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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.
For obvious reasons, the processes used to treat public water have been standardized for quite some time. Nonetheless, R&D professionals in water purification are using CFD simulations to better understand the flow between standardized processes. Channel (left), Circular smoking pipe, Non-circular smoking pipe (right) Distribution chambers. Distribution chambers come in various shapes and sizes, but typically they are large, spanning dozens of meters in diameter, and made of concrete. Due to the sludge and sewage that may be present in the process, the system was setup using the volume of fluid (VOF) multiphase model. As the day-to-day sewage characterization is impossible to predict or validate, it was assumed that the fluidic characteristics of the system were close to water. Due to the large model size and small water surface, 30-40 million cells were needed to mesh the various distribution chambers. However, “We can see immediately that there is an interesting backflow at the bottom of the chamber where the water comes in. In other words, the simulation was able to provide an optimum relation between the diameter and inlet pipe to ensure the backflow of the jet. Variations of the parameters showed varying results on a case-by-case basis, further proving that CFD has an important place in the individual production facility. A channel distribution chamber will divide the flow between six parallel processes using weirs. As predicted, the comparison between the 1D and CFD models saw a flow rate distribution difference of less than 0.5%.
Therefore, individual facilities shouldn’t feel obligated to simulate every subsystem of the process with CFD. Looking almost like a combination of the circular and channel chambers, this setup uses an inlet pipe, a baffle at the inlet, and weirs to distribute the flow. When designing a distribution chamber, or any complicated fluid flow process, the typical coefficients seen in literature may not be applicable to the current geometry. By assessing the pressure drops of subsystems, individual production facilities can reduce the power usage of their pumps at the design stage. IU will honor the GlobalNOC's past and future at a 15th anniversary celebration Tuesday, Sept.
Indiana University has implemented the Kuali Coeus Institutional Review Board, a comprehensive online system for the submission, review and approval of human subjects research. The National Center for Genome Analysis and Support (NCGAS) has announced new services to help biological researchers store and share their work, speeding scientific discovery and breakthroughs in many fields of study. Registration is now open for the IEEE Cluster 2013 conference, hosted by IU's Pervasive Technology Institute, September 23-27 at the Hilton Indianapolis.
Professors Thomas Sterling and Andrew Lumsdaine will deliver keynotes and lead workshops, tutorials and discussions on a variety of topics at the 2013 International Supercomputing Conference, the world's oldest global conference and exhibition for high performance computing, networking and storage.
The center of the universe will be in Indianapolis June 2 to 6, at least as far as the study of the universe is concerned, as more than 500 scientists, educators and journalists are expected for the 222nd meeting of the American Astronomical Society. IEEE Cluster 2013 conference organizers today announced the featured speakers at this year's event.
With privacy concerns addressed, Indiana University has re-released the free app Kinsey Reporter, a global mobile survey platform for collecting and reporting anonymous data about sexual and other intimate behaviors. NASA's Operation IceBridge mission wraps up its spring flight season this week, gathering radar data about Earth's polar ice sheets to help scientists better understand global climate change.
Indiana University confirmed its leadership in high performance, data-intensive computing by unveiling Big Red II, a powerful new supercomputer with a processing speed of one thousand trillion floating-point operations per second (one petaFLOPS). Indiana University's new supercomputer is expected to further advance international collaborations reliant on big data research at a time when the globalization of education, science and research is omnipresent. Indiana University and Internet2 announced a $2 million initiative to stimulate collaboration in higher education cybersecurity efforts in response to President Obama's cybersecurity challenge.
This week the HathiTrust Research Center (HTRC) announced the availability of data mining and analytics tools for the HathiTrust Digital Library, a collection of digital texts from over 70 research libraries around the world. The TechPoint Mira Awards recognized Indiana University for the deployment of IUanyWare, a cloud-based service that provides IU students, faculty and staff with on-demand access to over 200 software applications. Indiana University has saved nearly $20 million by joining with other universities to reduce administrative costs for essential financial software systems. IUanyWare, Indiana University's cloud software service, is a 2013 recipient of ACUTA's prestigious Institutional Excellence award.
