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You may well have decided that mobile is the way you need to go to engage with your customers, clients and prospects, but how exactly do you go about doing that?
Well the answer lies in finding the right partners. The mobile ecosystem is a complex affair, with many players and a somewhat convoluted value chain. Its not particularly expensive, but it is hard to fathom if you don't know what you are looking for.
So, with that in mind, here is a 101 on the mobile marketing ecosystem to help you get to grips with what you need help with and where to turn.
Mobile specialty vendors include mobile search providers, such as Google, mobile ad networks, e.g. Millennial Media, and SMS vendors, like Cellit. These providers are great for those marketers who already have their mobile strategy in place and now need advice and execution in the service provider's particular area of expertise.
Mobile platform providers, such as Velti and Augme, supply the underlying technology that runs mobile programs, and helps the client to optimize, measure and manage the campaign. The relationship is more likely to be wholly-owned and managed by the company's IT department (or agency) than by the marketing department.
Agencies such as SapientNitro and Razorfish focus on giving marketers great experiences across all interactive media, including smartphones and tablets.
Mobile-specific agencies. This emerging category of agencies, which includes Punchkick Interactive, Plastic Mobile and Joule, focus on providing just the mobile piece of a marketer's strategy.
So who do you need?
So with the above in mind, how do you work out what you need and what partner or partners are for you? Here are some basic tips.
1) Start by evaluating the mobile expertise of the existing/potential agency partners, focusing on strategy, creative, execution and measurement.
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4) Check references to determine how skilled the agency is at collaborating on mobile projects – it is common for different agencies to partner on projects; for example, where they need to bring in technical expertise.


text:
Philippe G. Ciarlet (born 14 October 1938) is a French mathematician, known particularly for his work on mathematical analysis of the finite element method. He has contributed also to elasticity, to the theory of plates and shells and differential geometry.

Biography
Philippe Ciarlet is a former student of the École Polytechnique and the École des ponts et chaussées. He completed his PhD at Case Institute of Technology in Cleveland in 1966 under the supervision of Richard S. Varga. He also holds a doctorate in mathematical sciences from the Faculty of Sciences of Paris (doctorate under the supervision of Jacques-Louis Lions in 1971).

He headed the mathematics department of the Laboratoire central des Ponts et Chaussées (1966-1973) and was a lecturer at the École polytechnique (1967-1985), professor at the École nationale des Ponts et Chaussées (1978-1987), consultant at INRIA (1974-1994). From 1974 to 2002, he was a professor at the University of Pierre et Marie Curie where he directed the laboratory of Numerical Analysis from 1981 to 1992.

He is Professor Emeritus at the University of Hong Kong, Professor at the City University of Hong Kong, Member of the Academy of Technology in 1989, Member of the French Academy of Sciences since 1991 (in the Mechanical and Computer Sciences section), Member of the Indian Academy of Sciences in 2001, Member of the European Academy of Sciences in 2003, Member of the World Academy of Sciences in 2007, Member of the Chinese Academy of Sciences in 2009, Member of the American Mathematical Society since 2012, and Member of the Hong-Kong Academy of Sciences in 2015.

Scientific work
Numerical analysis of finite difference methods and general variational approximation methods: In his doctoral theses and early publications, Philippe Ciarlet made innovative contributions to the numerical approximation by variational methods of problems with non-linear monotonous boundaries, and introduced the concepts of discrete Green functions and the discrete maximum principle, which have since proved to be fundamental in numerical analysis.

Interpolation theory: Philippe Ciarlet has made innovative contributions, now "classical" to Lagrange and Hermite interpolation theory in R^n, notably through the introduction of the notion of multipoint Taylor formulas. This theory plays a fundamental role in establishing the convergence of finite element methods.

Numerical analysis of the finite element method: Philippe Ciarlet is well known for having made fundamental contributions in this field, including convergence analysis, the discrete maximum principle, uniform convergence, analysis of curved finite elements, numerical integration, non-conforming macroelements for plate problems, a mixed method for the biharmonic equation in fluid mechanics, and finite element methods for shell problems. His contributions and those of his collaborators can be found in his well-known book.

