The importance of anomaly detection is due to the fact that anomalies in data translate to significant (and often critical) actionable information in a wide variety of application domains. This paper discusses the use of Machine Learning based Network Traffic Anomaly detection, to approach the challenges in securing devices and detect network intrusions.
Machine learning enables computers to make intelligent decisions using data. The computer acts without being particularly programmed such as self-driving cars, speech recognition software, and web search. Self-driving cars, for example, use GPS, navigation services and an array of sensors to create a 3D model of the environment around them. Data collected is then augmented to make the best judgment of traffic and route. This judgment is precise and very reliable that it is believed using the self driving car will reduce the number of road accidents to a great extent.
Both virtual and augmented reality is influenced by similar technologies. The purpose of this innovation is to provide users with an immersive and enhanced experience. The advent of AR and VR has provided tremendous opportunities for growth and development in a slew of facets both commercial and private.
There is a very common confusion regarding the mechanisms of these two concepts. With all popularity garnered by AR and VR, a majority of people have begun confusing one technology with the other. In light of this, here is a brief analogy to understand both their functionalities
The advent of OTT services has been the answer to all the consumer's prayers who wanted to watch any content, anytime, anyplace and on any device of their choice. This has led to a major surge in the OTT services adoption rates (much to the dismay of satellite broadcast industry). There is no … read more
According to a WHO Report on Road Traffic Injuries, approximately 1.25 million lives are nipped every year owing to ghastly road accidents. It also states that between 20 and 50 million more people suffer in the aftermath of these incidents which could be a non-fatal injury or a disability because of their injury. About 94% of these accidents have occurred owing to the driver’s fault. And that is the reason why so many companies like are investing in the research and development of Autonomous vehicles
There are several reasons why a test-driven methodology to create IoT technology and its software is needed. When considering traditional methods of testing, programming codes were built and tests were conducted more on a production level. However, the modern approach requires any bugs and glitches to be captured at an early stage. In a test-driven development approach, human interaction for manual testing is minimized, making it possible to capture errors faster and earlier.
There is a dire need for quality Wi-Fi services, all over the world. As wireless technology continues to escalate, an estimated 200 billion wireless devices will be operational by 2020. In addition to that, carrier Wi-Fi hotspots are likely to reach 13.3 million by the same year. Both businesses and individuals are searching for secure and reliable wireless internet access. The quality of Wi-Fi service will have to conquer many challenges as the major focus shift towards of Internet of Things.
The limitless combinations of device, network, content, and places suggest that the stream reaching you at a given point may be navigating through uncharted territory. This means that the QoE of your online video stream depends on a number of factors.
To overcome challenges in the OTT (Over-the-top content) environment, offering an outstanding quality of experience (QoE) is crucial. Viewers desire the same level of quality for online streaming as they get with the conventional cable or satellite services.
Network slicing is a type of virtual network architecture that allows various networks to be created on top of a mutually shared physical infrastructure. These virtual networks are then personalized to meet the particular needs and demands of devices, applications, services, operators or customers. It uses the same principles as those behind network functions virtualization (NFV) and software defined networking (SDN). The greater flexibility brought out by network slicing will help address the efficiency, cost, and versatility requirements levied by the future.
The Internet of Things or simply IoT is believed to benefit the consumers and at the same time, improve the productivity of industries and enterprises. The IoT uses wireless devices that connect to each other and with the help of internet and minimum human intervention helps deliver services that would meet the needs of a variety of industries. The IoT sector is relatively new and is still in development stages. However, experts believe that the impact of IoT will be considerable.
Drones, also referred to as Unmanned Aerial Vehicles (UAV), are non-crewed and pilotless aircraft that can fly either using onboard computers or remote control. They are a primary component of the Unmanned Aircraft Systems (UAS) and commonly used by the military. Their idea first became known on 22nd August 1849, when Venice was attacked by Austria with unmanned balloons full of explosives. During and shortly after World War I, the first drone was invented with the intention of taking down Zeppelins but was never flown. Several successors were developed and with each try, there was an improvement in the technology.
An inclusive and constantly evolving cloud computing platform, Amazon Web Services (AWS), is another milestone achieved by the retail giant. Web services, popularly termed as cloud computing services, are facilitating millions of users across the globe. The first AWS offerings surfaced in 2006 and offered online services for client-side applications and websites. Amazon Web Service was initially nothing but the company’s backend technology.
