Showing posts with label Data Mining. Show all posts
Showing posts with label Data Mining. Show all posts

Sunday, July 14, 2013

The Art of Data Visualization



Courtesy Of PBS

Humans have a powerful capacity to process visual information, skills that date far back in our evolutionary lineage. And since the advent of science, we have employed intricate visual strategies to communicate data, often utilizing design principles that draw on these basic cognitive skills. In a modern world where we have far more data than we can process, the practice of data visualization has gained even more importance. From scientific visualization to pop infographics, designers are increasingly tasked with incorporating data into the media experience. Data has emerged as such a critical part of modern life that it has entered into the realm of art, where data-driven visual experiences challenge viewers to find personal meaning from a sea of information, a task that is increasingly present in every aspect of our information-infused lives.

Featuring:
Edward Tufte, Yale University
Julie Steele, O'Reilly Media
Josh Smith, Hyperakt
Jer Thorp, Office for Creative Research

Office of Creative Research:
"Gate Change" by Ben Rubin w/ Mark Hansen & Jer Thorp
"And That's The Way It Is" by Ben Rubin w/ Mark Hansen & Jer Thorp
"Shakespeare Machine" by Ben Rubin w/ Mark Hansen & Jer Thorp
"Moveable Type" by Ben Rubin & Mark Hansen
"Listening Post" by Ben Rubin & Mark Hansen

Sources:
Facebook World Map - Produced by Facebook intern, Paul Butler.http://gigaom.com/2010/12/14/facebook...
Paris Subway Activity - Eric Fisher -http://www.flickr.com/photos/walkingsf/
Rich Blocks, Poor Blocks - http://www.richblockspoorblocks.com/
"Hurricanes since 1851" - by John Nelson,http://uxblog.idvsolutions.com/
"Flight Patterns" by Aaron Koblin -http://www.aaronkoblin.com/work/fligh...
"We Feel Fine Project" by Jonathan Harris and Sep Kamvar -http://wefeelfine.org/
"Every McDonald's in the US" by Stephen Von Worley -http://www.datapointed.net/2009/09/di... 
"Colours in Culture" by informationisbeautiful.net -http://www.informationisbeautiful.net...

Music:
"The Blue Cathedral" by Talvihorros -http://freemusicarchive.org/music/Tal...
"Sad Cyclops" by Podington Bear -http://freemusicarchive.org/music/Pod...
"Between Stations" by Rescue - http://archive.org/details/one026
"Tomie's Bubbles" by Candlegravity
"Earth Breath" by Human Terminal -http://freemusicarchive.org/music/Hum...
"Unreal (Album Version)" by Garmisch -http://freemusicarchive.org/music/Gar...

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Produced by Kornhaber Brown: http://www.kornhaberbrown.com

Saturday, December 22, 2012

Predicting The Future Through Online Data Mining


The information to predict whether tomorrow it will rain is limited by the number of weather sites available, but sites that might refer to upcoming anti-American demonstrations in the Middle East are infinitely more numerous [AFP]

Recorded Future predicts When and Where A Demonstration Will Occur After Mining From The Web All The Related Activities.

By Santiago Zabala,

Martin Heidegger's greatest concerns when it came to technological innovations was the formation of existential conditions where, as he said, the "lack of emergency is the only emergency". In this condition human beings would be completely "uprooted" from the earth, that is, "framed" ("Ge-stell") by a technological power they are no longer able to control.

As it turns out, the software company Recorded Future (which has recently been praised by Wired, the MIT Technology Review and other media outlets, after the CIA and Google invested millions in their services) seems to be offering its clients something similar: a world where emergencies, that is, future events, can be calculated in advance. But how does this start-up actually function, and why are the German philosopher’s concerns relevant to its services? 

Recorded Future is based in Gothenburg and has offices in London, Boston, Arlington and New York. A team of 20 computer scientists, statisticians and experts in linguistics "calculate" the future. While Yahoo, Google and Bing use links to connect and rank different web pages, Recorded Future goes further by scouring (in real time) thousands of available information sources such as blogs, websites and Twitter comments in order to find "invisible links", that is, relationships among actions, people and institutions that refer to related events in the future. 

"Recorded Future is based in Gothenburg and has offices in London, Boston, Arlington and New York. A team of 20 computer scientists, statisticians and experts in linguistics 'calculate' the future."
After mining from the web all the related people ("Bashar al-Assad"), places ("Syria") and activities ("military interventions") that refer to a possible demonstration, Recorded Future uses algorithms to predict when and where a demonstration will occur. 



