![]() Copies of the Ideal arcade-based titles are very hard to find today, possibly due to low distribution or due to the fragile nature of the “Flip R’Cade” device built into the game board. Pac-Man is the star of the most exciting maze game around Inky. All of Ideal’s releases used a strange interactive plastic rolling device they titled “Flip R'Cade”. Pac-Man Board Game from 1982 by Milton Bradley Company, COMPLETE and in EXCELLENT condition Ms. Ideal made do with Konami’s Pooyan and Tutankham, and Midway’s Blue Print and Wizard of Wor. ![]() Entex had the licenses for the Konami arcade game Turtles, William’s Defender (in North America only, MB would release their own version of Defender for most of the rest of the world) and produced a strange game called Invaders which was obviously inspired by Taito’s Space Invaders. Parker Brothers grabbed up several licenses that MB seemly didn’t want including Namco’s Pole Position, William’s Joust, Popeye (based on the Nintendo arcade game) and Gottlieb’s Q*bert. Manufactures like Parker Brothers, Entex, Ideal, and Pressman also wanted in on the attempt to turn pixel quarter love into cardboard-based fun for the whole family. Milton Bradley was far from the only toy company to get into the odd world of board games based on video game properties. Kids in 1980 wanted Missile Command and Space Invaders, and no longer desired Easy Bake Ovens or Monopoly games leaving toy executives scrambling to wonder what the future of the industry would be like. Silicon Valley upstarts like Atari became the “cool kids” to 80’s kids and quicky ate into the profits from traditional toys. Early video game machines were sold often in traditional toy and department stores who in turn, eventually also sold early home computer systems such as the Atari 800 and Commodore 64. A great item for a collector of vintage board games, a vintage video game enthusiast. Soon after the Pongphenomenon the monumental success of the Atari VCS home system really made toy companies stand up and notice. Pac-Man Milton Bradley Theres not many people around the world. This was driven by early successes of home Pong machines and their many clones. ![]() The new industry around video games sent a scare throughout the toy industry. A lot of this might have been based around the concept of FOMO or “fear of missing out”. With the rising tide of popularity from Atari’s Pong, then Taito’s Space Invaders in the 70’s, and after the 1980 Namco cultural bomb Pac-Man, traditional toy companies dived deep into the new waters of electronic playthings and videogame themed toys.
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Now we know this, we just need to know how to search Google for profiles. ![]() The mentioned search engines work very similar to each other (except for some minor differences). Therefore we can find those profiles in a search engine like Google. That indexed content includes almost anything available on the web, and that includes profiles (like LinkedIn profiles). These search engines follow a process that is called ‘indexing’, which basically means that they keep track of what content is stored on the internet, where it’s stored and when it’s updated. The most well known and widely used search engine is Google ( 92% market share).īing, Yahoo, Yandex, Baidu and alternative search engines make up the rest of the search engine market. Web search engines provide us access to almost all content on the internet. Search engines designed for finding talent.Understanding the basics of search operators: Boolean and advanced operators.This complete guide on X-raying will let you walk away with: We will also show you some tools that help you build search strings automatically. We will give you examples of x-ray searches for different platforms. ![]() You probably have more specific requirements than ‘does something with Java’, so in this guide we will show you how to build a search string that takes into account individual keywords, combinations of keywords, where keywords should be found and how to make your search more targeted with advanced operators. With this search string you’re searching all LinkedIn profiles that contain the word ‘Java’ anywhere on the profile. Shooters can find loads of zombie types in this offline shooting game as well! All the zombies are walking to you, let’s hunt them down & become the best hunter!Īim yourself with a huge real guns. In this zombie games 3d, zombies are designed with various killing abilities. Kill zombies and join now to win the battle in the ultimate killing game! A series of new guns appear only once for shooters. JOIN BATTLE PASS TO COLLECT SPECIAL GUNS & MORE!