Today's consumers are no longer dependent on their local store to shop. With a world of retailers and brands on their palm, customers have literally become a ‘point of sale’ with their preferred devices. Consumers today, no matter wherever they are, shop from their computers, tablets, and smartphones. They are free to make choices and choose their desired methods of payment. Whether a customer would like his order to be shipped to his home or picked up from a store, all depends on his will and convenience.
When retailers aim to collect more data about their customers, they follow larger sources of market information. These vast pools of analytics, facts and figures are known as Big Data
An infrastructure where processing and data storage takes place outside mobile devices can be referred to as a ‘mobile cloud’. By utilizing the computing and storage capabilities of the mobile cloud, computer applications can run on low resource mobile devices.
The technology market is constantly evolving, often in an evolutionary way. But every once in a while, technology takes a giant leap in a short period of time, crossing barriers that might have been impossible to break just a year or two ago. The ability for vehicles to 'self-drive in assisted … read more
Network Functions Virtualization (NFV) lets you turn network functions into virtualized functions, thereby allowing you to run them on less-expensive server hardware rather than on high-cost network hardware … read more
Providing better speed than existing technologies, 5G offers enormous growth potential for both businesses and consumers. This 5G technology is believed to lead to a ‘hyper’ connected society where mobile devices will become … read more
The fast and uninterrupted machine to machine communication facilitated by Internet of Things (IoT) is expected to transform every industry. Many governments and enterprises have already started developing and implementing custom IoT solutions to accomplish enhanced growth and productivity. … read more
September 11, 2016 will go down in history as the day ESPN’s Fantasy football site became the hottest topic of discussion for all Fantasy Football aficionados. And the unpleasant part is, it will be remembered for all the wrong reasons. On that eventful Sunday, as excited fans logged into their accounts to know the scores of their teams, they were in for rude shock. The site was just not working. Some people took to Twitter to vent their frustration saying, “Congratulations to @ESPNFantasy for ruining the greatest day of the year for all of America.”
So what could have gone wrong here?
When Ray, an experienced sales person and a globe trotter, checked into Marriot Hotel in Dubai last month, he was left pleasantly delighted. He had been put up in his favorite room with a personalized welcome message and there was an extra pillow in his bed as well. Ray remembered having called … read more
With the proliferation of smart devices such as phones, TVs, tablets etc., media viewing is not restricted to the Television only and is being watched everywhere on every type of device that supports media viewing.
The audio-video content is delivered via OTT to these multi-screen devices over a communication service provider’s network. The availability of media ‘Anywhere’ has resulted in the peak bandwidth utilization of the CSP. Customer sensitivity is high because of comparison with regular HD broadcast.
OTT differs from the traditional way of viewing video in many ways. However, primarily it is the network bandwidth, access network, delivery network, compression and the capability of the video playing application that affects the user’s viewing experience. Identification and measurement of the metrics related to the QoS of streaming service is termed as QoE or Quality of Experience.
The statistical measurement of the QOE metrics, and subsequently acting on the analysis would enable service providers to find ways to improve subscriber engagement, enhance monetization opportunities and optimize viewing experience.
The Internet of Things (IoT) in its broader definition, is the interconnection of many heterogeneous devices ñ ranging from desktop computers, embedded systems, small sensors, among others. This network collects and exchanges data to enhance the process of decision making. It is also used to … read more
With innovation comes frustration.
Introducing a new idea or technology innovation is exciting, but every once in a while there comes an idea so big, consumers aren’t quite sure what to do with it.
If you’ve ever sat in gridlock when you have somewhere to be, you understand the feeling of wanting to rip the steering wheel from the console and start walking. It seems like the Jetsons were able to solve the problem, what is taking us so long?
It’s truly an exciting time to watch the landscape of wireless technology expand. As the demand for wireless connectivity continues to increase, this demand is pushing the capacity and efficiency of wireless technologies to their limits. There is, however, a light at the end of the tunnel.
The famous fictional astronaut Buzz Lightyear once said: to infinity and beyond! Wise beyond his years, Buzz saw the potential for toys. In what’s become a disruptive innovation for traditional hard plastic dolls and board games, embedded toys are true game changers for the toy industry.
