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Author: admin, 15.10.2015. Category: Positive Phrases About Life

The Department of Computer Science hosts the world-famous computer scientist and inventor of Genetic Algorithms (GA's), Dr.
Genalytics Model 6.0 transforms large amounts of transaction data into predictive intelligence and uses genetic algorithms to automatically search and identify key combinations of time series variables found in any dataset.
Starting today, past and present IlliGAL lab members and affiliates will team up to blog on genetic algorithms, evolutionary computation, and related subjects. GECCO, I was re-reading Sam Mahfoud's paper titled "population sizing for Sharing methods". Since niching mechanism is one of the key components of hierarchical and multiobjective genetic algorithms, the population-sizing paper deserves renewed attention.
Over a number of years, I've followed research in iGAs and some time ago, I started to collect information about market research and product development with the idea of founding a company to do just that using interactive GA technology.
Scalable Parallel Random Number Generators Library (SPRNG): An RNG library that combines various available random number generators and supports both serial and parallel platforms.
Mersenne Twister (MT): An RNG which has a period of 2^19937-1 with an assured 623-dimensional equidistribution property (Thanks to Jaume for pointing me to MT). Experiments showed that a lower mixing rate increases both the population size needed and the convergence time. Business Week article gives an overview of BBN's Boomerang project now fielded in Iraq to protect Allied troops by detecting and locating sniper fire. This story is fine as far as it goes, but as GA afficianadoes well know, the BBN effort was supported by a crack team of card-carrying genetic algorithmists.
This year's Genetic and Evolutionary Computation Conference (GECCO-2005) is 25-29 June 2005 in Washington DC. Those with artistic or creative talent should try their skills at designing the new SIGEVO logo as the competition ends February 7th. Martin Pelikan's book titled "Hierarchical Bayesian Optimization Algorithm: Toward a New Generation of Evolutionary Algorithms" is now available.
More details regarding hBOA and to download the software visit the hBOA page and Martin's webpage.
Lately, I have moved from WEKA to D2K, a data mining framework developed by the Automated Learning Group at the National Center for Supercomputing Applications. We all know that computational complexity of GAs depends primarily on the population size and the number of generations. What I like on using the bisection method is that all parameter tweaking will be done automatically (and thus I don't have to do it myself), because the remaining GA parameters do not influence time complexity as much (mostly by some constant factor and that's not so important when we talk about asymptotic upper bounds).
Of course, the above thinking is correct only if larger populations lead to better solutions (given enough generations we should all be able to believe this fact) and if smaller populations do not significantly increase the number of generations (in all cases I studied, any sufficiently large population size lead to about the same number of generations, as can be expected for many variants of evolutionary algorithms based primarily on recombination). Technology Review article also highlights the history of evolutionary computation a€“ briefly mentioning the work of Holland, Goldberg, Koza, and others. Theory and Applications of Efficient Multi-Objective Evolutionary Algorithms (CS, Feng Chia University, 2004) was ranked number one among all CS dissertations in a national competition held under the auspices of the Institute of Information & Computing Machinery (IICM). Oregon Daily Emerald reports that James Bean, noted operations researcher, genetic algorithmist, and inventor of the random keys technique for permutation and other combinatorial problems, is using genetic algorithms to help develop sustainable automobile technology in his new role as Dean of the Lundquist College of Business. The usage of EDAs can help addressing two major issues in XCS: (1) knowledge extraction and (2) structure identification.
Toronto Globe and Mail reports that researchers at Laurentian University are using genetic algorithms to schedule mining of ore deposits. Science Daily posts a University of Michigan press release entitled Falling Prey to Machines? According to Holland, the problem with developing artificial intelligence through things like genetic algorithms is that researchers don't yet understand how to define what computer programs should be evolving toward. According to Holland, advances in software have not kept pace with the exponential improvements in hardware processing power, and there are many artificial intelligence problems that cannot be solved by simply performing more calculations.
Acovea (analysis of compiler options via evolutionary algorithm) is an open source project which utilizes GAs to tune the optimization flags for GCC to yield the fastest code specifically for your computer. Another reason for the current situation is that human lifespans are no longer a good match to the turnover in intellectual ideas. So, it is in this sense, that the acceptance of SIGEVO by ACM couldn't come at a better time, and should be seen as a very positive thing.
Of course, department heads when asked about tenure and promotion will tell you that each case is special and is scrutinized without regard for brand names.
It will take some time to know the overall effect, and indeed, joining a large bureaucratic organization like ACM will come with its share of constraints and costs. Sam Williams's recent article "Unnatural Selection" in Technology Review is getting some blog traction.
Another script I use very often is a perl wrapper for gnuplot, the plotting program from the GNU project. This script receives as parameters a variable-length number of data files to overlap in the same plot. Don't forget, the new motherboards and processors drain a lot of power, so you need about 1.5 Amps per node. ATA Engineering announced the release of version 1.0 of the Attune package for test-analysis correlation and model updating. In beta testing, a key aerospace customer used Attune to carry out hundreds of real-time correlation iterations during modal testing of a launch vehicle payload, whereas prior to this they were limited to less than a dozen manual correlations a week. Additional information is available from the Attune product website or the full press release.