īattle Pass - An opportunity in this free game to collect survival items that can't be collected in normal mode. Kill zombies & survive the offline games! Shoot zombies before they come to you since the dead can come anytime in these zombie games. Non-stop zombies in shooting games are coming to the war. Kill zombies of all types into the dead Experience 3D shooting as a true zombie shooter Upgrade guns and snipers to face up with horde of zombies This offline zombie game is a fun shooting games where you can: If you don’t want to be dead, don’t deny your duty, try your best in aiming in these free gun games! ![]() A sniper team was hired to collect guns & save mankind! Defense yourself & turn into a Zombie Hunter is your only hope for survival in this zombie horror zombie game.įight for survival in a zombie horror with shooting games. ![]() Keep your defense up, your finger on the trigger and shoot zombies in this cool offline game. ★ Join with up to 125 MILLION of zombie shooter in intense offline sniper games and save the world ★ĭead Target - free offline games 2021 is an addictive shooting game for mobile with a zombie theme! An easy control system that brings you a fun shooting time, remember it is one of the addictive offline games on mobile. ![]() HDMI 2.1 cables are backward-compatible with HDMI 1.4. Despite the eight-year gap, the two use identical HDMI cords. Those enhancements, however, haven’t brought about any changes to the HDMI cable design. Multiple HDMI versions have come out since its initial release on April 16, 2022, ushering in greater speeds and performance upgrades. TMDS encoding helps decrease electromagnetic emissions, hits DC balance, and facilitates reliable clock recovery. It employs TMDS (transition-minimized differential signaling) to transmit high-speed serial information.ĭigitally transmitted signals are low-voltage and low-current, making them vulnerable to externalities. HDMI Cable Structure and TechnologyĪn HDMI cable is basically four twisted pairs of shielded copper wires. The digital nature also means signals don’t attenuate as much as analog signals over a stretch. HDMI cables transmit digital signals, which means less electromagnetic interference. But due to their inability to transmit audio signals, they’re no more the standard like HDMI cables. ![]() HDMI (High-Definition Multimedia Interface) is an A/V interface that helps send audio and video information across devices, such as TVs, computer monitors, soundbars, game consoles, AV receivers, projectors, etc., using a single HDMI cable.īefore HDMI, digital audio and video interfaces were discrete, with DVI as the video interface and optical cables (and others) handling audio duties.ĭVI cables are not obsolete. Are Coaxial Cables Cheaper Than HDMI Cables?.HDMI and Coaxial Cables: Comparison Table.Infinite Cables will not be liable for damages of any kind including lost or anticipated profits, delay, consequential or special damages. Infinite Cables makes no other warranties expressed or implied including without limitation and warranty of fitness for a particular purpose. Infinite Cables’ sole and exclusive obligation under this warranty shall be limited to repair or replacement of the defective item at our discretion. Infinite Cables is not responsible for any costs of removal or installation. This warranty does not apply to any damage or product failure that is caused beyond Infinite Cables’ control, including but not limited to, misuse, neglect, accidental damage, improper installation or application, alteration, acts of God, or normal wear and tear. This warranty is available to the original purchaser with proof of purchase. offers a 2-year warranty on NVR/DVR's, network switches and all video boxes to be free from defects in material and workmanship. HDMI Extender Over 75 Ohm Coax Cable - 700m (1080p) - Transceiver Supports HDMI1.3, Fully Compatible with HDCP Support Input / / / / / / Output / / / / / / HDMI Graphics Resolution The VE-HDMI-016 can not only extend signal by one-to-one connection, but can connected with CATV splitter in order to realize one-to-many, many-to-many and video matrix connections.įeatures Specifications Physical Characteristics One to One, One to Many & Many to Many Connections It converts the HDMI signal to RF signal and transfers by coaxial cable to make the transmission distance up to 700 meters, it has accurate compression technology to show its pixel-by-pixel display. It is designed to convert HDMI signal to HD digital TV signal based on DVB-RCATV transmission mode, whose signal is very stable with lossless transmission. This HDMI video extender over coax cable allows you to extend an HD display up to 2296ft (700 meters) away from your source device over a coax cable at a resolution of HDMI Signal to RF Signal ![]() ![]() Knockout rules are exactly as they sound, and are arguably the most satisfying wins in the game (so long as you’re not on the receiving end of that final haymaker). In addition to custom rules, UFC 4 also allows you to set the Fight Now rules as Classic or Stand and Bang, the latter of which disables grappling and groundwork. Online matches are pretty straightforward, allowing you to take part in random quick fights, taking on opponents in Blitz Battles - which are short matches with continually changing rules - as well as the game's ranked World Championships. In addition to career mode, custom fighters