An introductory article on the different technologies emerging in the wireless space can feel like an introductory article how to speak a foreign language. For some, the language makes sense; they’ve been around it, taken a couple classes and maybe even traveled to a place where that’s the only language spoken. For others, it can be intimidating the first few times you hear the words and phrases.
The future of wireless technology is bright…and crowded. As more of the population connects through mobile phones, smart watches, tablets, and the many other wireless devices available, the competition for access to WiFi and cellular networks is increasing faster than ever before. We’ve already touched on how offloading, small cell technology and nodes help alleviate some of the traffic in previous posts. But believe it or not there’s more to the equation.
The phrase, “I’ll try you on your cell,” is quickly becoming obsolete when it comes to messages left on landline answering machines. Not only are most American households turning away from landlines in general, but those remaining that still use them are starting make the switch to modernized versions of the now-archaic, traditional home phone. Some are even combining their home phone and mobile phone into a single smart device. But what’s all this about? Why does anyone care about having a home phone anymore? There have been a lot of developments recently in this realm…
Your grandfather probably remembers a time when men’s razors had just one blade. It was sharp and it got the job done…but with some scrapes and cuts along the way. Saturday Night Live famously mocked the addition of more razors saying “the 6th blade gently removes the 1stlayer of skin.” But all mocking aside, this is the age of more. In a world of innovation from analog to digital to 3G and to 4G, the next logical progression is a 5G network. Innovation, however, does not always care about logic or what makes sense. It made sense for Apple to develop their own mapping applications right? The buzz surrounding a 5G mobile network is real, but the question is, is it something to get excited about?
Six hours? Eight hours? Ten hours?! We all have our number. How many hours of sleep does it take for you to fire on all cylinders the next day? How hard is it for you to get out of bed in the morning? It’s amazing, we spend a good percentage of our lives sleeping and yet, how often do we look for ways to maximize and improve that time? Well, technology isn’t only meant for use on-the-go, and more and more we’re seeing the market for sleep tech grow. So here are some great cyber-slumber technologies to help you feel well-rested, and make the most of your time in the sack.
The massive consumption of data combined with the growing popularity of “anywhere access” is putting a strain on mobile network operators. How will technology respond to this change? How will operators offload enough data to meet the increasing demand for service in increasingly remote areas? The answer is small cell technology.
In January of 2014, Google acquired DeepMind Technologies for more than $400 million (according to MIT Technology Review) to become Google DeepMind. Google does a great job of picking up companies in the advertising, search, and other services as assigned space without much of a splash, but the purchase of DeepMind Technologies reverberated a bit more than most. Sometimes a Google acquisition is more than just the usurping of a company, but rather a validation of an idea – that there’s something to see, something worth getting behind more than just getting it out of the way to make room for your own project.
Believe it or not, there are some college campuses in the United States that do not offer WiFi in their residence halls! There’s something about connecting an Ethernet cord to your laptop to research a paper about the future of nanotechnology or another innovative science just doesn’t gel. And while some college campuses are slow to adapt, there are plenty of industries looking beyond routers (also known as access points – which can refer to either a wireless AP or a standard AP) and central hubs to explore the up-and-coming world of WiFi mesh technology. The next generation of WiFi is here, and it’s not just about hotspots.
To survive, businesses must find innovative ways to stay competitive in their market. Not only is this true for their products and services, but also for the technology used internally within a company. When many people think of Android technology, they might think of the app store, some project management sites, and a means for checking email during an extended lunch. But embedded Android technology wields so much more power than a productivity checklist app. And if you don’t already know about it, you definitely should. So here are just a few waysbusinesses are leveraging the value of Android to operate smarter than their competition.
When we start thinking about wearable technology, it’s easy to think about Star-Trek. Wearable technology came out of the engineering closet looking clunky, sci-fi-in-a-bad-way-y, and uncool. Luckily, wearable tech has made some strides in the fashion department. Here are a few devices that get us excited about a little skin to tech contact.
Marissa Mayer recently brought the Yahoo workforce back to the office. For years, Yahoo let their employees work remotely, as long as the job was done and done well. This all changed in 2013 when Mayer stated in a memo to staff: “To become the absolute best place to work, communication and collaboration will be important so we need to be working side-by-side.” But while Yahoo-ers have returned to the office setting, many others are doing the exact opposite. According to globalworkplacestatistics.com, the percentage of workers based in a home office has grown around 4% each year since 2009.