Indiana University shares its expertise in advanced networking with the launch of a new lecture series for state business and industry leaders. Kuali People Management for the Enterprise (KPME) announces the release of version 1.5, designed to meet the human resources needs of higher education. Indiana University today announces SAGE as the latest publisher to sign on to its eTexts initiative. Indiana University has announced an agreement with Cengage Learning to provide eTexts for students on all IU campuses.
IEEE Cluster 2013 conference organizers are seeking input from the high performance computing community, in an effort to make the "Clusters and Cyberinfrastructure Strategy" event as informative as possible.
Nearly 10,000 Indiana University students are using digital textbooks (eTexts) this spring semester as part of IU's pioneering eTexts initiative. Indiana University's Center for Research in Extreme Scale Technologies (CREST) is the recipient of a three-year, $1.1 million grant from the Department of Energy (DOE) to develop software that improves the speed and programmability of supercomputers. The Indiana Center for Network Translational Research and Education (InCNTRE) at Indiana University is hosting its first single-controller vendor Software-Defined Networking (SDN) Lab PlugFest this Feb.
Indiana University and Adobe are partnering to present Adobe Days 2013 on the IUPUI and IU Bloomington campuses. Vital research collaborations involving China, Europe and the United States will be safeguarded through the first major agreement among partners running the two main high-speed research and education (R&E) Internet routes across Asia, Europe and North America.
Thomas Sterling, executive associate director of the Center for Research in Extreme Scale Technologies (CREST) and professor of computer science in the IU School of Informatics and Computing, has been named an HPCwire person to watch in 2013. The Indiana Center for Network Translational Research and Education (InCNTRE) has announced that Steve Wallace will step into the role of acting executive director. Indiana University's IT Communications Office recently received several awards from the Chicago chapter of the Society for Technical Communication (STC). Network architects from a range of Fortune 500 companies will converge on the Indiana Center for Network Translational Research and Education (InCNTRE) on Wednesday, January 23, to take part in a new user group promoting OpenFlow and other software-defined networking (SDN) technologies. The National Center for Genome Analysis Support (NCGAS) is expanding its reach by adding tools, services and partners to help biological research communities make important new scientific discoveries.
With 6 billion mobile phone subscriptions worldwide -- that's about 87 percent of the world population -- and an even higher percentage of users estimated on campuses, Indiana University has embarked on a mobile security campaign to heighten awareness about the tools available to safeguard users and their products. The organizing committee for the IEEE* Cluster 2013 conference is now accepting proposals for tutorials, technical papers, posters, panels, and visualizations.
A recent networking breakthrough from IU researchers, in collaboration with Orange Silicon Valley and DataDirect Networks, showed that data sharing can be faster and more efficient over wide area networks (WAN). Researchers from Indiana University's Pervasive Technology Institute will serve as collaborating partners on a major grant from the U.S. Indiana University today announced the successor to its internationally recognized Data Capacitor research data storage platform. Indiana University networking experts were recently recognized by Internet2 for their efforts to enhance broadband connectivity and support advanced services and cloud applications across the United States.
IU will replace its current Data Capacitor with Data Capacitor II, a high-speed, high-capacity storage facility for very large data sets. Indiana University will display its leadership in high performance computing and networking technologies at the annual International Conference for High Performance Computing, Networking, Storage and Analysis, also known as SC12 (Supercomputing 2012).