An example of a predicted demonstration is available in a video on the company website which illustrates how its powerful engines monitor these protests not only in the Middle East, but also in South America and North Africa. The fact that Google and the CIA have already invested millions in this company is an indication that it will be used to conserve certain interest against others as the example above indicates.

The different fee levels for the customers of Recorded Future are probably related to the quality and quantity of information they wish to purchase, making this, and similar companies, at the service of the wealthiest and most powerful. 

From a philosophical point of view, the most interesting feature of all this is not that these demonstrations can be predicted, but rather how technology has finally uprooted and dislodged man from the world, that is, has given human existence to a power beyond human control. The secured, comfortable and calculated environment that allowed the creation of society has now become so functional and rationalised that we cannot help but become victims by existing in it.

This existential dilemma does not arise from the fact that it’s finally possible to organise all the things the web already knows about the future, which could certainly become useful to prevent diseases or famine, but rather that a private company now means to know everything, that is, all human projects. 

We have entered an age where only those framed within the approved interests of Recorded Future clients will be able to live freely, that is, without being predicted. But how free is an existence that is completely revealed to the modern "lack of emergencies"?
As Heidegger explained, emergencies do not arise when something doesn't function correctly, but rather when "everything functions … and propels everything more and more toward further functioning". It's within this logic that as soon as something critical to the interests of those who can afford it fails to function, Recorded Future will alert its customers, who will then take the appropriate measures to conserve the previous condition.

In sum, Heidegger's concerns over a world lacking "emergencies" more than 50 years ago was meant to point out how technologies such as that employed by Recorded Future (and similar companies) aim to avoid the future, that is, to change the world.

Via: "Al-Jazeera"

Sunday, September 09, 2012

Hacking The Brain and Successfully Extracting Sensitive Data




With a chilling hint of the not-so-distant future, researchers at the Usenix Security conference have demonstrated a zero-day vulnerabilityin your brain. Using a commercial off-the-shelf brain-computer interface, the researchers have shown that it’s possible to hack your brain, forcing you to reveal information that you’d rather keep secret.
As we’ve covered in the past, a brain-computer interface is a two-part device: There’s the hardware — which is usually a headset (an EEG; an electroencephalograph) with sensors that rest on your scalp — and software, which processes your brain activity and tries to work out what you’re trying to do (turn left, double click, open box, etc.) BCIs are generally used in a medical setting with very expensive equipment, but in the last few years cheaper, commercial offerings have emerged. For $200-300, you can buy an Emotiv (pictured above) or Neurosky BCI, go through a short training process, and begin mind controlling your computer.
Brain hacking accuracy
Both of these commercial BCIs have an API — an interface that allows developers to use the BCI’s output in their own programs. In this case, the security researchers — from the Universities of Oxford and Geneva, and the University of California, Berkeley — created a custom program that was specially designed with the sole purpose of finding out sensitive data, such as the location of your home, your debit card PIN, which bank you use, and your date of birth. The researchers tried out their program on 28 participants (who were cooperative and didn’t know that they were being brain-hacked), and in general the experiments had a 10 to 40% chance of success of obtaining useful information (pictured above).
P300 responseTo extract this information, the researchers rely on what’s known as the P300 response — a very specific brainwave pattern (pictured right) that occurs when you recognize something that is meaningful (a person’s face), or when you recognize something that fits your current task (a hammer in the shed). The researchers basically designed a program that flashes up pictures of maps, banks, and card PINs, and makes a note every time your brain experiences a P300. Afterwards, it’s easy to pore through the data and work out — with fairly good accuracy — where a person banks, where they live, and so on.
The security researchers' brain hacking setupIn a real-world scenario, the researchers foresee a game that is specially tailored by hackers to extract sensitive information from your brain — or perhaps an attack vector that also uses social engineering to lull you into a false sense of security. It’s harder to extract data from someone who knows they’re being attacked — as interrogators and torturers well know.
Moving forward, this brain hack can only improve in efficacy as BCIs become cheaper, more accurate, and thus more extensively used. Really, your only defense is to not think about the topic — but if you’re proactively on the defensive, then the hacker has already messed up. The only viable solution that I can think of is to ensure that you don’t use your brain-computer interface with shady software,brain malware — but then again, in a science-fictional future, isn’t it almost guaranteed that the government would mandate the inclusion of brain-hacking software in the operating system itself?

