|By Bob Gourley||
|November 1, 2012 07:19 PM EDT||
Government Computer News has an in-depth examination of how text analytics are being used in the federal government. They examined how NASA is using text analytics for airline safety, how text analytics can “read between the lines” of terabytes of data, using text analytics to identify early signs of bio threats and using text analytics for agency data mining. The full four-part series can be found here, but we wanted to summarize and analyze it ourselves so we could give you our cut.
Bottom line: Great work by GCN. These guys are adding value to the dialog. Here are more thoughts:
NASA applies deep-diving text analytics to airline safety
NASA has created the Aviation Safety Program that uses text analytics to process hundreds of thousands of unstructured data reports. NASA collects data from pilot reports to mechanics logs in an attempt to identify problems, before they happen. This database was previously only viewed by human analysts, who do not have the time or cycles to process all the data. The machine processing starts with natural language processing (NLP) and machine-learning. For more, be sure to check out the full article here.
Text analytics: Reading between the lines of terabytes of data
DHS has started using text analytics to poll social media networks trying to identify signs of terrorism. Scanning social media is nothing new, but using machine learning text analytics is finding “hidden relationships” to highlight trends and public sentiment. Further details are scant, because of the pace at which adversaries adapt to the techniques, tactics and procedures (TTPs) of our governments. The article discusses capabilities that leverage Apache Hadoop, but doesn’t mention Hadoop for some reason. For the full article, check it out here.
Canary in a data mine: How analytics detects early signs of bio threats
The National Collaborative for Bio-Preparedness (NCB-Prepared) is using a system “to monitor emergency medical services reports, poison center data and a wide array of other data sets, including social media, to detect signs of biological threats.” By looking at reports, they were able to identify a gastrointestinal outbreak two months before it would have been identified by standard reporting. This system uses SAS text analytics running on North Carolina State University’s cloud-based Virtual Computing Lab. To read more, check out the full report here.
Text analytics ready for the heavy lifting of agencies’ data mining
The last article revolves around the growing need for unstructured data analytics in the federal government. It features one of our heroes, Chris Biow, CTO of MarkLogic.
Chris Biow, federal CTO at MarkLogic, agrees. “Any agency in the government that deals in any respect with the public should be to using text analytics now,” he told GCN. “It’s maybe only being used now in 20 percent of the cases where it should. It’s as broad as treaty compliance versus watching public sentiment toward the United States overseas to predict a riot. All of that is out there.”
MarkLogic’s Biow said the most critical thing in initial implementations of text analytics is to manage expectations because machines still are not nearly as good at analyzing text as humans are. “The machine’s advantage is that it can do all the text,” he explained. “[But] you don’t have enough human beings to read it all. The machines will make a pass-over and humans can then refine that. The machines are getting better in terms of the complexity and detail that they can extract, but not necessarily in terms of the quality. That’s why it’s important to set expectations.”
“The best practice here,” Biow said, “is setting reasonable expectations. And results can definitely be improved as your users, library scientists and text analytics vendors start working together.”
There are problems because many agencies do not talk about their text analytics out in public, it is hard to get data on solutions and successes. Biow further said managing expectations can be hard as machines have much left to learn. To continue this article, check out the report here.
There are many great points in this series that we liked and we most highly recommend the series. Thanks GCN.
We hope to see follow on work by GCN along these lines, perhaps diving into the new realm of Model Enabled Analysis and capabilities like Savanna from Thetus, which is showing a great path to helping humans interact with information like that described in this GCN series.
The proper isolation of resources is essential for multi-tenant environments. The traditional approach to isolate resources is, however, rather heavyweight. In his session at 18th Cloud Expo, Igor Drobiazko, co-founder of elastic.io, drew upon his own experience with operating a Docker container-based infrastructure on a large scale and present a lightweight solution for resource isolation using microservices. He also discussed the implementation of microservices in data and application integrat...
Jan. 22, 2017 07:15 PM EST Reads: 3,621
In his General Session at DevOps Summit, Asaf Yigal, Co-Founder & VP of Product at Logz.io, will explore the value of Kibana 4 for log analysis and will give a real live, hands-on tutorial on how to set up Kibana 4 and get the most out of Apache log files. He will examine three use cases: IT operations, business intelligence, and security and compliance. This is a hands-on session that will require participants to bring their own laptops, and we will provide the rest.