Plate modeling by asymptotic analysis and singular disturbance techniques: Philippe Ciarlet is also well known for his leading role in justifying two-dimensional models of linear and non-linear elastic plates from three-dimensional elasticity; in particular, he established convergence in the linear case, and justified two-dimensional non-linear models, including the von Kármán and Marguerre-von Karman equations, by the asymptotic development method.

Modeling, mathematical analysis and numerical simulation of "elastic multi-structures" including junctions: This is another entirely new field that Philippe Ciarlet has created and developed, by establishing the convergence of the three-dimensional solution towards that of a "multidimensional" model in the linear case, by justifying the limit conditions for embedding a plate.

Modeling and mathematical analysis of "general" shells: Philippe Ciarlet established the first existence theorems for two-dimensional linear shell models, such as those of W.T. Koiter and P.M. Naghdi, and justified the equations of the "bending" and "membrane" shell; he also established the first rigorous justification of the "shallow" two-dimensional linear shell equations and of Koiter equations, using asymptotic analysis techniques; he also obtained a new theory of existence for non-linear shell equations.

Non-linear elasticity: Philippe Ciarlet proposed a new energy function that is polyconvex (as defined by John Ball), and has proven to be very effective because it is "adjustable" to any given isotropic elastic material; he has also made important and innovative contributions to the modelling of contact and non-interpenetration in three-dimensional non-linear elasticity. He also proposed and justified a new non-linear Koiter-type model for non-linearly elastic hulls.

Non-linear inequalities of Korn on a surface: Philippe Ciarlet gave several new proofs of the fundamental theorem of surface theory, concerning the reconstruction of a surface according to its first and second fundamental forms. He was the first to show that a surface continuously varies according to its two fundamental forms, for different topologies, notably by introducing a new idea, that of non-linear Korn inequalities on a surface, another notion that he essentially created and developed with his collaborators.

Functional analysis: Philippe Ciarlet established weak forms of Poincaré's lemma and conditions of compatibility of Saint Venant, in Sobolev's spaces with negative exponents; he established that there are deep relationships between Jacques-Louis Lions' lemma, Nečas's inequality, Rham's theorem, and Bogovskii's theorem, which provide new methods to establish these results.

Intrinsic methods in linearized elasticity: Philippe Ciarlet has developed a new field, that of the mathematical justification of "intrinsic" methods in linearized elasticity, where the linearized metric tensor and the linearized tensor of curvature change are the new, and only, unknowns: This approach, whether for three-dimensional elasticity or for plate and shell theories, requires an entirely new approach, based mainly on the compatibility conditions of Saint-Venant and Donati in Sobolev spaces.

Intrinsic methods in non-linear elasticity: Philippe Ciarlet has developed a new field, that of the mathematical justification of "intrinsic" methods in non-linear elasticity. This approach makes it possible to obtain new existence theorems in three-dimensional non-linear elasticity.

Teaching and research books: Philippe Ciarlet has written several textbooks that are now "classics ", as well as several "reference" research books.

Honours and awards
National Order of the Legion of Honour of France:

 Chevalier: 7 April 1999
 Officier: 5 June 2012

Member or Foreign Member of the following Academies :

   Academia Europaea, 1989
 Academy of Sciences, 1991
   Romanian Academy, 1996
   Academy of Technologies, 2004
   National Academy of Sciences of India, 2001
   European Academy of Sciences, 2003
   World Academy of Sciences (TWAS), 2007
   Chinese Academy of Sciences, 2009
   Hong Kong Academy of Sciences, 2015

Prizes

   Poncelet Prize, Academy of Sciences, 1981
   Grand Prize (Jaffé Prize), Academy of Sciences, 1989
   Alexander von Humboldt Research Fellowship, 1996
   Gold Medal, University of Santiago de Compostela, 1997
   Shanghai Prize for International Cooperation in Science and Technology, 2006

