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Showing posts with label modeling. Show all posts
Showing posts with label modeling. Show all posts

Sunday, March 25, 2012

Words by the Millions, Sorted by Software

Excerpt from an article in

The New York Times (Business)
Sunday, March 25, 2012

Words by the Millions, Sorted by Software

By ANNE EISENBERG

IT just keeps growing — the vast electronic archive of books, journals and scholarly literature stored on the Web. But scientists are aiming to keep up with this trove of collective knowledge by devising computer-based tools to winnow and quantify it.

David M. Blei of Princeton University is among those who are teaching computers to sift through the digital pages of books and articles and categorize the contents by subject, even when that subject isn’t stated explicitly.

For decades, of course, librarians and many others have labeled books and documents with keywords. “But human categorization can only go so far,” said Dr. Blei, an associate professor in computer science. “We don’t have the human power to read and tag all this information.”

To cope with the information explosion, Dr. Blei and other researchers write algorithms so that computers can sift through millions of works and find their common themes by sorting related words into categories. It’s a field called probabilistic topic modeling.

Other research tools identify shifts in language over time that could signal important cultural, scientific or historical changes. At Harvard, Erez Lieberman Aiden and Jean-Baptiste Michel, who jointly lead a group there called the Cultural Observatory, will soon inaugurate a browser that searches for such language changes in a large online repository of scientific papers known as arXiv (pronounced like “archive”).

Users will be able to type in one or two words at the site, called Bookworm-arXiv, and immediately see a graph showing the ups and downs of the phrase’s use in the archive, Dr. Michel said. (A test version is at arxiv.culturomics.org.) Users can then click on the graph and drill down to read the original papers in which the terms appear, tracing ideas back toward their roots, or to spots where scientific ideas spread from one field to another.

Tuesday, February 28, 2012

Security, Privacy & Reliability

Microsoft Outlines Evolved Security, Privacy and Reliability Strategies for Cloud and Big Data
Trustworthy Computing Next advocates for continued focus amid new computing inflection points.
SAN FRANCISCO — Feb. 28, 2012 — Today at the RSA Conference 2012Scott Charney, corporate vice president of Microsoft Trustworthy Computing, shared his vision for the road ahead as society and computing intersect in an increasingly interconnected world. In a new paper, “Trustworthy Computing (TwC) Next,” Charney encouraged industry and governments to develop more effective privacy principles focused on use and accountability, improve end-to-end reliability of cloud services through increased fault modeling and standards efforts, and adopt more holistic security strategies including improved hygiene and greater attention to detection and containment.
Ten years ago, the computing ecosystem was at a crossroads when Bill Gates introduced TwC and called for industry collaboration. Today, technology and society are more interconnected than ever. Big data’s strain on privacy protection, the shifting relationship between government and the Internet, and the evolving threat model all raise new challenges for industry and governments globally.
“We are at another inflection point, with expectations for better security, privacy and reliability growing at an exponential rate,” Charney said. “Now is the time for industry and governments to develop and adopt strategies and policies that balance business and societal needs with individuals’ choices.”
The Cloud and Big Data
The proliferation of devices and cloud services has resulted in a massive aggregation of global data, also known as big data. While offering many potential societal benefits, this collection of data poses unique challenges. From a security perspective, big data represents a valuable target for attackers. As the cloud and devices become more integrated with society, people also become increasingly dependent on the reliability and availability of data and services to function. Finally, the massive increase in the amount and types of data available for collection, analysis and dissemination has strained traditional rules to protect privacy.
One solution for the privacy challenge is for government, industry, academia and consumer groups to collaborate in updating current privacy principles to address the world of big data. These revised principles should place a greater focus on appropriate uses of data. They should also include an “accountability” principle to help ensure organizations use and protect data in ways consistent with individual and societal expectations. Together, these principles can help reduce the burden on the consumer and shift greater responsibility to the data collector.
“Microsoft has long been a contributor to the global debate and discussion on the future of privacy,” said Malcolm Crompton, managing director of Information Integrity Solutions Pty Ltd. “The global framework proposed by Scott Charney tackles head-on many of the difficult realities of today’s environment. It’s a great contribution to the dialogue.”
The Role of Government
The advent of big data has also been challenging for governments. Any transformative technological change that recasts the way people live will engender deeper government engagement. This is because governments’ relationship with the Internet is a complex one. In the TwC Next white paper, Charney said governments globally are simultaneously users of the Internet, protectors of individual users as well as the Internet itself, and exploiters that capitalize on the power of technology for a variety of purposes.
In times of need, governments may use online services to keep citizens informed, and first responders can react more effectively than those not using cloud-based services because they have GPS devices, mapping capabilities, street views, videoconferencing and other cloud-based services. Such benefits only materialize, however, if these systems meet reasonable expectations of overall service reliability.
Recognizing this fact, governments may play an increasingly active role in many aspects of the Internet. Some nations are looking at legislatively mandating the adoption of information risk-management plans for those managing information and computing systems.
The Evolving Threat Landscape
While the quality of code has improved and infection rates have declined for products developed under Microsoft’s Security Development Lifecycle, the threat landscape continues to evolve. Opportunistic threats have been supplemented by attacks that are more persistent and, in many cases, far more worrisome. While some of these attacks have been called “Advanced Persistent Threats,” that term is often a misnomer. Some are advanced, but many are not; attack vectors are often traditional and unsophisticated. What marks these attacks is that the adversary is willing to persist over time and is firmly resolved to penetrate a particular victim.
“The new security challenges today are to some extent the same as the old security challenges. They’ve just been magnified,” said Alan Levine, chief information security officer at Alcoa Inc. “An organization may be targeted by a determined adversary who has the time, skills and tenacity to prevail.”
Companies must improve their basic hygiene approach to counter the opportunistic threats and make even persistent and determined adversaries work harder. This can be accomplished by designing systems not just to prevent attacks and recover from them, but also to detect successful attackers quickly and contain them so that their unauthorized access or disruption is limited. This new paradigm of protect, detect, contain and recover can serve as a practical foundation for managing risk in the age of persistent and determined adversaries.
More information about Microsoft’s vision for TwC Next is athttp://www.microsoft.com/presspass/presskits/security.
Founded in 1975, Microsoft (Nasdaq “MSFT”) is the worldwide leader in software, services and solutions that help people and businesses realize their full potential.