Jan. 22, 2017 06:30 PM EST Reads: 5,004
In his session at 18th Cloud Expo, Sagi Brody, Chief Technology Officer at Webair Internet Development Inc., and Logan Best, Infrastructure & Network Engineer at Webair, focused on real world deployments of DDoS mitigation strategies in every layer of the network. He gave an overview of methods to prevent these attacks and best practices on how to provide protection in complex cloud platforms. He also outlined what we have found in our experience managing and running thousands of Linux and Unix ...
Jan. 22, 2017 04:15 PM EST Reads: 4,520
Internet of @ThingsExpo, taking place June 6-8, 2017 at the Javits Center in New York City, New York, is co-located with the 20th International Cloud Expo and will feature technical sessions from a rock star conference faculty and the leading industry players in the world. @ThingsExpo New York Call for Papers is now open.
Jan. 22, 2017 02:30 PM EST Reads: 3,755
SYS-CON Events announced today that Dataloop.IO, an innovator in cloud IT-monitoring whose products help organizations save time and money, has been named “Bronze Sponsor” of SYS-CON's 20th International Cloud Expo®, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY. Dataloop.IO is an emerging software company on the cutting edge of major IT-infrastructure trends including cloud computing and microservices. The company, founded in the UK but now based in San Fran...
Jan. 22, 2017 02:30 PM EST Reads: 2,639
"There's a growing demand from users for things to be faster. When you think about all the transactions or interactions users will have with your product and everything that is between those transactions and interactions - what drives us at Catchpoint Systems is the idea to measure that and to analyze it," explained Leo Vasiliou, Director of Web Performance Engineering at Catchpoint Systems, in this SYS-CON.tv interview at 18th Cloud Expo, held June 7-9, 2016, at the Javits Center in New York Ci...
Jan. 22, 2017 02:00 PM EST Reads: 5,816
The 20th International Cloud Expo has announced that its Call for Papers is open. Cloud Expo, to be held June 6-8, 2017, at the Javits Center in New York City, brings together Cloud Computing, Big Data, Internet of Things, DevOps, Containers, Microservices and WebRTC to one location. With cloud computing driving a higher percentage of enterprise IT budgets every year, it becomes increasingly important to plant your flag in this fast-expanding business opportunity. Submit your speaking proposal ...
Jan. 22, 2017 02:00 PM EST Reads: 5,287
WebRTC is the future of browser-to-browser communications, and continues to make inroads into the traditional, difficult, plug-in web communications world. The 6th WebRTC Summit continues our tradition of delivering the latest and greatest presentations within the world of WebRTC. Topics include voice calling, video chat, P2P file sharing, and use cases that have already leveraged the power and convenience of WebRTC.
Jan. 22, 2017 01:45 PM EST Reads: 3,226
20th Cloud Expo, taking place June 6-8, 2017, at the Javits Center in New York City, NY, will feature technical sessions from a rock star conference faculty and the leading industry players in the world. Cloud computing is now being embraced by a majority of enterprises of all sizes. Yesterday's debate about public vs. private has transformed into the reality of hybrid cloud: a recent survey shows that 74% of enterprises have a hybrid cloud strategy.
Jan. 22, 2017 01:00 PM EST Reads: 4,391
Discover top technologies and tools all under one roof at April 24–28, 2017, at the Westin San Diego in San Diego, CA. Explore the Mobile Dev + Test and IoT Dev + Test Expo and enjoy all of these unique opportunities: The latest solutions, technologies, and tools in mobile or IoT software development and testing. Meet one-on-one with representatives from some of today's most innovative organizations
Jan. 22, 2017 12:45 PM EST Reads: 1,688
@DevOpsSummit taking place June 6-8, 2017 at Javits Center, New York City, is co-located with the 20th International Cloud Expo and will feature technical sessions from a rock star conference faculty and the leading industry players in the world. @DevOpsSummit at Cloud Expo New York Call for Papers is now open.
