rhizomes cut across borders.
Rhizomes build links between pre-existing gaps
between nodes that are separated by categories
and order of segmented thinking.
14. Deleuze and Guattari
Rhizomatic Arbolic
Non-linear Linear
Anarchic Hierarchic
Nomadic Sedentary
Smooth Striated
Deterritorialized Territorialized
Multiplicitous Unitary and binary
Minor science Major science
Heterogeneity Homogeneity
15. As Massumi points out in the introduction to the
work, A Thousand Plateaus is recursive; it is meant
to be read as one would sample a record. Place the
needle on any groove and listen. Turn the book to
any chapter and read. The work is quite unlike most
others and is a model for a different way of thinking
and being. “A Thousand Plateaus provides an
example of such an open system. It does not
advocate an intellectual anarchism in which the
only rule would be the avoidance of any rule. It
deploys variable, local rules….”
16. “A rhizome ceaselessly establishes connections
between semiotic chains, organizations of
power, and circumstances relative to the
arts, sciences, and social struggles.” (Deleuze
and Guattari 1987)
17. So in that spirit, let’s establish some
connections.
19. As Geraint Anderson wrote in Cityboy,
“With hindsight, it was that fifth glass of
absinthe that cost my bank £1.2 million.”
20. “I understand that my work may have enormous
effects on society and the economy, many of them
beyond my comprehension.”
— Emanuel Derman and Paul Wilmott,
The Modelers’ Hippocratic Oath
Derman and Wilmott are quants, creators of
mathematical models for the finance industry.
Derman was perhaps the first quant. He moved
from an academic job in physics to Goldman Sachs
in 1985.
23. Adam Smith, Reagan, Thatcher, Milton
Friedman, Timothy Geithner and Larry
Summers, Alan Greenspan, Ben Bernanke, the
home buyers, the mortgage lenders, the
investment banks, the quants, the insurance
companies, the ratings agencies? Human greed?
Evolution? Chemical addiction to money?
24. A quant speaks
"Imagine building a million-dimensional graph.
Each input - all of the axes but one - is some fact
about the world whose future value is
uncertain: the temperature this winter, the
population growth in China, the price of
corn, the number of homes built in Utah, the
amount of rainfall in Tuscany.
25. “Each of these inputs is uncertain, and each can
have an effect on the others.
26. “The output - the last axis, call it the "height" of
the graph - is the amount of money that your
company will make given any set of values for
each of the other 999,999 axes. The higher the
graph at any point, the more money you make
at that point. Higher - more money - is better.
27. "You can't build that graph. You can't visualize a
million dimensions (this screen is crowded
enough with three), you can't think of all the
uncertainties in the future that might
matter, and you can't figure out how much
money you'll make in every state of those
uncertainties.
28. “I just wanted to tell you about it because
everything in the financial world is an attempt to
catch a flickering glimpse of that graph.
29. “That graph is the thing, the Platonic form.
Stocks and bonds and hedge funds and
derivatives and everything else are the
shadows, the imperfect methods of approaching
the thing.
30. If you want to make all the money in the world,
go make that graph.“
— Matt Levine, What is a Derivative?
31. Snowden’s revelations on the NSA
"Secret documents published on news website The
Intercept on Wednesday showed that the NSA
impersonated Facebook web pages in order to
gather information from targets. When those
people thought they were logging into
Facebook, they were actually communicating with
the NSA. The agency then used malicious code on
the fake page to break into the targets' computers
and remove data from them. Last year, Facebook
moved to encrypt all its pages, making such
impersonation more difficult."
32. • Other programs disclosed by Mr. Snowden
and described by The Intercept include
CAPTIVATEDAUDIENCE (“used to take over a
targeted computer’s microphone and record
conversations”)
33. • GUMFISH (“can covertly take over a
computer’s webcam and snap photographs”)
34. • FOGGYBOTTOM (“records logs of Internet
browsing histories and collects login details
and passwords”)
35. • GROK (“used to log keystrokes”) and
• SALVAGERABBIT to exfiltrate data from
removable flash drives connected to a target’s
computer.