are available to use in online and offline matches, allowing you to continue your fighter’s progression while unlocking additional outfits. The focus on player-created fighters extends to other game modes as well. It’s almost like managing a work-life balance, but for elevating the prestige of your fighter. That said, preparation is almost as delicate a dance as the actual fights are, as overtraining (spending too many points) can be as detrimental as not training enough. Preparing for fights is also especially involved, requiring players to spend points on things like sparring, watching tape, and training with a partner. For instance, while you’ll make money, you’ll be paying percentages of your earnings to your training gym. That said, progressing your fighter isn’t a walk in the park and doesn’t happen overnight. That kind of immersion always makes any career mode more dynamic and fun, and UFC 4 does a bang-up job. This aspect reminded me heavily of some of the first Smackdown games - back when they were good (when it was still branded as the WWF ). You’ll be able to accept and decline fights, determine who your fighter’s friends and foes will be, and take on various challenges and sponsorships as you progress your fighter’s career and build their stats through earned Evolution Points. From there, you’ll be able to create your backstory and rise through the ranks of the UFC.Ĭareer mode goes even more in-depth to allow you to shape your character’s path in the UFC, evolving them from an amateur fighter to a fighting legend. 12 different fighting styles are available to choose from, such as boxing, kickboxing, and Jiu-Jitsu, along with your fighter's specific attributes and emotes to truly make created characters stand out from the crowd. Rather than creating your fighter only to have them locked in at a specific weight class, Universal Create a Fighter allows the fighter to be available in any weight class, with any progress or gear earned throughout their career carrying over as well - which is a welcomed feature, considering there are over 1,600 pieces of gear to potentially earn. Related: Pretending I’m A Superman: The Tony Hawk Video Game Story Review: A Perfect 900įirst and foremost, one of the best features in UFC 4 is its focus on allowing players to control their custom fighters’ destiny. With its overhauled gameplay system and putting fighters’ destinies truly in the hands of the player, UFC 4 is a step above the previous games, providing satisfying fighting mechanics along with an in-depth career mode that will keep UFC fans stepping into The Octagon for a long time.
![]() ![]() ![]() Items must be in their original unused condition and packaging. Items returned will incur a 20% restocking fee and customer is responsible for return shipping. If your item is marked as FINAL SALE, MADE TO ORDER, or CUSTOM it is not eligible for return.įor orders placed between November 14th and December 31st, return request must be incited prior to January 14th and must be returned by January 31st. We charge a 20% restocking fee for furniture, lighting, and rugs. Inspired by original paintings and sketches by Madcap Cottage co-founder John Loecke, this set features sun-kissed geraniums dancing against a timeless lattice. If you are not satisfied, please fill out our return form below within 72 hours of receiving your purchase. We want you to be 100% satisfied with all of your Mintwood Home purchases. The sag harbor summer quilt set is a mini vacation to the perfect coastal resort town where lilacs and hydrangeas blossom like scented fireworks every. We do not offer shipping to Canada, Hawaii, or Alaska. Madcap Cottage, Thomasville, North Carolina. At this point we only ship within the 48 contiguous states. If you order an item that is not in stock we will notify you within 24 hours M-F. Items ordered together may not arrive in the same shipment as we use multiple warehouses across the country. Luxury Hotel Apollo Geometric Duvet Cover Mini Set. See all 6 colors > HiEnd Accents Lily Collection Washed Linen Ruffled Duvet Cover. Then you can expect your package within 3-5 days from the day it ships. Villa by Noble Excellence Villa By Noble Excellence Symphony Dobby Check Duvet Cover Mini Set. About this item Fabric Type: 100 Cotton Import Designation: Made in the USA or Imported Fabric Care Instructions:Dry Clean 55'' wide. We don't know when or if this item will be back in stock. Items that are are in stock and ship UPS, FEDEX, or USPS will ship within 3-7 business days. Madcap Cottage is a global lifestyle brand known for its whimsical, sophisticated use of color, prints, and patterns paired with an overarching spirit of. Madcap Cottage Manor Born Duck Island Blue, Fabric by the Yard Brand: Robert Allen 11 ratings Currently unavailable. ![]() Classics like the assault rifle, shotgun and pistol return from the original Postal 2, but the developer also added sawed-off shotguns, fully automatic rifles and other new tools of destruction. The Dude can find and wield a variety of weapons around Paradise. All have a stake in controlling their own little slice of Paradise. Some will help the Dude, some will hinder him. Other disparate groups, including a peaceful, pot-smoking branch of Al Qaeda, and an army of dwarfs led by the late Gary Coleman, are secreted throughout the landscape. Running With Scissors has a lock on the church district, while the zombies occupy the junkyard. The game incorporates the now-dated visuals present in Postal 2, but new lighting and textures help freshen up its aesthetic.