Academic awards

   Fellow of the Industrial and Applied Mathematics Society (SIAM), 2009
   Fellow of the Hong Kong Institute of Science, 2011
   Fellow of the American Mathematical Society (AMS), 2013
   Senior Fellow of the Institute of Advanced Study at the City University of Hong Kong, 2015
   "Honorary Professor", Fudan University, Shanghai, 1994
   "Senior Member", Institut Universitaire de France, 1996-2002
   "Honorary Professor", Transilvania University, Braşov, 1998
   Doctor honoris causa of the University of Ovidius, Constant¸a, 1999.
   Professor Emeritus, Pierre and Marie Curie University, 2002
   Doctor honoris causa, University of Bucharest, 2005
   "Honorary Professor", Xi'an Jiaotong University, 2006
   Doctor honoris causa, University of Craiova, 2007
Doctor honoris causa, Politehnica University of Bucharest, 2007
Doctor Honoris Causa, university "Alexandru loan Cuza" from laşi, 2012
Honorary Professor, South China University of Technology, 2019
Honorary Professor, Chongqing University, 2019.

References

External links
 home page  at City University of Hong Kong

École Polytechnique alumni
Numerical analysts
Members of the French Academy of Sciences
Foreign members of the Chinese Academy of Sciences
Recipients of the Legion of Honour
Case Western Reserve University alumni
Fellows of the Society for Industrial and Applied Mathematics
Fellows of the American Mathematical Society
Living people
1938 births

redpajama_set_name: RedPajamaWikipedia


text:
Voters reject tax increase for Cortez school district
Cortez Fire Protection District question also fails
By Jim Mimiaga Journal staff writer
Tuesday, Nov. 5, 2019 10:21 PM
Updated: Tuesday, Nov. 5, 2019 10:34 PM
Follow @DS_Jimi
Montezuma County election judges conduct signature verification during the ballot count at the clerk's office.
Jim Mimiaga/The Journal
Jill Dunsten, a nurse at Cortez Middle School, dropped off her ballot at the Montezuma County Clerk's office. County clerk Kim Percell works in the background.
Lori Haukeness, superintendent of Montezuma-Cortez Re-1 school district, reacts after a ballot question to increase the school's mill levy failed. Jamie Haukeness, Principal of Kemper Elementary, was also at the Montezuma County Clerk's office.
Jay Balfour, Chief of the Cortez Fire Protection District, looks over results of district ballot question 6A, which did not pass.
On Tuesday, Montezuma County voters denied a new tax increase for Cortez schools, chose new school board members for Dolores and Mancos districts, and denied a measure intended to stabilize the budget for the Cortez Fire Protection District.
On Ballot Question 4A, voters rejected a request to increase property taxes by 5 mills in part to raise teacher salaries. The measure failed, with 2,857 voting against it and 2,250 voting for it, or 55.94% to 44.05%. Re-1 had hoped to recruit and retain good teachers with better pay with the tax increase.
All results were still unofficial Tuesday night.
"The voters sent us a message, we will revisit the budget," said Re-1 superintendent Lori Haukeness.
On Ballot Question 6A, voters also rejected a request by the Cortez Fire Protection District to offset losses from changes in the percentage of actual assessed property. The measure failed, with 2,391 voting against it and 1,789 voting for it, or 57.20% to 42,79%.
"It's disappointing, we thought we got the message across how important this was for the district to maintain the services we offer," said Cortez Fire Protection District Chief Jay Balfour.
He said because of a downward shift in assessed valuations, and as a result of the failed ballot question, the fire district now faces a $90,000 reduction in its annual budget.
Balfour said the fire district is vulnerable to the destructive impacts of the Gallagher Amendment, which pegs residential mill levies to the statewide ratio of residential and commercial values. That ratio is driven by Front Range cities and can force residential mill levies down, hurting small district budgets.
In other results:
For Mancos Re-6 and Dolores Re-4 school board elections, voters elected new board members and incumbents.
In Mancos, eight candidates ran for three seats. Voters elected Pamela A. Coppinger with 655 votes (20.29%), Timothy J. Hunter with 559 votes (17.31%), and Katie Cahill-Volpe with 471 votes (14.59%).
In Dolores, six candidates ran for three seats. Voters elected Clay Tallmadge with 814 votes (22.25%), Maegan E. Crowley with 702 votes (19.19%) and Lenetta Shull with 624 votes (17.05%).
Montezuma County also cast votes for two state questions on the ballot.
Proposition CC failed statewide. Montezuma County also voted it down 5,001 votes to 3,355, or 59.84% to 37.46%.
Proposition CC asked voters to allow the state to keep all the tax revenue it collects after June 2019 that the state's Taxpayer's Bill of Rights would otherwise send back to residents as refunds.
The results of Proposition DD are too close to call. Montezuma County voters were against the measure, 5,204 to 3,118, or 62.53% to 37.47%.
Proposition DD asks voters for state taxes to be increased by $29 million annually to fund state water projects and to pay for the regulation of sports betting through licensed casinos by authorizing a tax on sports betting.
Voter participation jumped on Election Day. Overall voter participation was 49 percent.
About 17,000 ballots were mailed out for the election, said Montezuma County Clerk Kim Percell, and 8,578 were returned. Voter participation was 49 percent.
By 6 p.m. on Election Day, 8,381 ballots had been returned, up from 5,757 that had been returned by Monday.
"Turnout has been steady all day," Percell said.
Sixteen staff members were working the election in the clerk's office, including six election judges.
The day was going well, Percell said.
"We get more organized every election year," she said.
Four ways to change Colorado's school funding formula