Last week, Austin Texas hosted SXSW. Thousands of people converged to discuss everything from start-up companies to trending music. It’s a great example of just how fast technology moves and ideas spread. Remember your first smart phone purchase? That feeling of holding all that powerful technology in your palm? The feeling of being un-tethered as you’re surfing the web on the subway…or in the stall. We’ve gotten so used to having this technology, that we forget how amazing it really is. Programmers and tech-like-minded individuals aside, most consumers take smart devices for granted. In the classic Louis CK bit on cell phones and flying, he points out “we have this beautiful device and we hate it! I’ve never seen a person say look at what my phone can do. They are always like, this piece of [expletive]” followed by a lot more colorful language. We get angry when downloads take longer than a few seconds because we forget that really, we’re waiting for signals from space!
As the adage states: the customer is always right. Companies like Zappos, Dillards, and probably even your local “ma-and-pa” grocery store have built their reputations on remarkable customer service. Zappos, for example, stands out from the clutter by encouraging website visitors to call their headquarters with any questions, 24-7. They’ve provided a unique personal touch in an increasingly person-less internet. Companies with attitudes like the Zappos team are rare, yet data shows that customers react positively to their approach. By investing more in customer service, they are able to generate more word-of-mouth referrals and decrease the amount of push advertising.
When we talk about the Internet of Things (IoT) we are talking about connecting everyday objects to the internet via low power signals. Kevin Ashton is credited with coining the phrase and being one of the first to write about the concept. He discusses how humans are great at doing many things, but capturing clean and accurate data about events happening in real time in the real world is not one of them. This ability to capture large amounts of data about everyday usage of everyday things is what makes the IoT such a powerful innovation.
When you hear the phrase “embedded system,” it’s easy to tune out and think: that’s tech talk. But the truth is, the concept of an embedded system is actually pretty easy to understand. Simply put, an embedded system is a computer system built within a larger mechanical system. Think of the alien controlling the larger human robot from Men In Black. The alien is the embedded system of the larger mechanical system (the human). Okay, so that’s not a real-world example, but you get the picture of small operating system under a larger umbrella.
Big data makes it possible to track and record information in ways George Orwell only dreamt…nay…night-terrored about. The “big brothers” in this digital age are the people behind the scenes taking billions and trillions of data points and making decisions based on the analysis. But fear not – this kind of information can be used for plenty of good! Big data is what makes Google more accurate in predicting flu-outbreaks than the CDC. Big data is what the Obama campaign team used to purchase undervalued television advertising times in highly valued swing-state zip-codes. And big data is what marketing professionals, supply chain managers, and decision makers at all levels are clamoring for more of.
It’s no secret that Android is transforming everything from turning on the television to higher education. More and more, Android-powered devices are found on the roads, the schools, and even in your kitchen. But Android is doing more than just making daily life more convenient; in the medical industry embedded Android technology is helping save lives.
Home entertainment has come a long way since the days of strategizing with aluminum foil-topped black and white boxes. Embedded systems have made it possible to create a gaming, TV watching, and internet browsing experience in your home that rivals most movie theaters. Shopping for televisions used to be easy. Did you want a 13, 15, or 17 inch? Now, consumers are faced with decisions about adaptability, connectivity, and smart technology, not to mention many more size options. With literally thousands of decision points, not to mention ongoing development of new smart TVs and set top boxes, how is the average consumer supposed to prepare for the tech-talk their likely to experience in the electronics store? This is a quick guide to help make sense of the options.
When the Internet powerhouse Google purchases a company, it makes news. Funny that a corporation so visible to hundreds of millions online every day, can keep such suspense over their next move. Technology newsfeeds like Techcrunch and Mashable instantly predict “what this move means” for the future of the company and for the future of innovation. Let’s take a look at some of the more notable acquisitions as it relates to their current Android Operating System and the technology team they’ve produced.