36. Other programs disclosed by Mr. Snowden and
described by The Intercept include
CAPTIVATEDAUDIENCE (“used to take over a
targeted computer’s microphone and record
conversations”), GUMFISH (“can covertly take
over a computer’s webcam and snap
photographs”), FOGGYBOTTOM (“records logs of
Internet browsing histories and collects login
details and passwords”), GROK (“used to log
keystrokes”) and SALVAGERABBIT “to exfiltrate
data from removable flash drives connected to a
target’s computer.” (-RT)
37.
38. Pando is a clonal colony of a single
male quaking aspen
39. determined to be a single living organism by identical
genetic markers and one massive
underground root system.
40. The plant is estimated to weigh 6,000,000 kg, making it
the heaviest known organism. The root system of Pando, at an
estimated 80,000 years old, is among the oldest known living
organisms.
41. To macroeconomists, Bitcoin isn't scary because
it enables crime, or eases tax dodging. It's scary
because a world where it's used for all
transactions is one where the ability of a central
bank to guide the economy is destroyed, by
design.
— Alex Hern, The Guardian (UK)
Is Bitcoin About To Change The World?
42.
43.
44.
45.
46.
47.
48.
49. I have a big problem with making lists. Lists are not actually
very informative. They are an ineffectual way of presenting
information, because they are not very intuitive or visual. Lists
are linear, unlike most of reality, which assembles itself into
complex networks and systems. They do not effectively portray
the relationships between their elements. I wish I could
draw/write lists in systemic networks effectively, and I spend a
lot of time thinking about how I could do that. The best
solution appears to be in the form of images, which is why I’m
beginning to invest time and energy learning how to draw.
— Visa Veerasamy
50.
51.
52.
53.
54. “If you pay enough attention, you will find
systems and networks everywhere you go…
Anything of depth and complexity assembles
itself into networks, just like
language, economies, human knowledge and
academia, cities, consciousness….
— Visa Veerasamy
55. Anything of depth and complexity assembles
itself into networks,
just like language, economies, human
knowledge and
academia, cities, consciousness….”
— Visa Veerasamy
56.
57.
58.
59. The social network LinkedIn is really
interested in harnessing the power of
the network.
60.
61.
62.
63.
64.
65.
66. The world stage is very difficult. It’s not easy to
be on the world stage. The world is now much
more difficult than it was during your revolution.
It’s even more difficult. The world. More
complicated, complex, difficult. It’s a
spaghetti-like structure. It’s mixed up.
— Mohammad Morsi, 2012, to an American
reporter, when he was president of Egypt
75. Valve is different (writes an employee on his blog).
Gabe (the founder) tells it this way. When he was at
Microsoft in the early 90’s, he commissioned a
survey of what was actually installed on users’ PCs.
The second most widely installed software was
Windows.
Number one was Id’s Doom.
76.
77. The idea that a 10-person company of 20-
somethings in Mesquite, Texas (Id, the company
that made Doom), could get its software on
more computers than the largest software
company in the world told him (Gabe, the
founder of Valve) that something fundamental
had changed about the nature of productivity.
78. When he looked into the history of the
organization, he found that hierarchical
management had been invented for military
purposes, where it was perfectly suited to
getting 1,000 men to march over a hill to get
shot at.
79. When the Industrial Revolution came
along, hierarchical management was again a
good fit, since the objective was to treat each
person as a component, doing exactly the
same thing over and over.
80. The success of Doom made it obvious that this
was no longer the case. There was now little
value in doing the same thing even twice;
almost all the value was in performing
a valuable creative act for the first
time.
81. In the Internet age, software has close to zero
cost of replication and massive network
effects, so there’s a positive feedback spiral that
means that the first mover dominates.
82. If most of the value is now in the initial
creative act, there’s little benefit to
traditional hierarchical organization that’s
designed to deliver the same thing over and
over, making only incremental changes over
time.
83. So Valve was designed as a company that would
attract the sort of people capable of taking the
initial creative step, leave them free to do
creative work, and make them want to stay.
Consequently, Valve has no formal management
or hierarchy at all.
84. How could a 300-person company not have any
formal management?
85. It takes new hires about six months before they
fully accept that no one is going to tell them
what to do, that no manager is going to give
them a review, that there is no such thing as a
promotion or a job title or even a fixed role
(although there are generous raises and
bonuses based on value to the company, as
assessed by peers).