redpajama_set_name: RedPajamaCommonCrawl


text:
Q: How can I display SharePoint document library items including folders on company non-SharePoint Internet site I would like to create a document library on an internal SharePoint farm either, on wss 3.0 or SharePoint Foundation, and display the library items/folders on an Internet site which is hosted on a different server which is using classic asp/asp.net technology. In my research I got Jared's content which is nice but I thought there might be other way of doing it using the Client Object Model (i.e. in SP 2010) or something else. Could any one think of a possible solution.

A: There are some good suggestions in this related question: Display Document Library Folder contents on a different Sharepoint 2007 Site.

A: The options I can think of are Web Services and Client Object Model. If you are a SharePoint developer the Client Object Model will be the more attractive. If your background is more ASP.NET and .NET generally, you will probably lean toward using the Web Services (see MSDN).

A: I assume that the local(internal) sharepoint farm is not in DMZ, so Client Side script is not options as it references to internet URL and executes in the browser.
We have create a server side custom control

*

*to read the list items and render (grid, list..etc)

*to download the file and push it to the client (byte stream)

So, you have to got with a similar option like you have researched as your internet site acts as an interface to the internal sharepoint site and the end users

redpajama_set_name: RedPajamaStackExchange


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Tucker Carlson Asked a Trump Campaign Lawyer for Proof and That's When She Shut Him Down
It isn't like hot windbag and white hotep—he even wears bowties—Tucker Carlson to want proof before spouting out…
Trump Orders Federal Agencies to Stop Funding Anti-Racism Trainings, Calling Them 'Un-American'
Ishena Robinson
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A month into its official debut, Microsoft's new system software is ahead of Windows 8 and Mac OS X Yosemite in desktop traffic, according to Web tracker NetMarketShare.
Windows 10 fared well during its first month out, helped by Windows 7 and 8.1 users eligible for a free upgrade.
Windows 10 is firmly in fourth place among desktop operating systems, according to stats released Tuesday.
Microsoft's newly launched software grabbed a 5.21 percent share of all Web traffic generated by desktop operating systems in August, according to NetMarketShare. Windows 10 had been available as a technical preview since last October. But it barely registered as a blip on NetMarketShare's radar until it became available as a free upgrade to Windows 7 and 8.1 users starting July 29.
Among all desktop operating systems, Windows 10 ranked fourth in Web traffic last month, behind Windows 8.1, Windows XP and Windows 7 but ahead of Windows 8 and Mac OS X Yosemite.
Microsoft has been counting on Windows 10 to win back the love it lost with Windows 8, which rolled out three years ago but failed to catch on with the desktop crowd. To lure users to its new operating system, the software giant has revived the Start menu, tweaked the Start screen, added its Cortana voice assistant and made a variety of other improvements to the overall design and layout. PC sales are also in a slump, while Microsoft's share of the mobile market is in the dumps. Windows 10 is designed to work across a variety of devices from PCs to tablets to mobile phones. So Microsoft is looking to its newest version of Windows to grab more users across its entire ecosystem.
So far, Windows 10 adoption is far outpacing that of Windows 8 over a similar time frame. After Windows 8 officially launched on October 27 of 2012, it scraped up just a 1 percent share of Web traffic in November, according to NetMarketShare. Its share continued to rise at a slow pace and didn't reach 5 percent until the following June.
Of course, everyone likes a freebie, so the comparison isn't totally fair. Windows 10 is currently available for free to Windows 7 and 8.1 users. The Windows 8 upgrade initially cost $40 for most users of Windows 7, Vista, and XP and $15 for recent purchasers. Still, that deal ended on January 31 of 2013, after which the upgrade price jumped to $120 for the regular edition and $200 for the Pro version. So beyond just the free offer, the new features in Windows 10 are likely prompting many users to upgrade, especially those who want to get away from Windows 8.1.
Microsoft has also naturally been touting the quick uptake of Windows 10. On July 31, just a couple of days after launch date, the company said that Windows 10 has already been running on 14 million devices. On August 26, a little less than a month later, Microsoft said that its new software was installed on more than 75 million devices worldwide.
Windows 10's appeal is also trickling down to Microsoft's new Edge browser . For the month of August, Edge took home a 2 percent cut of all browser traffic as seen by NetMarketShare. Designed as a sleeker and simpler alternative to the aging Internet Explorer, Edge is available only in Windows 10. A 2 percent share for the first month isn't bad. But keep in mind that Edge is set up as the default browser in Windows 10. So switching the default to Firefox, Chrome or even Internet Explorer involves a few steps that many users may not be aware of or bother to take if Edge is getting the job done.
Among all desktop operating systems, Windows 7 remained on top last month with a Web traffic share of 57.6 percent, followed by Windows XP with 12 percent and Windows 8.1 with 11.4 percent.