Finally, a third way of approaching animation synthesis was presented by Torsten Reil, from Natural Motion.
However, by abstracting the proposed optimizations on large but abstracted code with a proprietary representation, and then projecting execution time based on resource utilization and resulting code classifications for fitness, their system was able to find speedups in a just a couple of hours with only a 2% drop in speedup from that work using actual execution times. John Holland's course, Introduction to Adaptive Systems, wondering what all the genetics stuff had to do with adaptive systems. That experience on my thesis left me with a thirst to better understand genetic algorithms, how they work, and how to make them work better. My 2002 book, The Design of Innovation, tells the long version of this story, but the basic idea of little modeling is to construct models for various effects in isolation (selection alone, crossover alone, mutation alone), and use dimensional analysis to create models for complex phenomena from pairs of simpler models. More recently, Ali Yassine, Tian-Li Yu, and I have carried the little modeling approach over to organizational theory here. With the passing of I-502, Washington State was changed forever.A  Now, you might ask, while in Washington what can I do when it comes to marijuana? Please keep in mind it is illegal to open marijuana a€?in view of the general public.a€? So wait until you get home to get into that sweet, sweet bud. Marijuana is still illegal under federal law, it has only been legalized in the state of Washington (and Colorado) meaning stay away from federal properly with that bud, just to be safe.A  What were you doing on federal property with weed anyways? It is illegal to drive under the influence; this applies to marijuana just as much as drinking. Ok so ita€™s legal in Washington (and Colorado) but still illegal according to the Federal Government.
Most likely nothing unless you work for the federal government in which case youa€™ll likely be subject to drug testing. Yes you can, but will have to consume it in Washington (darn).A  So when are you coming for a visit? As above this can now be legally done.A  Be sure and get the right permits the right license and follow the laws applicable in your state (that state being Washington or Colorado, if you are in Utah, please dona€™t bother at this time, sorry).
That being said, purchasing a stock with a company that is invested in the marijuana industry is the most direct way your average Joe can participate in the industry without starting a new company.
Halting of trading is not unique to PHOT, the SEC has halted trading on five other cannabis companies.A  So when I say tread lightly this is not the time to be taking that with a grain of salt. In the end ita€™s important to recognize the difference between penny stocks and legit companies that will hopefully be around for the long hall.A  There is money to be made in investing in companies that will take off in the coming years. I did not feel weird stepping into the marijuana shop with my father and my aunt, though I suppose I should have.
Walking into the small, dimly lit antechamber, we were greeted by a desk with some literature on it and an empty chair, and the pleasantly pungent smell of marijuana. After inspecting our IDs he sent us into the dimly lit backroom, where the weedtender, a young woman who I will call Karen because I cannot remember her real name, asked if she could help us. My aunt agreed to purchase the bag, and Karen grabbed a prescription bottle (apparently Canarya€™s Song used to be a medicinal dispensary before it became a recreational one), put the bottle in the bag, and then sealed the zippers together with a ziptie. When we exited the Canarya€™s Song, both my aunt and my father laughed and commented on how weird the whole thing had been.
Super bowl XLVIII was a tremendous opportunity for marijuana advocates to have their voices heard.
Thata€™s a major shame particularly because both teams had players that missed significant time in 2013 due to the NFLa€™s ass-backwards stance on marijuana.
Therea€™s more to the story than that, but the fact that the NFL reinstated Browner less than 48 hours after he filed suit in a Colorado court should tell you everything you need to know. Americaa€™s favorite sports league mirrors the nationa€™a€™s horribly flawed ideas about marijuana. Just prior to the start of the 2013 season the NFL settled out of court for $765 million with a consortium of former players who were suing the league over its legacy of negligence regarding the long-term damage of repeated head injuries. Chronic traumatic encephalopathy is the primarily culprit, and the debilitating depression that accompanies the condition leads many sufferers to suicide, as was the case with ex-Steelers lineman Terry Long, who drank antifreeze to end his life in 2005. The $765 settlement is a pathetic drop in the bucket of the NFLa€™s $9 billion annual revenue and it will not fix famed Chicago Bears quarterback Jim McMahona€™s speech problems, nor treat the symptoms of dozens of other former players now in the cruel grip of degenerative brain disease. If these and other preliminary findings are true, it would mean a breakthrough for the treatment of concussions and other degenerative diseases, but more testing is obviously needed.
In his letter to Goodell, Grinspoon said the NFL should be leading the charge to fund research into the issue. Tim Weaver is a freelance author, sportswriter, and the managing editor of cover32 Seahawks.
It is important as a marijuana advocate to not contribute to the stereotypes used against the healing herb, by allowing marijuana to make you into a lazy couch potato. A In March of 2014, the United States Department of Health and Human Services granted long-awaited approval for an empirical study of the effects of marijuana on the symptoms of Post Traumatic Stress Disorder. A great deal of anecdotal evidence exists supporting the positive effects of cannabis use for PTSD symptoms. Perhaps one of the most valuable effects of cannabis on PTSD symptoms is that consuming the herb causes a€?memory extinction.a€? Memory extinction is the dissociation of a negativA e stimulus from an unrelated prompt. To demonstrate memory extinction with the use of cannabis, one study split a group of mice into a control group and a study group. After a few days, the study group - the group treated with cannabinoid systems - dissociated the noise from the shock.