86. That it is their responsibility, and theirs alone, to
allocate the most valuable resource in the
company – their time – by figuring out what it is
that they can do that is most valuable for the
company, and then to go do it.
87. That everyone on a project team is an individual
contributor, doing coding, artwork, level
design, music, and so on, including the leads;
there is no such thing as a pure management or
architect or designer role.
88. That any part of the company can change
direction instantly at any time, because there
are no managers to cling to their people and
their territory, no budgets to work around.
89. That there are things that Gabe badly wants the
company to do that aren’t happening, because
no one has signed up to do them.
90. It’s hard to believe it works, but it does. I think
of it as being a lot like evolution – messy, with
lots of inefficiencies that normal companies
don’t have – but producing remarkable
results, things that would never have seen the
light of day under normal hierarchical
management.
— Michael Abrash, Ramblings in Valve Time
91. The artist Yayoi Kusama’s mirrored
infinity rooms certainly have some …
95. To help you think about networks, here are
some exercises to try.
96. You can try to visualize a modified version of the
graph that Matt Levine wrote about above:
"Imagine building a million-dimensional graph. Each
input - all of the axes but one - is some fact about
the world whose future value is uncertain: the
temperature this winter, the population growth in
China, the price of corn, the number of homes built
in Utah, the amount of rainfall in Tuscany. Each of
these inputs is uncertain, and each can have an
effect on the others.”
97. The output - the last axis, call it the "height" of
the graph - is the amount of money that you will
make given any set of values for each of the
other 999,999 axes.
Or, alternately, the last axis is the length of your
life. Or your happiness. Or anything else you
like.
98. Next. Look at the objects in your home. Think
about the path that each took to get there.
Where did they come from? Imagine a diagram
of all these paths.
99. Think about all the people you see every
day, including and especially people you only
see in public spaces.
Remember what the Austrian communications
theorist Paul Watzlawick wrote: “You can’t not
communicate.”
What are these people communicating to you?
What are you communicating to them?
100. Everyone on a subway car is a networked
community for a minute or two. Visualize this as
a thin line joining each person to each other
person.
Visualize the networks that each person is part
of. Visualize the people in their networks, and
the people in those people’s networks, and so
on.
101. Your own network, and its extension.
To how many people and things are you
connected? Try to visualize them.
To how many people and things are they
connected? And so on, and so on.
The more people who own telephones, the more valuable the telephone is to each owner. That’s the network effect. It worked with trains in the 19th century too. And with a lot of things.
This, obviously, is just a bunch of individual lines, but I it ends up being geometrical and flowerlike because of emergence. A leading theory of consciousness is that it’s an emergent property of matter. When matter gets complex and interrelated enough, it gets intelligent. The Terminator movies feature an evil, intelligent computer network called Skynet.
– Wikipedia.
https://www.youtube.com/watch?v=nJmGrNdJ5Gw
http://www.visualcomplexity.com/vc/blog/?author=1 Lima’s blog
http://www.thing.net/~rdom/ecd/rhizomatic.html
My own thought: to say something is non-linear isn’t exactly true. When we call something non-linear, we typically mean it’s not rectilinear, it’s not a straight line. The Austrian artist FriedensreichHundertwasser once wrote, “The straight line leads to Hell.”
A proverbis a meme. Thisproverbmeansthattheworldisinterconnectedeventhoughitdoesn'tseemtobe. It was explainedtomeby a studentfrom Kyoto. In old Japan, somehouseshadoverlappingboardsforroofs. The boardswereheld down bystones. During a storm, a strong wind could open a crack in theroof so thatitstarteddripping down into a room. Insteadofgoingup on theroofduringthestormto fix it, an inhabitantofthehouse was morelikelytogo out andbuy a bucketto catch therainwater.
Sometimes small causes have big effects. If he had been a little less drunk, he would have made a better judgment when he went to work in the morning.
After the financial crash, some people blamed the quants for making models that didn’t capture the enormous systemic risk of complex financial instruments. The quants, in turn, blamed the information that they were given, and they blamed greed. A Hippocratic Oath is what doctors swear when they become doctors: they swear to help people, never harm them. Derman and Wilmott wrote one for quants.
Each factor can have an effect on the others. When the wind blows, the bucket shop prospers.
