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I Always Feel Like Somebody's Sensing Me! A Framework to Detect, Identify, and Localize Clandestine Wireless Sensors. (arXiv:2005.03068v1 [cs.CR])

The increasing ubiquity of low-cost wireless sensors in smart homes and buildings has enabled users to easily deploy systems to remotely monitor and control their environments. However, this raises privacy concerns for third-party occupants, such as a hotel room guest who may be unaware of deployed clandestine sensors. Previous methods focused on specific modalities such as detecting cameras but do not provide a generalizable and comprehensive method to capture arbitrary sensors which may be "spying" on a user. In this work, we seek to determine whether one can walk in a room and detect any wireless sensor monitoring an individual. As such, we propose SnoopDog, a framework to not only detect wireless sensors that are actively monitoring a user, but also classify and localize each device. SnoopDog works by establishing causality between patterns in observable wireless traffic and a trusted sensor in the same space, e.g., an inertial measurement unit (IMU) that captures a user's movement. Once causality is established, SnoopDog performs packet inspection to inform the user about the monitoring device. Finally, SnoopDog localizes the clandestine device in a 2D plane using a novel trial-based localization technique. We evaluated SnoopDog across several devices and various modalities and were able to detect causality 96.6% percent of the time, classify suspicious devices with 100% accuracy, and localize devices to a sufficiently reduced sub-space.




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Learning, transferring, and recommending performance knowledge with Monte Carlo tree search and neural networks. (arXiv:2005.03063v1 [cs.LG])

Making changes to a program to optimize its performance is an unscalable task that relies entirely upon human intuition and experience. In addition, companies operating at large scale are at a stage where no single individual understands the code controlling its systems, and for this reason, making changes to improve performance can become intractably difficult. In this paper, a learning system is introduced that provides AI assistance for finding recommended changes to a program. Specifically, it is shown how the evaluative feedback, delayed-reward performance programming domain can be effectively formulated via the Monte Carlo tree search (MCTS) framework. It is then shown that established methods from computational games for using learning to expedite tree-search computation can be adapted to speed up computing recommended program alterations. Estimates of expected utility from MCTS trees built for previous problems are used to learn a sampling policy that remains effective across new problems, thus demonstrating transferability of optimization knowledge. This formulation is applied to the Apache Spark distributed computing environment, and a preliminary result is observed that the time required to build a search tree for finding recommendations is reduced by up to a factor of 10x.




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Computing-in-Memory for Performance and Energy Efficient Homomorphic Encryption. (arXiv:2005.03002v1 [cs.CR])

Homomorphic encryption (HE) allows direct computations on encrypted data. Despite numerous research efforts, the practicality of HE schemes remains to be demonstrated. In this regard, the enormous size of ciphertexts involved in HE computations degrades computational efficiency. Near-memory Processing (NMP) and Computing-in-memory (CiM) - paradigms where computation is done within the memory boundaries - represent architectural solutions for reducing latency and energy associated with data transfers in data-intensive applications such as HE. This paper introduces CiM-HE, a Computing-in-memory (CiM) architecture that can support operations for the B/FV scheme, a somewhat homomorphic encryption scheme for general computation. CiM-HE hardware consists of customized peripherals such as sense amplifiers, adders, bit-shifters, and sequencing circuits. The peripherals are based on CMOS technology, and could support computations with memory cells of different technologies. Circuit-level simulations are used to evaluate our CiM-HE framework assuming a 6T-SRAM memory. We compare our CiM-HE implementation against (i) two optimized CPU HE implementations, and (ii) an FPGA-based HE accelerator implementation. When compared to a CPU solution, CiM-HE obtains speedups between 4.6x and 9.1x, and energy savings between 266.4x and 532.8x for homomorphic multiplications (the most expensive HE operation). Also, a set of four end-to-end tasks, i.e., mean, variance, linear regression, and inference are up to 1.1x, 7.7x, 7.1x, and 7.5x faster (and 301.1x, 404.6x, 532.3x, and 532.8x more energy efficient). Compared to CPU-based HE in a previous work, CiM-HE obtain 14.3x speed-up and >2600x energy savings. Finally, our design offers 2.2x speed-up with 88.1x energy savings compared to a state-of-the-art FPGA-based accelerator.




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Football High: Helmets Do Not Prevent Concussions

Despite the improvements in helmet technology, helmets may prevent skull fractures, but they do not prevent concussions.




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The Desire to Stay in the Game

Retired soccer star Briana Scurry talks about how frustrating and complicated it is trying to explain what it feels like to have symptoms from a concussion and why bouncing back is not always an option.