Marijuana can be used to address a variety of issues that impact the daily lives of veterans and others.
Prominent medical marijuana researcher and advocate Raphael Mechoulam notes that treating the symptoms of PTSD with medical marijuana is akin to taking an aspirin for a headache. The approved HHS study is only the beginning of a wide range of promising possibilities in the use of medical marijuana for the treatment of PTSD. The landmark approval by HHS indicates a marked change in the US federal governmenta€™s stance on funding for medical marijuana studies. Even in states where medical marijuana use is legal, VA doctors will not prescribe cannabis to veterans for treatment of PTSD because cannabis is still classified as a Schedule 1 narcotic and is illegal, according to the US federal government. This most recent study approval from HHS, combined with the fact that a number of states are moving toward legalizing marijuana in some form, provides new hope for veterans and others suffering from PTSD.
Now that marijuana has been legalized in at least 18 states, does this mean that drivers are exempt from DUI of marijuana? The answer will vary based on the driversa€™ THC levels and the state in which the driver was pulled over.
Differing states have permissible amounts outlined to determine if the driver should be charged with a DUI.
One way to find accurate information about drugged driving, state limits, and the relevant penalties is to visit the statea€™s official DMV or Department of Motor Vehicles.
If youa€™ve been recently arrested for DUI of marijuana, get in touch with a lawyer who specializes in this niche. By studying time series patterns, organizations can identify credit risks, anticipate customer attrition, and detect probable bankruptcies. In April 1994, a graduate student named Kate Sherwood (Ducky) put up the first IlliGAL web page.
In the last American election cycle, blogging grew as a force to rival the mainstream media. The population-sizing estimate though derived for fitness sharing, also holds for other niching methods such as restricted tournament selection as well. Ever since Dawkins famous Blind Watchmaker code, and Caldwell and Johnston's Faceprints work at ICGA 91, the idea of having user-driven subjective functions in place of predetermined objective functions has opened the door to evolving art, music, poetry, and more. My dreams of a great startup were dashed one semester when during my genetic algorithms course, some students researching their class project uncovered a company that was already vigorously pursuing interactive GAs in marketing applications. A simple idea such as a round robin of small disjoint training sets greatly helps Pittsburgh classifier systems in the quest for generality. Not only is the math difficult, but the system also had to work in the cacophony of urban warfare, including echoes from shots -- and do it on the move. An article written by BBNers Hussain, Montana, Brinn & Cerys entitled Genetic algorithms for UGV navigation, sniper fire localization, and unit of action fuel distribution was presented last June at GECCO 2004 at the Workshop on Military and Security Applications of Evolutionary Computation (MSAEC-2004). In his book, Martin presents a principled method for designing and analyzing scalable genetic algorithms that can solve boundedly-difficult, hierarchically-decomposable problems in polynomial (usually sub-quadratic) time.
I know Martin and Jaume have also been using some of this tools too in their data mining related papers. LIBSVM is an integrated software for support vector classification, (C-SVC, nu-SVC ), regression (epsilon-SVR, nu-SVR) and distribution estimation (one-class SVM ).
Given that we know the optimum, the number of generations can be determined by the GA itself---when the GA finds the optimum or the entire population converges to it (or gets close enough), we've got it. The basic idea is to first determine a reasonable initial interval (min,max) of population sizes where min is too small and max is too large.
To eliminate noise, the bisection can be run several times and the results of all bisection runs can be averaged (right now I use 10 rounds of bisection, each with 10 runs).


To determine whether or not the second condition is at least partially satisfied, one can try one problem size (rather larger than smaller) and test whether the overall complexity decreases for larger populations than the one determined by the bisection.
From jet engine fan blade design to minimizing power consumption of long-distance pipelines, the article cites several applications of genetic algorithms and genetic programming. Recently, such approaches are slowly infiltrating in the learning classifier systems world.
Knowledge extraction addresses the issue of mining problem knowledge from the final solution developed by XCS. He told me that the problematic GA runs would converge to a mediocre solutions, but different parts within those solution were of good quality.
Thesis Symmetry in the Representation of an Optimization Problem and related papers, available as IlliGAL technical reports 2001020 and 2001030 are a good starting point for anyone interested in knowing more about symmetry and synchronization problems in optimization in general, and GAs in particular.
While hardware performance continues to double almost every year and a half, the doubling time for software performance is at least 20 years. I've been heavily involved in the process of this transformation, and so my views are not entirely unbiased (no one's views are entirely unbiased or so any good postmodernist would claim), but I think this move is good for ISGEC, good for ACM, good for the field of genetic and evolutionary computation, and good for computer science. First wave evolutionary computation researchers (and cyberneticists of all stripes) in the late 50s and 60s were just getting their sea legs under them when Minsky and Papert's premature and misleading hatchet job on neural networks appeared and took the wind out of cybernetic sails generally. With GECCO as an ACM conference proceedings, young faculty can safely put their work there without endlessly defending their choice. Department heads have told me that the decision to move from ISGEC to SIGEVO will make absolutely no difference to them. But, in the end, I believe the young people in the PhD pipeline will benefit immensely through higher probability of hiring, better chances to tenure, and improved prospects of funding as the once outlaw field of genetic algorithms and evolutionary computation comes in off the range, hangs up its six-shooter, and becomes a law-abiding denizen of the mainstream of computer science.