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PACE Alive and Well // Part 4: Maximizing Savings Through Solar
BY NICK FERGIS and JESSE FULTON
A version of this article appears in the Spring 2017 issue of Home Energy Magazine.
Click here to read more articles about Energy Efficiency Programs
This is part 4 of a series that describes how PACE financing is revolutionizing the home performance contracting industry.
Homeowner Loreen Hasenin was looking for a way to get her A/C bills under control before the summer heat descended on her city of Murrieta, California. She hired Solaire Energy Systems to install solar panels using HERO financing. Her decision process mirrors that of many homeowners who find themselves facing a broken water heater or a failing HVAC system and need to replace or upgrade quickly. The beneficial terms of HERO's PACE financing model allows homeowners to choose the higher-quality product or system that will reap long-term savings and make their home more comfortable, rather than having to go with the option that is cheapest up front, but less energy efficient.
From left: Genevieve Johnson, Solaire's director of sales; Jarrod Fisk, Solaire's CEO and founder; Solaire client Loreen Hasenin; and John Unglaub, Contractor Account Manager with Renovate America's HERO Program. (Renovate America)
San Diego-based Solaire Energy Systems installs solar electricity; solar hot water; solar pool heating; high-efficiency HVAC, windows, and doors; weatherization; and cool roof and wall systems. Loreen was impressed with Solaire's work and with its commitment to customer service. "They came early and stayed as long as it took," says Loreen. "Solaire is a very honest company. They did everything they promised and more."
Loreen was also quite pleased with her energy savings. Preinstall electricity costs were between $400 and $500 a month during the long Southern California summers. Now her costs are minimal—as low as $1.50 a month, even in the summer. "Since I went solar, I'm so happy to open up my electric bills—it's exciting!" she says.
In recognition of Solaire's exemplary work with Loreen, HERO granted gave the company its Above & Beyond contractor award in June 2016. "Above and beyond," says Genevieve Johnson, director of sales with Solaire, "—that's what we strive for constantly. To be recognized [with this award] means a lot to our company. To get recognized by our clients and from HERO—it's a big deal to us."
Nick Fergis is the chief operating officer and Jesse Fulton is the director of product management at Renovate America.
This article is part of a series that was printed in full in the Spring 2017 issue. You can view the full article, "PACE Alive and Well, Case Study: Maximizing Savings Through Solar" in the digital replica or in print.
Health and Safety Investments to Increase Energy-Saving Opportunities
By Jacqueline Berger and Deb Davis
Many low-income energy use reduction programs are facing increasing challenges serving customers, due to the prevalence of health and safety problems that prevent major measures from being installed. Because there are serious problems in the ...