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Retired Soccer Star Briana Scurry: Message to People Struggling After Concussions

If you don't feel right after a concussion, talk to your parents, your coach, your doctor ... get a second, third, fourth opinion ... Do not accept that you will not get better.




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Retired Soccer Star Briana Scurry on "Being Me Again"

"The Briana Scurry who could tune out 90,000 people during the World Cup and focus on a single ball and know I could keep it out of the goal ... that is who I want to be again."




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Teen athletes sandbag concussion tests to stay in the game

What happens when the drive to play outweighs the potential risk of injury? Some high school athletes are finding ways around the precautions coaching and medical staff take to ensure their safety.




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6 Best CMS Software for Website Development & SMBs

Are you looking for a content management system (CMS) that will help you create the digital content you need? With so many options on the market, it’s challenging to know which one is the best CMS software for your business. On this page, we’ll take a look at the six best CMS’s for website development […]

The post 6 Best CMS Software for Website Development & SMBs appeared first on WebFX Blog.




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5 Magnificent Examples of Websites That Convert Visitors into Customers

Need some inspiration to build a high converting website? Websites that convert persuade visitors to become customers. These websites drive more revenue, so if you want to increase your site’s revenue, use these examples of websites that convert as inspiration! We’ll go over what makes for the best converting websites and five examples of websites […]

The post 5 Magnificent Examples of Websites That Convert Visitors into Customers appeared first on WebFX Blog.




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Experimental Biomass Harvest a Step Toward Sustainable, Biofuels-Powered Future

By Jeff Mulhollem Penn State News The first harvest of 34 acres of fast-growing shrub willow from a Penn State demonstration field this winter is a milestone in developing a sustainable biomass supply for renewable energy and bio-based economic development, … Continue reading




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Energy Department Reports Show Strong Growth of U.S. Wind Power

By Energy.Gov Annual reports analyzing the wind energy industry released today by the Energy Department show continued rapid growth in wind power installations in 2015, demonstrating market resilience and underscoring the vitality of the U.S. wind energy market on a … Continue reading




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Build a Real-Time Phone Conversation Analytics

What Is Real-Time Conversation Analytics?

In contrast to post-call conversation analytics, which provides insights after the fact, real-time call conversation analytics can point them out at present times.

In this blog, I will walk through the essential steps to build a web app that can analyze call conversations in real-time to assist an agent. Once we’re finished, we’ll have an app which will:




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Let's Discuss Memoization, or Should I Say Memoisation

“In computing, memoization or memoisation is an optimization technique used primarily to speed up computer programs by storing the results of expensive function calls and returning the cached result when the same inputs occur again” — Wikipedia article on memoization

I've written a two part article in Memoization in JavaScript. The first part explains the concept with basic implementation in JavaScript code. It details a way to apply the technique on function calls. It is generic to handle most JavaScript functions.




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.NET Development Tools for Smart Development in 2020

.NET is indeed an important application development platform, as it's secure, robust, and quite easy to learn and implement. Developers are widely using the .NET framework to build web applications and even modernize legacy programming based applications into .NET-based ones. .NET developers also use many third-party tools to carry out development. These tools have proven to provide the best support for development.

Here are some of the top useful tools being used by many.NET development teams, .NET developers, individual .NET programmers, etc.





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Google meets Portfolio

See the Code - See it Full Page - See Details

After seeing the amazing [pen](https://codepen.io/oliviale/full/GRpvNBa) from [@Olivia Ng](https://codepen.io/oliviale/pen/GRpvNBa) this is my attempt on the google meets interface. You can "send me" messages in the chat tab. Warning: You won't actually be sending me any messages.

This Pen uses: Pug, SCSS, JavaScript, and




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From culinary arts to binge-watching, here are some weed-friendly activities to get you through your isolation

The Cannabis Issue It's been almost a month since the COVID-19 pandemic forced folks inside and made "social distancing" part of our daily lexicons.…




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So it's your first time trying CBD...

The Cannabis Issue Search online for information on CBD (cannabidiol), one of the main active components in marijuana and hemp plants, and you're likely to come across claims that it can help with everything from curing cancer to helping you sleep a little better.…




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Melt your problems away with this cannabutter ice cream

The Cannabis Issue As we look ahead to sunnier days, few things are as satisfying as a scoop of nice, cold ice cream.…




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Regional summer camps hope the pandemic doesn't put activities on pause, but have backup plans ready if it does

[IMAGE-1]After having their school year totally disrupted by the coronavirus pandemic, a return to some semblance of normalcy come summer is all many school-age kids and their families are looking forward to. For many, this anticipation includes annual summer camp traditions, from sleep-away adventures on the lake to fun-filled day camps for arts, learning or team sports.…