I have used it extensively to compute statistical tests, and I made a script to automatize most of the testing process. It uses the Bonferroni correction to ajust the significance level of the tests for the multiple comparisons.
The script generates draft plots just to check how do the results look, without the overhead of launching other programs that can generate more fancy plots like Matlab. We mostly use the cluster to run multiple GA runs to collect statistics, and also for testing the effect of different parameters on the scalability of the algorithms (For example, see Martin's blog). That means they produce a lot of heat, but nothing that a few well placed fans and couple of ACs can't fix. He tackled the problem by using a set of controllers and running it through a set of genetic algorithms to develop the motion he wanted out of them.
This still gave an overall 10-20% speedup when the found choice of optimizations were applied. Shortly thereafter, I proposed applying genetic algorithms to gas pipeline optimization and rule learning, did so, and went on to take my first teaching job at the University of Alabama.
And that thirst led me to try difference equations, Markov chains, transform methods, anything that I could get my hands on, to help me do a better job in GA analysis and design. For example, we might create a model for convergence time under selection alone, combine this with a model for mixing under crossover alone, and consider the pairwise effect as a dimensionless ratio of the two times.
Make sure you have enough capitol to get you through to the point when you have a product to sell.
But unfortunately no such thing exists so you have to weed through (pun intended) the available stocks and pick your winners.A  Keep in mind, as stated before stocks can be extremely volatile, best not to bet more than you know you can lose.
I had never smoked pot with my dad or my aunt, but I knew that in their youth they had both smoked the wacky-tobaccy, as they called it. At present, Nederland has the only legal marijuana dispensary in Boulder County, and since my aunt hadna€™t smoked in over twenty years, she wanted to try it again, especially now that it was legal. Behind the chair and desk was another, lager room, out of which stepped a bulky man in his mid thirties.
She stood behind a glass counter, the shelves on the wall behind her covered with mason jars full of pot. Karen showed us a menu of the product, and explained the strains she thought would fill my aunta€™s need.
I laughed at them and told them that it had been no weirder than going into some liquor stores, and if anyone should feel uncomfortable it should be me because I was there with my dad and my aunt. After all, every year the Super bowl is the highest rated television program worldwide, and this year it featured teams from two states that just legalized recreational marijuana. Linebacker Von Miller of the Broncos was suspended for six games at the start of the season, and Seahawks cornerback Brandon Browner was forced to miss the playoffs entirely.
In a nutshell, in December Browner was given a one-year suspension for his third positive pot test.
The NFL didna€™t have a legal standing, so they backed down immediately at the prospect of litigation. While legalization in Washington and Colorado is a sign of changing attitudes, there is still an obscene amount of work to be done, however if the NFL were to adopt a coherent drug policy the rest of the country would likely follow suit, and the leaguea€™s greatest challenge may soon force them to wise up. CTE may also have been a contributing factor in the demise of literary giant Jack Keroauc, who played football as a youth in Lowell, Massachusetts and later at Columbia University. If only there were some organization with vast resources and an inherent moral obligation to find a cure for CTE and its lethal cousins. To hear the commissioner tell it though, it may take years for the NFLa€™s so-called a€?expertsa€? to wake up and smell the sticky green solution. Ita€™s a travesty that men like Browner are punished for indulging in a substance that may very well be helping treat the occupational hazards of playing professional football.
There are plenty of fun, safe, and productive activities you can do to make sure that marijuana compliments your life, not hinders you to the couch. Approximately 7.7 million Americans suffer from PTSD, and many of those who suffer are military veterans.
Marijuana reportedly alleviates anxiety and depression, and can be used as a sleep agent - all without any the side effects of conventional pharmaceuticals.
Cannabis promotes memory extinction, and can help PTSD sufferers dissociate stress and other triggers with bad experiences from the past. However, the true value of cannabis treatment for symptoms of PTSD has yet to be fully realized in the medical research community. However, Maine is leading the way as one of the first states to make provisions in existing state medical marijuana laws for the use of cannabis in the treatment of PTSD (Maine Legislature, 2013). If you are a veteran and have found that self-medicating with marijuana is useful in the treatment of symptoms of PTSD, you can now rest assured in the fact that medical research is about to support and document whatA  you already knew. It's an honor to bear witness to this moment in history where the marijuana movement has climbed out of the underground and into the spotlight. As I previously reported, last week, I was stopped and frisked by three NYPD plainclothes detectives who suspected that I was in possession of marijuana. Where driving under the influence is concerned, just as how ita€™s legal for an adult over 21 to purchase alcohol, but there are restrictions for driving following use, the same applies to driving under the influence of marijuana.
Nevertheless, critics argue that since traces of THC can be found weeks after use, there is no real way to test if drivers were impaired at the time of arrest. There are many implications of getting a DUI including fines, jail time, suspension of drivera€™s license and more.