The world of Android open source is helping ideas everywhere go from scratch-paper to product. From applications to video game consoles, open source encourages innovation and the destruction of the phrase “that’s impossible.” Here are open source canvases:
The new year! A time for reflection, a time for celebration, and when it’s all over… a time to get back in shape. And while some of us will receive new toys and gadgets during the holiday season, most of those devices make it easier to be immobile. Smartphone controlled ovens, smart TVs, and other home automation systems make it easy to take the path of least movement. But there are some products looking to curb the lucrative lure of laziness. Using a remarkable combination of bio-analytics and embedded Android technology; individuals now have insights into their physical health that just might motivate them enough to head to the gym…or at least take the stairs!
The sheer notion of open source coding might paint an image of the Wild West where maverick, renegade hackers swoop in to steal passwords and social security numbers. While the Internet and open source software has provided the world with plenty of good, there is the unfortunate reality that we have to take the good with the bad. In this case, the bad are people who steal our information, property, and identities. Protecting yourself or your business from technology breaches is just as important, if not more important than remembering to close and lock the front door of your house.
There was a time when using a map meant going to the drawer, pulling out a piece of paper, and manually locating street names and highways to find the quickest route, by yourself. Fast-forward to today and you have devices that can tell you how to walk, bike, take public transportation, or drive to just about anywhere in the world, and roughly how long it will take you to get there. We all know how to punch an address into our phone and hit start, but fittingly, this is just the beginning of what is possible with navigation technology. Welcome to the Android-age of mapping and directions.
Walking out of his job, Tim is psyched that it’s Friday. He steps into his car and uses his Android stereo to “call Shane.” Using Bluetooth technology, the infotainment system connects to his smartphone and dials his friend.
When it comes to supply chain management, there is no such thing as business as usual. The modern day supply chain is experiencing exponential innovation. Companies like Wal-Mart have fine-tuned this process to place their efficiency levels at competitive advantage heights. You might be thinking, but it’s a supply chain: raw materials, manufacture, ship, sell…everyone knows what to do so how can some be so much better? The same reason we all know that eating healthy and exercising is a good idea and yet many of us still neglect to do it; it’s hard work.
Some things never change…but most do. With advances in embedded technology, many of the items we use today look and feel like the products we’ve been using since their inception, but are actually hard-wired quite differently. Here are some products and procedures we regularly encounter that have come a long way thanks to Android operating systems.
Classrooms provide many of us with our first exposure to a new technology and innovation. It’s in these classrooms where we feel safe to experiment, explore, and sample. It shouldn’t be surprising, then, that many K-12 school districts across the country are adopting new Android technology not only to engage students, but to make the school system more efficient and connected.
A disruptive innovation is one that improves a product in ways the market does not expect. For consumers, the disruption is welcomed by early adopters and quickly becomes the norm. Think of Cirque du Soleil as a disruptive innovation to the Ringly Bros. Circus. While change at Ringly Bros. meant deciding between one more elephant or two more elephants, Cirque du Soleil revolutionized the entire concept of a circus; using people instead of animals to create a highly visual performance
In the book Where Good Ideas Come From by Steven Johnson, Johnson explains the adjacent possible as a series of rooms and doors. Growing on the idea that innovation takes time and great entrepreneurs often stand on the shoulders of the technology that came before (think YouTube using Adobe and internet connection). He uses the metaphor of rooms and doors to show what is possible right now: if you are in one room, you open a door to get to the next room and expand your world, but you cannot get to a room five doors down without first opening more doors and building more rooms in between.
According to Google Executive Chairman Eric Schmidt, the new digital age is upon us. Pointing to futures in virtual reality, innovations in health sciences, and transportation breakthroughs from here to there, the world will soon be even more connected than it is today. So how do we get from here (modern technology) to there (new digital age)? When it comes to transportation, we’re closer than you might think. Below are four embedded technology trends gaining traction in the automotive industry.
Android’s quick manipulation interface makes gaming more fluid and lifelike than ever before. From Kickstarter projects to heavyweight R&D, the Android-embedded gaming products hitting the market are lean, affordable, and innovative. Here is a quick list of some major league players in world of video game systems.
When you hear the word “Android” you might only think of mobile phones, but the general perception of the operating system is about to change, and fast. Android OS is quickly emerging as the top choice for powering smart devices, and many are already available in today’s market. You may not know it (or maybe you do, you savvy reader you) but embedded Android OS is all around you; perhaps even in devices or appliances you already own. Looking for a quick rundown of some of the popular embedded Android products around? Read on…