QuakeSim, an Indiana University-supported collection of online data and tools from NASA's Jet Propulsion Laboratory and multiple university partners, is a recipient of NASA's 2012 Software of the Year Award. Data vital to understanding global climate change will benefit from more efficient and secure processing, thanks to a new tool created by members of Indiana University's Research Technologies Systems. Recording light from millions of light years away and then sending it to the Indiana University Data Center at the corner of 10th Street and state Rt. Indiana University announced today (September 14) an agreement with Elsevier's Science & Technology Books division to provide eTexts for students on all IU campuses. A recent National Science Foundation (NSF) grant will further enable Indiana University to help scientists solve their toughest data problems. Indiana University and Ivy Tech Community College have announced a technology support partnership to help college students use technology for increased success.
Indiana University has signed agreements with technology providers CourseNetworking LLC and Instructure Inc. The Apache Software Foundation recently asked Suresh Marru of the Indiana University Pervasive Technology Institute to join its exclusive membership.
The announcement July 4 that scientists have observed a new particle that may be the elusive Higgs boson spelled success for Indiana University researchers who worked for years on a massive experiment that detected the particle.
Internet2 announced today, July 20, that Indiana University President Michael McRobbie was elected as the sixth chair of the board of trustees and will serve until July 2015. Key software used to study gene expression now runs four times faster, thanks to performance improvements put in place by a team from the Indiana University Pervasive Technology Institute (PTI), the Broad Institute of MIT and Harvard and Technische Universitat Dresden. Indiana University has received a Campus Technology 2012 Innovators Award for the development of IUanyWARE, a cloud-based service that provides students, faculty and staff with on-demand access to hundreds of software applications.


The announcement last week that scientists have observed a new particle that may be the elusive Higgs boson spelled success for Indiana University researchers who worked for years on a massive experiment that detected the particle.
Leaders from the China Education and Research Network (CERNET), IU, Internet2, and the Chinese government met Thursday, June 21, at Tsinghua University in Beijing, China to demonstrate unique applications now possible over a new10Gbps internet link between the education and research networks of the US and China. Beginning July 1, Indiana University will establish a new Office of Scholarly Publishing, newly appointed IU executive vice president and provost of the Bloomington campus Lauren Robel announced.
Indiana University is again leading the way to better health care by enabling scientists to share research more rapidly and securely over the Internet. Indiana University received a $492,588 National Science Foundation grant to help scientists study rising sea levels and the impact of storm surge on coastal communities. Networking giant Cisco is the latest company to join InCNTRE's Software-Defined Networking Interoperability Lab, the world's only neutral, third-party testing lab for SDN. IDG's CIO magazine has honored Indiana University as a recipient of the 2012 CIO 100 award.
The Sakai Foundation recently selected its 2012 Sakai Fellows, and three of the six recipients have direct ties to Indiana University.
Indiana University and Pearson are working together to reduce the costs of digital textbooks for students on all IU campuses.
Senior, higher education executives announced today that they will use the nation's fastest, coast-to-coast network to implement new technologies that support scientific "Big Data" and cloud applications to drive innovation in global collaborative research. 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. If applied to the production plants, perhaps one could better optimize the system beyond the ‘rule of thumb’? Due to orifices, baffles and weirs, however, the flow is influenced on a scale in the order of millimeters.
The water was therefore not simulated as a Lagrangian solid liquid multiphase as one might expect given the particles present in the real life flow. This is an interactive anisotropic mesh that used refinement field functions to assess the free surface details of the system. The fluid fills the circular chamber until the weirs direct the flow into separate processes. They are correlations between the kinetic energy of the entry, the diameter of the chamber, the length of the vertical section,” says Fonseca.
This will ensure that the water doesn’t just impact the weirs in front as some of the water is deflected backwards. This suggests that for this particular chamber, CFD isn’t needed as 1D simulations are much faster. If a simulation can be simplified to a 1D or 0D process then a complete CFD analysis may not be necessary.
Additionally, the wall effect of the chamber has been reduced to have minimal effect on the distribution.
This can represent a significant reduction to the budget and a good step towards a green label for carbon reduction. This will allow the optimization of bubble sizes and sand filters in various purification processes.