The driver may have a delayed reaction, and it can also have a psychedelic effect on users. If you are like me, you have been saving your best marijuana nugs from throughout the year for this special day.
His talk on Complex Adaptive Systems (CAS) will discuss the study of complexity, innovation, and relations between CAS and GA's.
To my discredit, I didn't understand why she was so fascinated by the web, but in my defense, I didn't get in her way. In less well followed topics, blogging is growing at astonishing rates, and we hope that IlliGAL Blogging will become a resource and focal point for intelligent discourse in the growing community of genetic and evolutionary computation (GEC). Of course, a lot of water has passed over the iGA dam since the early days, and for those interested in a fairly recent update on the state of interactive evolutionary computation, I recommend Hideyuki Takagi's article. That company, Affinova, has married iGAs and practical market research and product development notions to create a unique line of products and services. On the Michigan approach, however, such issue was settled down after the idea of evolving classifiers based on accuracy by Wilson (now celebrating the 10th anniversary of its publication). The paper details the development of Boomerang and other GA-based military-security applications. Written in Java, it is easy to use, providing a flexible environment for rapid preliminary filtering and analysis of raw data. The thing I like the most about D2K, and one of the reasons for switching, is the data flow oriented paradigm that it uses. It is a GNU project which is similar to the S language and environment which was developed at Bell Laboratories (formerly AT&T, now Lucent Technologies) by John Chambers and colleagues.
Most likely, the complexity increases with the population size and thus the bisection can run the experiments for us.
Chen takes the methodology of The Design of Innovation and applies it to understanding the approximate complexity of multiobjective evolutionary algorithms (MOEAs).
The goal is to identify most important features in the problem and the dependencies among those features. I remembered Clarissa's worka€”that she did during her visit to IlliGALa€”about how strong symmteries in problems such as Ising and other spin-glass models can cause synchorinization problems and how niching methods can be used to avoid them. Intelligence was just one of many traits that human beings exploited to increase their odds of survival, and the test for survival was absolute.
For too long, GAs and EC more generally have lived in the backwaters of academic and industrial life.
When he was asked how the acceptance of his revolutionary ideas in quantum physics was going, it is reported that he said, "Wonderful, lots of funerals." In Plank's day, perhaps the natural turnover in faculty matched the turnover of ideas, but in our time, rapid change in thinking has not been matched with a concomitant shortening of faculty life expectancy.
With ACM affiliated journals in EC and GP, department heads have the moral equivalent of a Good Housekeeping seal of approval on our field to rely upon instead of the pleas of a lone faculty member up for tenure. But consumers will tell you that their decisions to buy products are also made on a case-by-case basis without regard for brands--as their grocery baskets fill with Crest, Tide, Mach 3, Ragu, Pepsi, Twinkies, and Tide.
It supposes that the results are paired, like the results obtained, for instance, from a stratified ten-fold cross-validation test. Since then, quite a few people have asked me a how to build such a cluster, what components to buy, etc. Although I had succeeded in applying GAs in my problem domain, my doing so left me with as many questions as I answered. At first, my studies took me toward more esoteric and sophisticated tools, but then my training in fluid mechanics kicked (somewhere between my leaving Alabama and coming to Illinois), and I turned to the methodology of little models, including facetwise models, and patchquilt integration using dimensional analysis.
This approach, though algebraically simple, is remarkably powerful in helping sort out experimental results and organize a researcher's thinking.
He wore a security uniform, asked us for our IDs, and showed us that he was carrying a pistol in a hip holster. My aunt asked me what I thought, and I said we should go with the blueberry, which was one of Karena€™s recommendations, but my aunt decided on Mr.
But aside from a few clever Cheech-and-Chong inspired memes little came of the chance to have a genuine national dialogue about drug policy. The Seahawks are doing the classy thing by giving Browner a Super bowl ring despite his not being allowed to play in the big game.
Once the science is proven (and I have no doubt that it will be,) the NFL should start handing out joints with those sizable paychecks.
Here is an article that is designed to blue print activities you can do after receiving your Speed Weed delivery that will lead to fruitful rewards.One of the best things you can do after becoming inebriated is to be creative and access your creative abilities.
An estimated one in every five veterans returning home from Afghanistan reportedly struggles with symptoms of PTSD. Pro-cannabis healthcare providers and researchers speculate that marijuana reduces over-stimulation in certain critical sections of the brain. However, the control group never dissociated the noise from the shock and continued to cringe when hearing the noise throughout the course of the study.
Regardless, many veterans on the street have long been aware of the value of the herb on their mental health and general well-being. However, he and other researchers go a step further in proposing that cannabis may actually hold the keys to an actual cure for PTSD.
The sample will be divided into two study groups: One group will consume cannabis by smoking, and the second group will inhale cannabis smoke via a vaporizer.
Since then, the IlliGAL web site has grown and users from countries around the world generate some 8.4 million hits in nearly 200,000 visits annually.
Subsequently I met company executive Rob Frasca in another context, and got the chance to tell him how Affinova was the company that broke my entrepreneurial heart. Like supersonic airplanes, bullets create shock waves -- mini-sonic booms -- as they speed through the air. These efforts are the result of longstanding GA work at BBN initiated by Dave Davis (now of NuTech Solutions) and carried on by Dave Montana and other hardworking GA types.