With the amount of (attempted) security breaches and high-paced agile sprint cycles, securing your software from day 1 is a major cost-saver. The recording of the webinar 'Secure Coding - Best Practices (also for non-developers!)' on February 27th 2019, presented by Michael Kubiaczyk is now available on our YouTube Channel.
We hope that you enjoyed the webinar and it was useful to understand and know important best practices and security concepts for secure coding. Do you want to dive deeper into the code and expand your secure programming skills? Our interactive secure programming training course is planned for 18 April 2019 and open to join. Reserve your seat now.
Look out for details of our next webinars.
In this webinar, we will discuss the basics of how an HTTP client (a browser, phone, web-application, or otherwise) communicates over the internet with a website, and highlight the components which can be used by attackers to target either the website or the user.
This webinar will cover some of the basic technologies which make the internet work, covering basic HTTP request and response formats, how cookies work, and the types of information which are sent and received over the internet. We will then discuss (with examples) some of the potential vulnerabilities that can exploit these technologies - such as Cross Site Scripting, SQL Injection, and others. Various techniques are available to protect users and websites from attack, yet there are still vulnerable websites - we present reasons why such vulnerabilities persist, and introduce some concepts which can be used when designing or developing applications to reduce the chance of vulnerabilities in the finished product.
This webinar is suitable for all participants. It will discuss some concepts which may be familiar to developers and other technical administrators, but will introduce these concepts in a way that can be understood by those with minimal understanding of Internet-related technology.
Michael Kubiaczyk, security specialist focused on code review and application security. Michael has been working in the security industry for over 11 years, focusing on web application penetration testing and code review mostly within the financial sector.


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Q: netbeans logging tutorial hi i'm working with a netbeans project, that they gave me to work on, and i need to check if the connection to the database (postgres) are working well, and i notice that there are lines in the code like
static Logger log = Logger.getLogger(getNivel.class);

then
if (user != null) {
            log.debug("Usuario identificado: " + user.getIdUsuario() + "obteniendo su cuadro de mandos");

but i don't know how to see if the connection is actually working, because i can't find the log file. so i searched the internet and i found this page
link
but i don't really understand what i should do to see those messages. Can anybody help me?

A: Not sure which logging library you use, but I presume you use the standard java logging api (java.util.logging package) ...
You dont probably see it because you are using DEBUG level of logging and your project is set to print WARNING and above I believe. So if you what to quickly see whats going on, either change temporarily the code to:
if (user != null) {
        log.severe("Usuario identificado: " + user.getIdUsuario() + "obteniendo su cuadro de mandos");

OR create logging.properties file in the root of you project, where you will enable logging on DEBUG level for the class or package for which you want to see the logs:
com.mycompany.mypackgepath.myclass.level=DEBUG

Note, that there might be already such a file in your project. Also you can add more handlers in order to print the log output to a file as well as to netbeans console
handlers=java.util.logging.FileHandler, java.util.logging.ConsoleHandler
java.util.logging.ConsoleHandler.level=ALL
java.util.logging.FileHandler.pattern = %h/Library/Logs/xd%g-%u.log
java.util.logging.FileHandler.limit = 10485760
java.util.logging.FileHandler.count = 2
java.util.logging.FileHandler.formatter = java.util.logging.SimpleFormatter
java.util.logging.FileHandler.encoding = UTF8

You might want to check this tutorial for example: http://www.javapractices.com/topic/TopicAction.do?Id=143
Btw. the logger should be private and final ;)