10, in the Informatics & Communications Technology Complex on the Indiana University-Purdue University Indianapolis campus. With seven Institutional Review Boards and more than 4,800 approved active research studies, IU is the largest university to implement this community-developed open source software.
IU earned the distinction for its pioneering eTexts initiative and recent wireless network upgrade to ensure reliable and secure access to digital materials.
The twice-yearly IceBridge missions generate massive amounts of data -- all stored and archived by Indiana University's research cyberinfrastructure. Offering unmatched speed, Big Red II will be the fastest university-owned supercomputer in the nation. ACUTA (the Association for Information Communications Technology Professionals in Higher Education) is an international nonprofit dedicated to serving the needs of higher education, including nearly 2,000 individuals at some 700 institutions. This version includes a new Leave Management module, which lets organizations and their employees accrue, request, report and track benefit time (such as paid time off and sick days) for faculty and staff. SAGE is now the 11th publisher to partner with the university to provide digital materials to students on all IU campuses.
With this addition, IU reaches an important milestone: Faculty and students now have favorable pricing for and access to digital materials from all of IU's largest publishers. Hosted by Indiana University's Pervasive Technology Institute, Cluster 2013 will take place September 23-27, 2013, at the Hilton Hotel in Indianapolis.
Since 2000, the Mira Awards have recognized the movers and shakers of the state's IT industry. The third annual event showcases Adobe tools and resources that help students and instructors of all disciplines connect, discover, create and inspire.
The publication's annual list features 12 movers and shakers whose reach extends beyond high performance computing (HPC) to shape future directions of technology, propelling scientific and engineering advancements. The newly formed InCNTRE SDN User Group (ISUG) will bring together business leaders from insurance, finance, travel and healthcare who are investigating SDN technologies and the impact they may have on their networks. Today (January 14), in conjunction with its participation in the Plant and Animal Genome Conference (PAG XXI), NCGAS announced three initiatives to accelerate US public and private sector research and development in biology and biomedical research.
Hosted by IU's Pervasive Technology Institute, Cluster 2013 will take place September 23-27, 2013, at the Hilton Hotel in Indianapolis. The team performed the world's first demonstration of RDMA (Remote Direct Memory Access) over Converged Ethernet (RoCE) across a wide area network using the Lustre file system. Department of Homeland Security to address vulnerabilities arising during the process of software development.
The new system, called Data Capacitor II (DCII), is a five petabyte storage resource engineered to provide scientific researchers with high performance access to a robust storage facility. Their efforts will help provide advanced networking features for more than 200,000 of the country's community anchor institutions, including libraries, hospitals, K-12 schools, community colleges and public safety organizations.
With five petabytes of storage, Data Capacitor II will support big data applications used in computational research.
The award recognizes innovative software technologies that significantly improve the agency's space exploration and maximize scientific discovery on Earth. The NSF has selected Indiana University as a partner in a grant to create the Science Gateway Institute. The new version brings additional features and improvements to a software system that touches vital university functions every day. This honor is bestowed on IT developers whose skills have significantly contributed to the foundation's projects. President McRobbie joined the board in 2009 and succeeds University of Michigan President Mary Sue Coleman, who served as chair for the last year and as a member of the board since 2003. The Innovators Award recognizes universities that deploy extraordinary technology solutions to meet campus challenges. The Indiana Clinical and Translational Sciences Institute (CTSI), of which IU is a founding member, recently became the first health care research institute to be named to the InCommon Federation's Research & Scholarship category.
Department of Energy have renewed funding for the Open Science Grid project, providing $27 million from 2012 to 2016. Through this grant, IU will improve the performance of oceanic computer models, which scientists use to protect millions of people living near coasts around the world.
The 25th annual award recognizes organizations around the world that exemplify operational and strategic excellence in information technology.