Recently, I have notice the existence at least more than 20 different projects using such framework.
Using an intuitive graphical editor, complicated analysis and visualization task are rapidly deployed by simple drag & drop.
I have been using it in some of my recent research, and if you are interested in such areas, I definitely recommend you to take a look at it. A "good" population size should be the one that ensures reliable convergence to the optimum (where "reliable may be defined any way we want, for instance, that the algorithm finds the optimum successfully in 9 out of 10 independent runs). Thereafter, he successfully applies carefully designed MOEAs to problems in production planning and design of nearest-neighbor classifiers. Bean was on the faculty of the Department of Industrial and Operations Engineering (IOE) of the University of Michigan for many years, where he also held the position of Associate Dean for Academic Affairs.
The extracted knowledge may not only be used for further data mining, but may actually be re-fed into the system giving it further competence in solving problems in which dependent features, that is, building blocks, need to be processed effectively. So, I suggested him that there might be synchronization issues with the problematic instances and using a niching method might be the solution. No mention is made of who the reseachers are or what department, college, or lab they come from. Defining an equivalent test of fitness for targeting intelligence as an evolutionary goal for machines, however, has been elusive.


Finally, the rise of symbolic AI and the subsequent cybernetics winter made it academically disreputable to persist in the "folly" of genetic algorithms and evolutionary computation, but persist the field did, and we are here today because of the courage of a small group who swam against the intellectual currents of the 60s, 70s, and 80s.
The result is large numbers of powerful faculty in charge with ideas in mind that are more than a little behind the time.
In a busy world, trusted brands allow buyers to get quality products at low risk of error and low search costs. These optimizations seek to reduce memory or power usage, or to speedup the needed execution time.
And although I had used GAs to help solve interesting engineering problems, I was unhappy with GAs--and my own lack of understanding of GAs--as engineered objects. My father decided to come with us too, just for the fun of it, as he had no intention of partaking. I didna€™t know what to expect upon walking into the shop, but I cana€™t say that I was surprised to see that there was an armed security guard, because I had read that legal potshops in Colorado were having difficulty dealing with the banks because of the Federal classification of marijuana as an illicit substance, meaning they are a cash only business at the moment. Nice, a strain Karen described as very mild and mellow (and reminded me of the movie Half-Baked). Much like the Super bowl itself, the opportunity was wasted like so much shake at the bottom of a cigar box. When the story broke, the leaguea€™s own journalist Michael Silver erroneously claimed that his suspension was due to testing positive for performance enhancing drugs.
Unfortunately, the NFL as a whole is not as forward-thinking as its champions from the pacific northwest. The United States military is the obvious choice, given the thousands of servicemen and women who experience head trauma, depression and anxiety as a result of combat, but thata€™s about as likely as an Oakland Raiders playoff run in 2014. Marijuanna has been reported by neurological scientists, the marijuana plant helps improve divergent thinking, meaning it helps your brain view things in a multitude of different ways.
In states where marijuana is legal for medical use, physicians often prescribe cannabis for treatment of PTSD symptoms, particularly for veterans. Additionally, cannabis may be used to stimulate appetite, relieve chronic pain, and can reduce the severity of side effects from chemotherapy. When the noise was sounded without the shock, both groups of mice cringed as if they expected the shock each time. Further research is necessary to determine the value of cannabis for relieving symptoms and promoting memory extinction for those who suffer from PTSD. The website has undergone kaizen or continual improvement since Ducky's early efforts, and this blog represents the latest in a series of new features to be added to the site over the years.
For those interested in a nice case study of marrying GAs and business read the Affinova white paper here.
So if engineers arrange seven microphones like the spines of a sea urchin, a shock wave from a bullet will hit each microphone at a slightly different time, like a wave lapping against different pebbles on a beach. It is difficult enough working in the obscure vineyards of GAs and EC, but when a group used to toiling in obscurity does something deserving of national recognition, it would be nice if the mainstream business press would get the story right and at least mention the names of the people who really got the job done.
I have been heavily using D2K in the DISCUS project, and I have no regrets about not using WEKA anymore. Herb Simon talks about decomposability of most complex real-world systems, which is a feature that a good evolutionary algorithm should be able to exploit. The dissertation concludes with novel theory and empirical work that carry over the method of fitness inheritance to MOEAs.
Lo and behold, he came back yesterday and said using niching significantly improved the GA performance! Nonetheless, a Google search on the search terms, "genetic algorithms," "mining," and "Laurentian University" quickly leads to the following link. Thus, it is difficult to draw comparisons between how human intelligence developed and how artificial intelligence could evolve.
After all, evolution is one of the biggest ideas in all of science, and the impact of modern genetics is hard to overstate, so it seems quite natural that computations based on evolution and genetics should have an important place in science and technology. Unfortunately, the most obvious solutions to this problem are serious felonies, and no one is here suggesting that steps be taken to cull the herd.
In the new world of ACM and SIGEVO, CS departments and their heads will be able to rely on a trusted brand in one of the most important decisions they make, the hiring, retention, and promotion of faculty.