Your company is at the center of an incredibly dense and complicated network … that has no center. You, as an individual, are the same way.
How does this relate to a derivative? To the theme of this presentation?
Pando is located 1 mile southwest of Fish Lake on Utah route 25.in the Fremont River Ranger District of the Fishlake National Forest, at the western edge of the Colorado Plateau in South-central Utah, at N 38.525 W 111.75. Aspen: die Espe in German,
Pando is thought to have grown for much of its lifetime under ideal circumstances: frequent forest fires have prevented its main competitor, conifers, from colonizing the area, and a climate shift from wet and humid to semi-arid has obstructed seedling establishment and the accompanying rivalry from younger aspens.
During intense forest fires, the organism survived underground, with its root system sending up new stems afterwards. It encompasses 43 hectares and has over 40,000 stems (trunks), which die individually and are replaced by new stems growing from its roots. The average age of these stems is 130 years. The roots are 80,000 years old.
http://en.wikipedia.org/wiki/Bitcoin The ideaofBitcoin was tocreate a peer-to-peercurrencyusingtheinternet. Atthemoment (27 November 2013) , theexchange rate is 907 Bitcoinstoonedollar.
Note that the brain itself seems to be non-hierarchical. People used to look for a particular area within the brain that was the “seat of consciousness.” But now, our consciousness seems to be an emergent property of all the 86 billion linked-in neurons that make it up.
This is from an article called “Dynamic scheduling of flexible manufacturing systems using neural networks and inductive learning.”
Recognize this? “Moscow’s neural network.” From Flickr.
Of course, somebody would have to get a tattoo.
The Blue Brain Project in Switzerland is trying to model brain activity. This is an image of one of their models.
Another way to portray lists in systemic networks is simply to move along the nodes of the network and keep a log of places visited. Maybe it’s not systematic (what is?), but it’s surely systemic. The next few images are from Visa’s blog.
This 1999 diagram represents emails within an organization.
Social networks in the Bible.
An early visualization of the internet.
Visualisation of Wikipedia page linkage network in a small subgraph of pages, by Ian Pearce.
This is a section of the universe. http://www.bbc.com/news/science-environment-25809967: “Cosmology theory predicts that galaxies are embedded in a cosmic web of ‘stuff’, most of which is dark matter. Astronomers obtained the first direct images of a part of this network…”
This makes the slide feel more positive, like we’re rocketing up underneath some kind of beautiful heaven.
Let’s look at some of their images.
Woo-hoo, let’s all network.
A LinkedIn profile. http://www.wired.com/is a techmagazine.
This guy was recently arrested by the FBI, charged with running Silk Road, an anonymous marketplace on the deep web where users could use Bitcoins to buy and sell drugs. http://en.wikipedia.org/wiki/Silk_Road_(marketplace) Just anotheryoung professional on LinkedIn.
'When we understand that slide, we'll have won the war:' US generals were given a baffling PowerPoint presentation to try to explain the Afghanistan mess. Maybe sometimes visualizing a network doesn’t help? Or maybe it shows us how bad the problem is?
Morsi took a lot of criticism for saying this. Personally, I like the image, though. Things are connected in odd and indirect ways.
Morsi was right. How could you make sense out of a structure like this? How could you map it out? How could you govern a country like this?
“Software has close to zero cost of replication” = it costs nearly nothing to copy software.
To cling = to hold tight to something
In another network effect, some of the work on Valve’s games is actually done by customers, who produce new objects for its virtual world, like hats, guns, etc.
It’s a visualization of the galaxy of souls. The apparent endlessness of time and space.
Maybe the connection is that Kusama’s mirror rooms allow us to visualize infinite spaces. Or maybe I just put them in here because they’re pretty, and one of my friends on Facebook posted a link to them while I was making this presentation. Or both.
From an article entitled “New “Connected Universe” Theory Offers Potential New Source Of Energy”
This is a work of art that plays a perceptual game. The game is to let your eyes wander across it, perceiving the flat areas as three-dimensional spaces. As your eyes move, the three-dimensional spaces shift their locations, and what was part of the figure, the structure, now appears as background. It’s a quiet activity and it takes a little while to work, so I invite you to enjoy the relaxing structures of the art.