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A guide to the Inlander's list of 2020 summer camps

Summer Camps 2020 "Regional Summer Camps Hope the Pandemic Doesn't Put Activities on Pause, But Have Backup Plans Ready if it Does" …




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They keep inventing new ways to consume cannabis

We've come a long way since the olden days before legalization, when basically the only product on the market was the flower you got from a dealer.…



  • News/Green Zone

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The Innovia Foundation's former president has finally won his three-year battle to stop the organization from donating to a racist website

There's one thing the Innovia Foundation can never say: That it hadn't been told.…



  • News/Local News

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Rationing Protective Gear Means Checking on Coronavirus Patients Less Often. This Can Be Deadly

Low on essential supplies and fearing they’ll get sick, doctors and nurses told ProPublica in-person care for coronavirus patients has been scaled back. In some cases, it’s causing serious harm. By Joshua Kaplan, Lizzie Presser and Maya Miller, ProPublica Every morning, between 7 and 8, at Long Island Jewish Medical Center in Queens, several coronavirus patients are pronounced dead.…



  • News/Nation & World

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UPDATED: Spokane Veterans Home isolated residents back in February due to respiratory illness — with no way to test

UPDATE: The Department of Veterans Affairs announced after this article was first published that Spokane Veterans Home residents with COVID-19 would be moved to the Mann-Grandstaff VA Medical Center.…



  • News/Local News

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A father sees his son for the final time through a pane of glass at a Lewiston nursing home

Monty Spears didn't know it at the time, but the last time he'd see his father would be through the window at the Life Care Center of Lewiston.…



  • News/Local News

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Someone's dead and everyone's a suspect in the slight but engaging all-star whodunit Knives Out

[IMAGE-1] Watching Rian Johnson's Knives Out, I was reminded of my middle school English teacher Mrs. Soderbergh, who loved Agatha Christie books almost as much as she loved diagramming sentences. There was a week when she brought in a box stacked high with her own Christie paperbacks, set it down in front of the classroom and had each of us pick a book based solely on the plot summary on the back.…



  • Film/Film News

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Noah Baumbach's great Marriage Story finds comedy and empathy in the details of a painful divorce

[IMAGE-1] Noah Baumbach's Marriage Story begins as its central marriage is coming to an end. Our two protagonists are fiercely independent, articulate, opinionated creative types: Charlie (Adam Driver) is the director of an avant-garde theater troupe in New York City; Nicole (Scarlett Johansson) is an actress and one of his primary collaborators.…



  • Film/Film News

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Based on a powerful true story, Just Mercy examines racial injustice within the American legal system

[IMAGE-1] I honestly don't know how people like Bryan Stevenson keep up the fight. Just Mercy is the true origin story of a literal social justice warrior, a Harvard-educated lawyer who, in the late 1980s, launched the Equal Justice Initiative in Montgomery, Alabama, to take on the neediest, most desperate cases.…



  • Film/Film News

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1917 is designed to look like a single take. Here are some other films that use similar tricks to great effect

Sam Mendes' 1917, which took Best Picture and Best Director awards at the Golden Globes earlier this week, looks like a standard period piece.…



  • Film/Film News

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The Lodge is a lame psychological horror film that will have you checking out immediately

[IMAGE-1] First of all: No. Why would a suddenly single dad to traumatized young children leave said shocked and distressed kids with his new fiancée, who is also the sole survivor of her own massive childhood trauma?…



  • Film/Film News

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Spokane musician Eliza Johnson brought her quirky style — and tinned fish — to American Idol Sunday night. Watch the clip

Back in November, we wrote about local singer-songwriter Eliza Johnson's musical project Eliza Catastrophe and her new album You, which she released on pre-loaded MP3 players. One thing we weren't able to mention in our interview — for contractual reasons — is that she had only a couple months prior auditioned for American Idol, and her performance finally aired on the ABC reality competition show Sunday night.…



  • Music/Music News

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It's no Pixar classic, but Onward continues the studio's penchant for intelligent, original animated entertainment

What am I supposed to say here?…



  • Film/Film News

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Everyone sees dead people in the droll Irish horror-comedy Extra Ordinary

Ever since Ghostbusters, the go-to tactic for supernatural comedy is to show characters experiencing remarkable, seemingly impossible things and yet reacting with the kind of mild bemusement you get watching someone successfully parallel park.…



  • Film/Film News

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Health Officials Recommended Canceling Events with 10-50 People. Then 33,000 Fans Attended a Major League Soccer Game.