Her system tries to determine which combinations and orderings of optimizations should be performed on which portions of the code.
We checked the Internet for the name and address of Nederlanda€™s marijuana dispensary, The Canarya€™s Song, and we were soon on our way to procure some legal weed. So it was not all that surprising that they would have armed security on the premises, considering the amount of product and cash they potentially have on site. Once the decision had been made, my aunt went to pay, and hit a bit of a hiccup; she needed a special bag, one with two touching zippers. Additionally, Brownera€™s status was upgraded after he missed several NFL drug tests (while he was out of the league and playing in the CFL.) They also failed to inform him of his stage three status, so Browner was taken completely off guard by the one-year penalty. It was also discovered in 2010 by neurological scientists that marijuana increases the brains ability of hyper-priming, or the ability to make connection between two more or less unrelated objects. The study group was treated with a€?cannabinoid systems,a€? and the control group was not treated. The study is expected to reveal a positive correlation between use of marijuana and the reduction in PTSD symptoms. Only good words is what I have about D2K's quality and how much effort the ALG people put into it to make a great package easy to extend and customize.
I'd strongly suggest this book to anyone interested in somewhat a philosphical discussion of what types of problems we should be trying to solve with our optimizers.
The Laurentian University Mining Automation Laboratory (LUMAL) under the direction of Nick Vayenas is applying simulation, robotics, and genetic algorithms to various mining problems.
Why, then, have GAmists and ECers been largely relegated to second tier schools, non-tenured posts, or non-CS departments (even, god forbid, engineering departments)? And thanks to Srikant-Uni-of-Glasgow-Travails and SoloGen for the links to IlliGAL Blogging. This allows your brain and imagination to create wondrous works of art, so break out your colorful paints, pencils and markers and let your mind flow, or grab a guitar or a drum and write a song. However, the main finding of the study will be determining which method of consumption - vaporizer versus smoking - is most effective in the reduction in symptoms.
We can pray for crisper reporting from the the Globe and Mail, but in the meanwhile, odds are that this is the GA mining work that was so cryptically cited. Being creative is a way of allowing yourself to be productive while under the influence of marijuanna, altering your consciousness in creative ways.
Work in this area traditionally relies on actual execution time for fitness, which may require up to 50 hours to determine which optimizations should be performed on a small piece of code. You will also have the opportunity for an ongoing project, with something to show for after spending time medicated.Another fun and safe activity while enjoying you Speed Weed, is to get outdoors and enjoy marijuanna's natural habitat. THESE VERY SAME ENFORCEMENT AGENCIES, WHO HAVE SWORN TO PROTECT AND SERVE, OUR COUNTRY, AND CITIZENS ,ARE BUT SOME, OF THE CORRUPT,GREEDY TRAITORS .ENGAGED IN THE TYRANNY AND TORTURE.
It is important to note that you should not operate any heavy machinery, rather ride your bike or take a walk on your favorite trail. Observe birds and other animals, walking near a river or under the wake of tall green trees.
It has also been reported by scientists that people who are exposed to nature and green colors often describe themselves as happier then the average person.
It will also help you get some exercise while being medicated keeping your lungs and body healthy.Not all of us are prepared or are willing to get exercise while inebriated but there are plenty of other fun,safe and productive alternatives.
Staying indoors you can still enjoy yourself with a comedic flick or a fun-filled day of video games. It is a known fact that marijuana helps your brain produce dopamine, a chemical that creates happiness and laughter, making for a merry time.The next thing on the list is to cook, it is almost inevitable that you have hunger after indulging in some dank Speed Weed. Many medical marijuana patients are prescribed the herb to help with their appetite, allowing for an opportunity for you to make some delicious treats for you and your constituents. Much like being creative with arts and crafts, you can explore different foods and cooking techniques. You can even explore cooking with marijuanna and further your possibilities for medical marijuanna consumption.There are several fun, safe and productive ways to enjoy your speed weed. There are therapeutic elements to the marijuana herb that when joined with these activities makes for a positive healing process.
The school district has moved to a biometric identification program, saying students will no longer have to use an ID card to buy lunch.A  BIOMETRICS TO TRACK YOUR KIDS!!!!!i»?i»?A TARGETED INDIVIDUALS, THE GREEDY CRIMINALS ARE NOW CONDONING THEIR TECH! Paul Weindling, history of medicine professor at Oxford Brookes University, describes his search for the lost victims of Nazi experiments. The chairman of the board at ESL a€” then proprietor of the desert wasteland in Nevada known as a€?Area 51a€? a€” was William Perry, who would be appointed secretary of defense several years later. EUCACH.ORG PanelIn a 2-hour wide-ranging Panel with Alfred Lambremont Webre on the Transhumanist Agenda, Magnus Olsson, Dr.