Saturday, April 07, 2012

Data Mining You




By Tom Engelhardt,
April 04, 2012
Courtesy Of "Anti-War"



I was out of the country only nine days, hardly a blink in time, but time enough, as it happened, for another small, airless room to be added to the American national security labyrinth. On March 22, Attorney General Eric Holder and Director of National Intelligence James Clapper Jr. signed off on new guidelines allowing the National Counterterrorism Center (NCTC), a post-9/11 creation, to hold on to information about Americans in no way known to be connected to terrorism — about you and me, that is — for up to five years. (Its previous outer limit was 180 days.) This, Clapper claimed, “will enable NCTC to accomplish its mission more practically and effectively.”
Joseph K., that icon of single-lettered anonymity from Franz Kafka’s novel The Trial, would undoubtedly have felt right at home in Clapper’s Washington. George Orwell would surely have had a few pungent words to say about those anodyne words “practically and effectively,” not to speak of “mission.”
For most Americans, though, it was just life as we’ve known it since Sept. 11, 2001, since we scared ourselves to death and accepted that just about anything goes, as long as it supposedly involves protecting us from terrorists. Basic information or misinformation, possibly about you, is to be stored away for five years — or until some other attorney general and director of national intelligence think it’s even more practical and effective to keep you on file for 10 years, 20 years, or until death do us part — and it hardly made a ripple.
If Americans were to hoist a flag designed for this moment, it might read “Tread on Me” and use that classic illustration of the boa constrictor swallowing an elephant from Saint-Exupéry’s The Little Prince. That, at least, would catch something of the absurdity of what the National Security Complex has decided to swallow of our American world.
Oh, and in those nine days abroad, a new word surfaced on my horizon, one just eerie and ugly enough for our new reality: yottabyte. Thank National Security Agency (NSA) expert James Bamford for that. He wrote a piece for Wired magazine on a super-secret, $2 billion, one-million-square-foot data center the NSA is building in Bluffdale, Utah. Focused on data mining and code-breaking and five times the size of the U.S. Capitol, it is expected to house information beyond compare, “including the complete contents of private emails, cellphone calls, and Google searches, as well as all sorts of personal data trails — parking receipts, travel itineraries, bookstore purchases, and other digital ‘pocket litter.’”
The NSA, adds Bamford, “has established listening posts throughout the nation to collect and sift through billions of email messages and phone calls, whether they originate within the country or overseas. It has created a supercomputer of almost unimaginable speed to look for patterns and unscramble codes. Finally, the agency has begun building a place to store all the trillions of words and thoughts and whispers captured in its electronic net.”
Which brings us to yottabyte — which is, Bamford assures us, equivalent to septillion bytes, a number “so large that no one has yet coined a term for the next higher magnitude.” The Utah center will be capable of storing a yottabyte or more of information (on your tax dollar).
Large as it is, that mega-project in Utah is just one of many sprouting like mushrooms in the sunless forest of the U.S. intelligence world. In cost, for example, it barely tops the $1.7 billion headquarters complex in Virginia that the National Geospatial-Intelligence Agencywith an estimated annual black budget of at least $5 billion, built for its 16,000 employees. Opened in 2011, it’s the third-largest federal building in the Washington area. (And I’ll bet you didn’t even know that your tax dollars paid for such an agency, no less its gleaming new headquarters.) Or what about the 33 post-9/11 building complexes for top-secret intelligence work that were under construction or had already been built when Washington Post reporters Dana Priest and William Arkin wrote their “Top Secret America” series back in 2010?
In these last years, while so many Americans were foreclosed upon or had their homes go “underwater” and the construction industry went to hell, the intelligence housing bubble just continued to grow. And there’s no sign that any of this seems abidingly strange to most Americans.
A System That Creates Its Own Reality
To leave the country, of course, I had to briefly surrender my shoes, hat, belt, computer — you know the routine — and even then, stripped to the basics, I had to pass through a scanner of a sort that not so long ago caused protest and upset but now is evidently as American as apple pie. Then I spent those nine days touring some of Spain’s architectural wonders, including the Alhambra in Granada, the Mezquita or Great Mosque of Cordoba, and that city’s ancient synagogue (the only one to survive the expulsion of the Jews in 1492), as well as Antonio Gaudí’s Sagrada Família, his vast Barcelona basilica, without once — in a country with its own grim history ofterror attacks — being wanded or patted down or questioned or even passing through a metal detector. Afterwards, I took a flight back to a country whose national security architecture had again expanded subtly in the name of “my” safety.