As COVID-19 fears grew, public officials and sports execs contemplated health risks — and debated a PR message — but let 33,000 fans into a Seattle Sounders soccer match, emails show. By Ken Armstrong, ProPublica, and David Gutman and Lewis Kamb, The Seattle Times On March 6, at 2:43 p.m., the health officer for Public Health — Seattle & King County, the hardest-hit region in the first state to be slammed by COVID-19, sent an email to a half-dozen colleagues, saying, “I want to cancel large group gatherings now.”…



  • News/Local News

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A cherished resource in this moment: our region's writers, poets and journalists

Our staff of reporters and photographers at the Inlander has been working tirelessly to cover the coronavirus pandemic and all of its implications for the Inland Northwest — on jobs, schools, employment, the restaurant industry, arts organizations, hospitals and much, much more. However, we’ve also tapped into a boundless resource that is our region’s community of writers, and in recent days they’ve shared with Inlander readers an awe-inspiring series of essays and stories that has left us inspired, hopeful, heartbroken and more than a little grateful.…



  • Comment/Columns & Letters

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Creative cooking at home with chef Ricky Webster

Spokane chef Ricky Webster is bringing tips, recipes and good cheer from his kitchen to yours through a series of lighthearted cooking videos.…



  • Food/Food News

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CONCERT ANNOUNCEMENT: Wilco and Sleater-Kinney's co-headlining tour hits Spokane Aug. 6

Earlier this morning, Sleater-Kinney announced on Twitter that they're hitting the road on a co-headlining tour with Wilco this summer. Great news!…




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Floating Crowbar has been bringing the Emerald Isle to Spokane for more than a decade

March is obviously going to be the busiest month for any purveyor of traditional Irish music, and with St. Patrick's Day right around the corner, Spokane's Floating Crowbar has multiple gigs crowding the week's calendar.…




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While the coronavirus decimated Spokane's spring concert season, there's hope for summer

You'll be forgiven if, during the daily deluge of COVID-19-related updates, you didn't notice that some seriously great musicians recently booked shows in and around Spokane for later in the year.…




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Some memorable music streams to help while away your time social distancing

While not every musician has taken to the internet to perform live shows during the (almost) nationwide lockdown, it sure seems that way. At least, it does according to my social media feeds, which lean heavily on bands and solo artists.…




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In lieu of in-person performances, musicians are using social media and live streams to connect with fans

Ask any working musician why they play live, why they lug their equipment to and from bars and restaurants and wine-tasting rooms week after week, and they'll point to the same nebulous thing: It's the connection with an audience.…




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CANCELED CONCERTS: Phish and Dave Matthews at the Gorge, the Festival at Sandpoint, Browne's Addition summer concerts

This is normally the time of year when we're up to our eyeballs in concert announcements, but in these topsy-turvy times, we're instead having to write about all the concerts being canceled due to COVID-19. It's a real bummer.…




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The MAC's ArtFest moves online this year, and Mother's Day Tour of Homes canceled for 2020

And summer takes another hit. Strolling Spokane's Coeur d'Alene Park in Browne's Addition for the Northwest Museum of Art & Culture's annual ArtFest is one of the pleasures of early summer, typically.…



  • Arts & Culture

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Stitches in Time: How making fabric face masks is helping me deal with the pandemic

Sewing is my new coping mechanism.…



  • Arts & Culture

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Spokane Comedy Club bringing the laughs from Dan Cummins, Spokane's Kelsey Cook and more right to your computer this weekend

The Spokane Comedy Club might be quiet right now, but there are still laughs to be had on Zoom, and not just from watching your co-workers try to navigate the online meeting platform. Saturday night, and again next Saturday, the comedy club is hosting Comedians Doing Comedy: A Virtual Comedy Show.…



  • Arts & Culture

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Don't expect any socially distanced Zags games in the Kennel next year, and other thoughts from Gonzaga Athletic Director Mike Roth's online Q&A

Gonzaga Athletic Director Mike Roth took to the Zoom online meeting app Wednesday for a lengthy chat with members of the school community, fans and media to answer questions about college sports in the era of COVID-19. Like so many things regarding the coronavirus, there are a lot of hopes for a rapid return to normalcy — all of them couched in the reality that none of us really know how the pandemic is going to affect our lives three months from now, or six months down the line.…




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5 ways to entertain yourself online, from concerts and art shows to painting classes and story times

Here are a few ways to keep yourself entertained, and maybe even educate yourself a bit, while you're stuck at home:…



  • Arts & Culture

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Share your Mount St. Helens memories with us

Forty years ago, Mount St. Helens in southwestern Washington was just days away from a devastating eruption. When the mountain finally did blow, after weeks of frequent quakes and ash belching, on the morning of May 18, 1980, it caused the deadliest and most economically destructive volcanic event in U.S. history.…



  • Arts & Culture