Henning Witte, and Melanie Vritschan, three experts from the European Coalition Against Covert Harassment, revealed recent technological advances in human robotization and nano implant technologies, and an acceleration of what Melanie Vritschan characterized as a a€?global enslavement programa€?.Shift from electromagnetic to scalar wavesThese technologies have now shifted from electromagnetic wave to scalar waves and use super quantum computers in the quantum cloud to control a€?pipesa€? a reference to the brains of humans that have been taken over via DNA, via implants that can be breathed can breach the blood-brain barrier and then controlled via scalar waved on a super-grid. Eventually, such 'subvocal speech' systems could be used in spacesuits, in noisy places like airport towers to capture air-traffic controller commands, or even in traditional voice-recognition programs to increase accuracy, according to NASA scientists."What is analyzed is silent, or sub auditory, speech, such as when a person silently reads or talks to himself," said Chuck Jorgensen, a scientist whose team is developing silent, subvocal speech recognition at NASA Ames Research Center in California's Silicon Valley. We numbered the columns and rows, and we could identify each letter with a pair of single-digit numbers," Jorgensen said. People in noisy conditions could use the system when privacy is needed, such as during telephone conversations on buses or trains, according to scientists."An expanded muscle-control system could help injured astronauts control machines. If an astronaut is suffering from muscle weakness due to a long stint in microgravity, the astronaut could send signals to software that would assist with landings on Mars or the Earth, for example," Jorgensen explained.
These are processed to remove noise, and then we process them to see useful parts of the signals to show one word from another," Jorgensen said.After the signals are amplified, computer software 'reads' the signals to recognize each word and sound. Our Research and Development Division has been in contact with the Federal Bureau of Prisons, the California Department of Corrections, the Texas Department of Public Safety, and the Massachusetts Department of Correction to run limited trials of the 2020 neural chip implant. We have established representatives of our interests in both management and institutional level positions within these departments.
Federal regulations do not yet permit testing of implants on prisoners, but we have entered nto contractual agreements with privatized health care professionals and specified correctional personnel to do limited testing of our products.
We need, however, to expand our testing to research how effective the 2020 neural chip implant performs in those identified as the most aggressive in our society.
In California, several prisoners were identified as members of the security threat group, EME, or Mexican Mafia. They were brought to the health services unit at Pelican Bay and tranquilized with advanced sedatives developed by our Cambridge,Massachussetts laboratories. The results of implants on 8 prisoners yielded the following results: a€?Implants served as surveillance monitoring device for threat group activity. However, during that period substantial data was gathered by our research and development team which suggests that the implants exceed expected results. One of the major concerns of Security and the R & D team was that the test subject would discover the chemial imbalance during the initial adjustment period and the test would have to be scurbbed.
However, due to advanced technological developments in the sedatives administered, the 48 hour adjustment period can be attributed t prescription medication given to the test subjects after the implant procedure. One of the concerns raised by R & D was the cause of the bleeding and how to eliminate that problem. Unexplained bleeding might cause the subject to inquire further about his "routine" visit to the infirmary or health care facility. Security officials now know several strategies employed by the EME that facilitate the transmission of illegal drugs and weapons into their correctional facilities. One intelligence officier remarked that while they cannot use the informaiton that have in a court of law that they now know who to watch and what outside "connections" they have. The prison at Soledad is now considering transferring three subjects to Vacaville wher we have ongoing implant reserach.
Our technicians have promised that they can do three 2020 neural chip implants in less than an hour.
Soledad officials hope to collect information from the trio to bring a 14 month investigation into drug trafficking by correctional officers to a close.
Essentially, the implants make the unsuspecting prisoner a walking-talking recorder of every event he comes into contact with. There are only five intelligence officers and the Commisoner of Corrections who actually know the full scope of the implant testing. In Massachusetts, the Department of Corrections has already entered into high level discussion about releasing certain offenders to the community with the 2020 neural chip implants.
Our people are not altogether against the idea, however, attorneys for Intelli-Connection have advised against implant technology outside strick control settings. While we have a strong lobby in the Congress and various state legislatures favoring our product, we must proceed with the utmost caution on uncontrolled use of the 2020 neural chip.
If the chip were discovered in use not authorized by law and the procedure traced to us we could not endure for long the resulting publicity and liability payments. Massachusetts officials have developed an intelligence branch from their Fugitive Task Force Squad that would do limited test runs under tight controls with the pre-release subjects. Correctons officials have dubbed these poetnetial test subjects "the insurance group." (the name derives from the concept that the 2020 implant insures compliance with the law and allows officials to detect misconduct or violations without question) A retired police detective from Charlestown, Massachusetts, now with the intelligence unit has asked us to consider using the 2020 neural chip on hard core felons suspected of bank and armored car robbery. He stated, "Charlestown would never be the same, we'd finally know what was happening before they knew what was happening." We will continue to explore community uses of the 2020 chip, but our company rep will be attached to all law enforcement operations with an extraction crrew that can be on-site in 2 hours from anywhere at anytime. We have an Intelli-Connection discussion group who is meeting with the Director of Security at Florence, Colorado's federal super maximum security unit. The initial discussions with the Director have been promising and we hope to have an R & D unit at this important facilitly within the next six months. Napolitano insisted that the department was not planning on engaging in any form of ideological profiling.
I will tell him face-to-face that we honor veterans at DHS and employ thousands across the department, up to and including the Deputy Secretary," Ms.
Steve Buyer of Indiana, the ranking Republican on the House Committee on Veterans' Affairs, called it "inconceivable" that the Obama administration would categorize veterans as a potential threat.



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