Now, I don’t want to overdo it. In truth, those new guidelines were no big deal. The information on — as far as anyone knows — innocent Americans that the NCTC wanted to keep for those extra 4½ years was already being held ad infinitum by one or another of our 17 major intelligence agencies and organizations. So the latest announcement seems to represent little more than bureaucratic housecleaning, just a bit of extra scaffolding added to the Great Mosque or basilica of the new American intelligence labyrinth. It certainly was nothing to write home about, no less trap a fictional character in.
Admittedly, since 9/11 the U.S. Intelligence Community, as it likes to call itself, has expanded to staggering proportions. With those 17 outfits having a combined annual intelligence budget of more than$80 billion (a figure that doesn’t even include all intelligence expenditures), you could think of that community as having carried out a statistical coup d’état. In fact, at a moment when America’s enemies — a few thousand scattered jihadis, the odd minority insurgency, and a couple of rickety regional powers (Iran, North Korea, and perhaps Venezuela) — couldn’t be less imposing, its growth has been little short of an institutional miracle. By now, it has a momentum all its own. You might even say that it creates its own reality.
Of classic American checks and balances, we, the taxpayers, now write the checks and they, the officials of the National Security Complex, are free to be as unbalanced as they want in their actions. Whatever you do, though, don’t mistake Clapper, Holder, and similar figures for the Gaudís of the new intelligence world. Don’t think of them as the architects of the structure they are building. What they preside over is visibly a competitive bureaucratic mess of overlapping principalities whose “mission” might be summed up in one word: more.
In a sense — though they would undoubtedly never think of themselves this way — I suspect they are bureaucratic versions of Kafka’s Joseph K., trapped in a labyrinthine structure they are continually, blindly, adding to. And because their “mission” has no end point, their edifice has neither windows nor exits, and for all anyone knows is being erected on a foundation of quicksand.
Keep calling it “intelligence” if you want, but the monstrosity they are building is neither intelligent nor architecturally elegant. It is nonetheless a system elaborating itself with undeniable energy. Whatever the changing cast of characters, the structure only grows. It no longer seems to matter whether the figure who officially sits atop it is a former part-owner of a baseball team and former governor, a former constitutional law professor, or — looking to possible futures — a former corporate raider.
A Basilica of Chaos
Evidently, it’s our fate — increasing numbers of us anyway — to be transformed into intelligence data (just as we are being eternally transformed into commercial data), our identities sliced, diced, and passed around the labyrinth, our bytes stored up to be “mined” at their convenience.
You might wonder: What is this basilica of chaos that calls itself the U.S. Intelligence Community? Bamford describes whistleblower William Binney, a former senior NSA crypto-mathematician “largely responsible for automating the agency’s worldwide eavesdropping network,” as holding “his thumb and forefinger close together” and saying, “We are that far from a turnkey totalitarian state.”
It’s an understandable description for someone who has emerged from the labyrinth, but I doubt it’s on target. Ours is unlikely to ever be a Soviet-style system, even if it exhibits a striking urge toward totality; toward, that is, engulfing everything, including every trace you’ve left anywhere in the world. It’s probably not a Soviet-style state in the making, even if traditional legal boundaries and prohibitions against spying upon and surveilling Americans are of remarkably little interest to it.
Its urge is to data mine and decode the planet in an eternal search for enemies who are imagined to lurk everywhere, ready to strike at any moment. Anyone might be a terrorist or, wittingly or not, in touch with one, even perfectly innocent-seeming Americans whose data must be held until the moment when the true pattern of eneminess comes into view and everything is revealed.
In the new world of the National Security Complex, no one can be trusted — except the officials working within it, who in their eternal bureaucratic vigilance clearly consider themselves above any law. The system that they are constructing (or that, perhaps, is constructing them) has no more to do with democracy or an American republic or the Constitution than it does with a Soviet-style state. Think of it as a phenomenon for which we have no name. Like the yottabyte, it’s something new under the sun, still awaiting its own strange and ugly moniker.
For now, it remains as anonymous as Joseph K. and so, conveniently enough, continues to expand right before our eyes, strangely unseen.
If you don’t believe me, leave the country for nine days and just see if, in that brief span of time, something else isn’t drawn within its orbit. After all, it’s inexorable, this rough beast slouching through Washington to be born.
Welcome, in the meantime, to our nameless new world. One thing is guaranteed: it has a byte.
To listen to Timothy MacBain’s latest Tomcast audio interview in which Engelhardt reflects on the unnatural growth of the U.S. national security state, click here, or download it to your iPod here.
Copyright 2012 Tom Engelhardt