Įach zone of Paradise has become its own nuclear purgatory.Įach district in Paradise is ruled by a different faction of people. Just as he completed his wife’s to-do list in Postal 2, so too must the Dude complete tasks and chores around town, in hopes of finding Champ. The town districts that the Dude visited in Postal 2 have been reshaped by nuclear fire into new regions, from the bleak Ashen Skies to the undeniably punny Nuclear Winter. The Dude must take care a lot of the zombies he battled in Postal 2 are still shuffling around, and if Paradise can still be counted on for one thing, it’s immediate and senseless episodes of violence.Īs in the original game, Postal 2: Paradise Lost is an open-world, first-person shooter. The Dude holes up with the Running With Scissors crew, and so commences video gaming’s most elaborate lost dog hunt. Somehow, the Dude is fine, but his beloved dog Champ is nowhere to be found.ĭespite the nuclear explosion, many of Paradise’s inhabitants survived and built a post-apocalyptic society.īefore long, the Postal Dude is spotted by none other than Vince Desi, who appears as himself in the game. A decade after the blast, the Dude wakes up after a “nuclear-induced coma” to find his car stranded in the vast Arizona desert. The events leading up to the nuke are hard to summarize, but suffice it to say, they involved legions of foul-mouthed zombies and a massive cow-demon-creature. At the end of the main game, the player character known only as the Postal Dude wiped out the Arizona town of Paradise with a nuclear weapon. ![]() Paradise Lost takes place 10 years after the events of Postal 2. He and other company officials vowed to turn the legacy of the Postal games around, but what he meant to do was not apparent until the spring of 2015, when Postal 2: Paradise Lost was released. Studio head Vince Desi was quick to condemn the game, going so far as to admit that outsourcing Postal III‘s development was a mistake. Postal III is a failure in every sense of the term, and an awful video game.įor anything that can be said about Running With Scissors’ design sensibilities, the studio cares deeply for its small but adoring fan base. Sure, some low-brow skeeziness is to be expected from a Postal game, but most fans were upset simply because, again, the game does not work. Postal III is also infamous for dumbing down the Postal formula, introducing generic third-person shooting mechanics and a weak narrative voice acted by various porn stars. Sure, it contains a similar if much weaker brand of offensive humor, but the game barely runs and Akella had little interest in patching it properly. Postal 2 was lambasted by the media and various politicians for its obscene content Postal III couldn’t even get that far before crashing. For some reason, Running With Scissors decided to outsource Postal III‘s development to Akella, an obscure Russian studio, and boy did they do a terrible job. In 2011, a full sequel to Postal 2, Postal III, was released by Running With Scissors, the original Postal developer. Postal 2 was released in 2003, meaning that Postal 2: Paradise Lost is almost 12 years in the making. Postal 2: Paradise Lost continues the series’s tradition of biting humor, all for a reason that few would suspect. ![]() From armies of Al Qaeda fanatics to a boss battle with a man in a scrotum costume, Postal 2 contained no shortage of shocking content. This gory weekday chores simulator put players in the shoes of a red-haired psychopath, who must complete a list of his wife’s tasks while simultaneously battling a host of stereotyped threats. Explore the ruins of a nuked town in search of a long-lost pet.Ī number of controversial video games have been produced over the years, and none more so than Postal 2. ![]() The Nuggets scored four straight three-point buckets to extend their lead to 39-29. Green made both free throws to make it a 27-26 game. The Denver Nuggets took their first lead of Game 2 at 11:04 in the second quarter when Jeff Green was fouled on a fast break layup. Scoring from the post, around the rim and beyond the arc - not to mention supremely creative passing - which undoubtedly had Heat defenders wondering what the big man would attempt next. Jokic had everything in the first three quarters. He scored the team's final nine points in the frame. Nuggets star Nikola Jokic, who spent much of the second quarter on the bench, scored 18 points in the third quarter to buoy Denver's chances at taking a 2-0 series lead. End 3: Nuggets 83, Heat 