text:
The RAND Blog
RAND Review
>Intel, Ethics, and Emerging Tech: Q&A with Cortney Weinbaum
Previous Blog PostTrump's Tariffs Against China Aren't Working. And There's No Quick Resolution in SightNext Blog PostDrug Spending, Back to School, Korean Unification: RAND Weekly Recap
Intel, Ethics, and Emerging Tech: Q&A with Cortney Weinbaum
Cortney Weinbaum at the Roberta Wohlstetter Forum on National Security in Arlington, Virginia, October 24, 2018
Photo by Grace Evans and Khorshied Samad/RAND Corporation
Cortney Weinbaum studies intelligence and cyber policy as a senior management scientist at RAND. Her research has helped the intelligence community improve its data collection and analysis and identify emerging technologies and their impact on operations. She began her career as an intelligence officer, designing advanced sensors for intelligence gathering. She is the recipient of a General Electric Fellowship and Grant for Women in Physics & Computer Science and a Defense Intelligence Agency Humanitarian Award. Weinbaum serves on the board of directors of Carrie Simon House, a charity that provides transitional housing, life skills, and support and mentoring to young, homeless mothers in the Washington, D.C., area.
What got you interested in intelligence and national security?
I was studying physics in college, with absolutely no idea what I wanted to do for a living. And then, in the beginning of my junior year, 9/11 happened. I reached out to my university's alumni network in Washington and asked, 'What can I do?' My mentors said, 'You have a physics degree? Send in a resume.' I ended up taking a summer internship with the Defense Intelligence Agency that led to a job after college.
Your research has examined challenges facing the intelligence community. What worries you about the future of intelligence?
You can be successful at collecting all of the data in the world, but then be unsuccessful at making sense of it fast enough to be able to respond. We used to be so limited in what we could collect. The first satellites in the Sputnik era were able to see such a small part of Earth at any given time because we really only had to look at the places where we knew the Soviets had their nuclear weapons. Well, now we have commercial imagery that takes images of the entire world every day. We've been so successful at collecting so much more data that now we need to figure out how to make sense of it all.
You've looked at artificial intelligence as one solution. What are some of the risks?
If we don't understand how our algorithms are making their decisions, then we can't judge whether we agree with them.
I wrote an article in 2016 where I started to question what some of those risks could be. One example I gave was in indications and warning—the field of intelligence that is going to give you an early warning that a country is going to attack. This is the area of intelligence that is ripe for AI and machine learning because time really matters. Sometimes you only get seconds or minutes of warning. You can't wait for an analyst to wake up in the morning, show up at work, get a cup of coffee, and read the latest reporting. The algorithms never sleep.
But if we don't really understand what's going on inside that black box, you might end up with a situation where your algorithm tells you that a country is about to attack, but a human analyst looks at the same data and says, 'I don't see it.' Next thing, there'll be a U.S. president at 2 a.m. having to decide, 'Do I respond or not?' If we don't understand how our algorithms are making their decisions, then we can't judge whether we agree with them.
Your most recent study looked at ethics in scientific research. What made you want to look at that question?
That 2016 article led to a really interesting conversation with the director of the Intelligence Advanced Research Projects Activity. IARPA is responsible for research and development for the intelligence community. They were concerned about the lack of clear and well-defined ethics in emerging disciplines. We talked about AI, synthetic biology, and neurotechnology. They asked us if we could study how research ethics are created across scientific disciplines.
We ended up finding that there are ten ethical principles that are common across all scientific disciplines. If you don't know where to begin, here's a starting point: ten ethical principles that every scientific discipline agrees on.
What's next in your research?
AI will continue to be a hot topic. There's been a lot of discussion about how to create ethics in AI. I would argue we don't need to create them; we actually need to figure out how to apply existing ethics to AI. I'm also working with different agencies to help figure out what the future of their technologies will look like.
As a woman with a physics degree, I feel like I have an obligation to tell women or minorities that this is just an amazing discipline. And there are role models out there. You might not know any in your community, but there are people like you—whatever 'like you' means—who are doing really interesting science, and you should pursue it if you love it. I went to a university with more than 30,000 people, and I was one of three women graduating with a physics degree in my year. If you're trying to find someone you can reach out to, find a professional society, find someone on Twitter. I think people are really welcoming of that engagement and taking on the role of mentor these days, because we feel such a personal obligation to help the next generation.
Intelligence Collection
Here's What an AI Code of Conduct for the Pentagon Might Look Like
Cortney Weinbaum @cortney_dc
Ethics in Scientific Research: An Examination of Ethical Principles and Emerging Topics
Cortney Weinbaum @cortney_dc, Eric Landree @EricLandree, et al.
Perspectives and Opportunities in Intelligence for U.S. Leaders
Cortney Weinbaum @cortney_dc, John V. Parachini, et al.