Jan. 22, 2017 12:00 PM EST Reads: 3,635
SYS-CON Events announced today that Catchpoint Systems, Inc., a provider of innovative web and infrastructure monitoring solutions, has been named “Silver Sponsor” of SYS-CON's DevOps Summit at 18th Cloud Expo New York, which will take place June 7-9, 2016, at the Javits Center in New York City, NY. Catchpoint is a leading Digital Performance Analytics company that provides unparalleled insight into customer-critical services to help consistently deliver an amazing customer experience. Designed ...
Jan. 22, 2017 11:45 AM EST Reads: 6,460
DevOps is being widely accepted (if not fully adopted) as essential in enterprise IT. But as Enterprise DevOps gains maturity, expands scope, and increases velocity, the need for data-driven decisions across teams becomes more acute. DevOps teams in any modern business must wrangle the ‘digital exhaust’ from the delivery toolchain, "pervasive" and "cognitive" computing, APIs and services, mobile devices and applications, the Internet of Things, and now even blockchain. In this power panel at @...
Jan. 22, 2017 11:45 AM EST Reads: 2,971
Data is the fuel that drives the machine learning algorithmic engines and ultimately provides the business value. In his session at Cloud Expo, Ed Featherston, a director and senior enterprise architect at Collaborative Consulting, discussed the key considerations around quality, volume, timeliness, and pedigree that must be dealt with in order to properly fuel that engine.
Jan. 22, 2017 11:30 AM EST Reads: 3,737
"A lot of times people will come to us and have a very diverse set of requirements or very customized need and we'll help them to implement it in a fashion that you can't just buy off of the shelf," explained Nick Rose, CTO of Enzu, in this SYS-CON.tv interview at 18th Cloud Expo, held June 7-9, 2016, at the Javits Center in New York City, NY.
Jan. 22, 2017 09:30 AM EST Reads: 4,768
The WebRTC Summit New York, to be held June 6-8, 2017, at the Javits Center in New York City, NY, announces that its Call for Papers is now open. Topics include all aspects of improving IT delivery by eliminating waste through automated business models leveraging cloud technologies. WebRTC Summit is co-located with 20th International Cloud Expo and @ThingsExpo. WebRTC is the future of browser-to-browser communications, and continues to make inroads into the traditional, difficult, plug-in web co...
Jan. 22, 2017 09:30 AM EST Reads: 3,022
Buzzword alert: Microservices and IoT at a DevOps conference? What could possibly go wrong? In this Power Panel at DevOps Summit, moderated by Jason Bloomberg, the leading expert on architecting agility for the enterprise and president of Intellyx, panelists peeled away the buzz and discuss the important architectural principles behind implementing IoT solutions for the enterprise. As remote IoT devices and sensors become increasingly intelligent, they become part of our distributed cloud enviro...
Jan. 22, 2017 08:30 AM EST Reads: 5,011
In 2014, Amazon announced a new form of compute called Lambda. We didn't know it at the time, but this represented a fundamental shift in what we expect from cloud computing. Now, all of the major cloud computing vendors want to take part in this disruptive technology. In his session at 20th Cloud Expo, John Jelinek IV, a web developer at Linux Academy, will discuss why major players like AWS, Microsoft Azure, IBM Bluemix, and Google Cloud Platform are all trying to sidestep VMs and containers...
Jan. 22, 2017 08:30 AM EST Reads: 985
SYS-CON Events announced today that MobiDev, a client-oriented software development company, will exhibit at SYS-CON's 20th International Cloud Expo®, which will take place June 6-8, 2017, at the Javits Center in New York City, NY, and the 21st International Cloud Expo®, which will take place October 31-November 2, 2017, at the Santa Clara Convention Center in Santa Clara, CA. MobiDev is a software company that develops and delivers turn-key mobile apps, websites, web services, and complex softw...
Jan. 22, 2017 07:15 AM EST Reads: 1,979
DevOps tends to focus on the relationship between Dev and Ops, putting an emphasis on the ops and application infrastructure. But that’s changing with microservices architectures. In her session at DevOps Summit, Lori MacVittie, Evangelist for F5 Networks, will focus on how microservices are changing the underlying architectures needed to scale, secure and deliver applications based on highly distributed (micro) services and why that means an expansion into “the network” for DevOps.
Jan. 22, 2017 06:30 AM EST Reads: 5,611