75Īfter two quarters with massive runs by both teams - a scorching start by the Heat followed by a strong response from the Nuggets - Miami and Denver traded blows in a closely contested third quarter that saw the home team hold a slim 83-75 lead with one quarter to play in Game 2. ![]() He didn’t make his first basket, which was also his first shot attempt, until the seconds of the first quarter. In Game 1 of the NBA Finals when Denver beat the Heat 104-93, Jokic finished with 27 points, 10 rebounds and 14 assists. In Game 4 of the Western Conference finals - when the Nuggets swept the Los Angeles Lakers - he finished with 30 points, 14 rebounds and 13 assists and was named the series MVP. Jokic made history earlier in the postseason when he broke Wilt Chamberlain’s record with his eighth triple-double of the playoffs. He had 18 points in the third quarter alone. He was leading the Nuggets with 31 points and added three assists at the time. The two-time MVP achieved the mark toward the end of the third quarter in Game 2 of the NBA Finals against the Miami Heat. Nikola Jokic made history Sunday when he became the first center in NBA history to accumulate both at least 500 points and 100 assists in a single postseason, according to the league. His 21 points were tied with Bam Adebayo for second-most for the Heat, two points shy of Gabe Vincent's team-high 23 points. He added nine assists and pulled down four rebounds. How many points did Jimmy Butler score?īutler finished with 21 points and connected on some clutch buckets in Miami's fourth-quarter comeback win. Jokic's 68 combined points in Games 1 and 2 are tied with Kevin Durant for the third-most points in the first two games of an NBA Finals series in history. He scored 18 in the third quarter but was held in check by Miami in the fourth. Jokic led all scorers with 41 points in the game, but it wasn't enough for the Nuggets to take a 2-0 series lead over the Heat. Here's how it all unfolded: How many points did Nikola Jokic score? It was Denver’s first home loss of the playoffs, and Miami has won at least one game on the road in the first two games of each series this season. The Heat made 17 shots from behind the arc on 48.6% shooting, a significant improvement over 33.3% shooting in Game 1. "They force you to have to compete at a super-high level, but you have to do it with a brain and you have to do it with discipline," Heat coach Erik Spoelstra said. had just five points and six rebounds after 14 and 12 in the opener and Aaron Gordon had 12 points after 16 in Game 1. Jamal Murray had just 18 points after 26 points and 10 assists in Game 1, Michael Porter Jr. Don’t let the rest of the Nuggets beat you. The Heat, who have won at least one road game in the opening two games of a playoff series this season, made a decision: Jokic will score. He scored 18 of his game-high 41 points in the third quarter. The Heat were more aggressive, made more 3-pointers, shot 20 free throws, 18 more than they did in Game 1, and limited the scoring of Denver players not named Nikola Jokic. ![]() The Heat were better in the second game after a sluggish performance in Game 1 coming off a seven-game Eastern Conference finals series against Boston. The series moves to Miami for the next two games with Game 3 on Wednesday (8:30 p.m. Gabe Vincent led Miami with 23 points, Bam Adebayo added 21 points and nine rebounds and Butler finished with 21 points and nine assists. Miami used an impressive fourth quarter, overcoming an 83-75 deficit and outscoring the Nuggets 36-25 in the final 12 minutes. ![]() The Heat unlocked the door to victory, beating the Denver Nuggets 111-108 in Game 2 of the NBA Finals on Sunday, tying the best-of-seven series 1-1 and adding intrigue.ĭenver’s Jamal Murray missed a 3-point attempt at the buzzer that could’ve forced overtime. DENVER ― Miami’s Jimmy Butler had an escape room outing planned for Saturday. ![]() ![]() Critical Role’s founders serve as executive producers, alongside Brandon Auman (“Star Wars: Resistance”), Chris Prynoski (“Metalocalypse”), Shannon Prynoski (“Fairfax”) and Ben Kalina (“Big Mouth”). The series is a production of Amazon Studios, Critical Role and animation studio Titmouse for Prime Video. ![]() Amazon Studios initially greenlit two seasons of the show after Critical Role’s record-breaking Kickstarter campaign and announced its Season 3 renewal in October. Critical Roles first animated series, The Legend of Vox Machina, is based on its first D&D campaign, which the group livestreamed from 2015. The first season of “Vox Machina,” which has a rare 100% critics score on Rotten Tomatoes, premiered on Prime Video earlier this year. Returning guest cast in “Vox Machina” Season 2 includes Stephanie Beatriz, Indira Varma, Gina Torres, Kelly Hu and Esmé Creed-Miles. Matthew Mercer, Critical Role’s longtime Dungeon Master, provides the voices of additional characters. The celebrated series Critical Role: Vox Machina Origins returns in this stunning hardcover edition Fans of the series wont want to miss this beautiful collection. The series stars Critical Role founders and cast members Taliesin Jaffe (Percival “Percy” de Rolo), Ashley Johnson (Pike Trickfoot), Travis Willingham (Grog Strongjaw), Sam Riegel (Scanlan Shorthalt), Marisha Ray (Keyleth), Liam O’Brien (Vax’ildan) and Laura Bailey (Vex’ahlia). After saving the realm from evil and destruction at the hands of the most terrifying power couple in Exandria, in Season 2 the Vox Machina crew is faced with saving the world once again - this time, from a sinister group of dragons known as the Chroma Conclave. “The Legend of Vox Machina” Season 2 premieres January 2023 exclusively on Amazon’s Prime Video (with the exact date TBA). Critical Role was originally produced by Felicia Day’s Geek & Sundry, with weekly, multiple-hours-long episodes airing on the company’s now-shuttered streaming service Alpha and on YouTube (where its dedicated channel has 688K subscribers). Additional guest cast for Season 2 includes Will Friedle (“Boy Meets World”), Billy Boyd (“The Lord of the Rings”), Cree Summer (“Rugrats,” “The Patrick Star Show”), Alanna Ubach (“Euphoria”), Mary Elizabeth McGlynn (“Ghost in the Shell 2: Innocence”), Troy Baker (“The Last of Us”), Sendhil Ramamurthy (“Heroes”) and Ralph Ineson (“The Witch”). Henry Winkler, Lance Reddick and Cheech Marin will guest star in the second season of the Dungeons & Dragons-inspired adult animated series. ![]() I can’t wait to dive into Mighty Nein whenever that releases.The motley band of adventurers in Critical Role’s “ The Legend of Vox Machina” on Prime Video will be joined by a few famous voices in Season 2. That’s largely thanks to the creative people behind the Critical Role campaigns, but also the wonderful animation, writing and music that make Vox Machina so special. In a day and age where so many new fantasy shows are lackluster or downright bad, Vox Machina is one of the few that really succeeds in every way. Critical Role: The Legend Of Vox Machina United States tv ratings and audience insights for Amazon Prime Videos Adult Comedy series based on US demand data. Seeing the stories and characters from our first campaign come to life in ‘The Legend of Vox Machina’ was a dream realized, and we are absolutely buzzing with excitement to do it again with ‘Mighty Nein.’ But with today’s announcement, we’re confident that the stories we tell will keep expanding into realms of entertainment beyond what we can even imagine.”Īs I’ve noted in the past, The Legend Of Vox Machina is by far the best fantasy show on Amazon right now, and one of my favorite shows of 2022. Travis Willingham, co-founder and CEO of Critical Role, added: “Critical Role’s livestream campaigns are the spark that lit the flame for our worldwide audience. ![]() ![]() It’s more advanced and powerful than typical artificial neural networks because it’s actually two neural networks in one, processing data in two parallel networks. DeepOnet is known as a deep neural operator. Called DeepOnet, the model is a type of artificial neural network, which uses interconnected nodes in successive layers that roughly mimic the connections made by neurons in the human brain. That’s critical to the machine learning model the researchers used in the study. At the most basic level, they allow more to be done with less. These types of statistical algorithms are not only able to analyze data input into them, but more importantly, they can learn from the information to label new relevant data points that are equally or even more important to the outcome that’s being calculated. The researchers found the answer in a sequential sampling technique called active learning. The question that we tackle in the paper is: What is the best possible data that we can use to minimize the number of data points we need?” We don’t have enough samples from the past to predict them further into the future. “An outburst of a pandemic like COVID-19, environmental disaster in the Gulf of Mexico, an earthquake, huge wildfires in California, a 30-meter wave that capsizes a ship - these are rare events and because they are rare, we don’t have a lot of historical data. “You have to realize that these are stochastic events,” said George Karniadakis, a professor of applied mathematics and engineering at Brown and a study author. This combination allowed them to predict scenarios, probabilities, and even timelines of rare events despite a lack of historical data.ĭoing so, the research team found that this new framework can provide a way to circumvent the need for massive amounts of data that are traditionally needed for these kinds of computations, instead essentially boiling down the grand challenge of predicting rare events to a matter of quality over quantity. In a study published in Nature Computational Science, the researchers explain how they utilized statistical algorithms which require less data for accurate predictions, in combination with a powerful machine learning technique developed at Brown University. |
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