IU's Chris Maurer and Lynn Ward received the honor along with former employee Lance Speelmon. IU's eTexts initiative enables faculty to optionally choose these digital textbooks and online exercises at reduced prices for students.
The intent is to strengthen the nation's position as a global leader in research and education for decades to come, and at the same time help control higher education costs. 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. 295-308, KEDAK - Union of Surveying Engineers of Northern Greece - Technical Chamber of Greece, pp. They use math, statistics and financial theory to assess the risk that an event will occur and to help businesses and clients develop policies to minimize the cost of that risk.$87,650Compensation and benefits managerCompensation managers plan, direct and coordinate how and how much an organization pays its employees. Additionally, the reduced budgets and returns for water purification plants, in comparison to other production industries like oil and gas, has limited the use of optimization tools like simulation. This is what Pedro Fonseca, Suez Environment’s Hydraulic Engineer, hopes to test with the help of CFD specialists from BlueCAPE. Using CFD, the individual production facility can benefit from assessing the best location of the baffle to ensure proper distribution.
Schopf officially joined the Office of the Vice President for Information Technology and CIO on Aug.
Representatives from Courseload and IU accepted the award at the IMS Global Learning Impact 2013 conference. Keyes, professor of applied mathematics and computational science at King Abdullah University of Science and Technology (KAUST) in Saudi Arabia, will be the keynote speaker. The event will let SDN Lab members test the interoperability of their products with Big Switch Networks' commercial controller, the Big Network Controller. The Department of Homeland Security awarded a $23.6 million grant to the Morgridge Institute for Research at the University of Wisconsin-Madison to create the Software Assurance Marketplace, which, over the next five years, will work closely with developers of new software analysis technology and the open source community to advance the security of software. DCII will be used for a range of applications, including management of massive research data sets, high-scale data analysis, genomic sequencing and computational visualization. Named Big Red II, the next-generation Cray XK supercomputer will be capable of one thousand trillion floating-point operations per second, or one petaFLOPS. The university will carry out the pilot trials during a two-year evaluation period to assess the technologies that can best support the changing needs of students and faculty. Indiana University will receive $3.82 million of the award to continue running OSG's Operations Center, highlighting IU's noted expertise in grid computing and ability to deliver a reliable, secure, easy-to-use environment. 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.
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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.
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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. Stergiadis on the occasion of his completing 25 years as a full professor at the Aristotle Univ. International Conference on Indoor Positioning and Indoor Navigation (IPIN), Guimarães, Portugal, 21-23 September 2011.
Joint International Symposium on Deformation Monitoring (JISDM), Hong Kong, China, 2-4 November 2011.
Benefits managers do the same for retirement plans, health insurance and other company-provided benefits.$89,270EconomistEconomists study the production and distribution of resources, goods and services and apply economic analysis to issues in a variety of fields, such as education, health, development and the environment. Thomas Sterling, professor of informatics and computing at Indiana University and executive associate director of IU's Center for Research in Extreme Scale Technologies, will deliver the closing address. Next.IU launched in fall 2012 with exploratory studies of Instructure's Canvas learning management system (LMS) and CourseNetworking's social media-based learning environment.
Equipment from SDN switch vendors Dell, Extreme Networks, HP, IBM and NEC as well as SDN testing manufacturers Ixia and Spirent will be tested at the event. 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. 3rd National Conference of Urban Planning and Regional Development, Volos, September 27-30, 2012.(in greek). 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. Williams, IU's first director of international networking, who is retiring after a 30-year career at the university. 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.
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.
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They set goals and objectives and evaluate their school's progress toward meeting them.$86,970Industrial production managerIndustrial production managers oversee the daily operations of manufacturing and related plants. They coordinate, plan and direct the manufacture of a wide range of goods, such as cars, computer equipment or paper products.$87,160Medical and health services managerMedical and health services managers, also known as health-care executives or health-care administrators, plan, direct and coordinate medical and health services.
They might manage an entire facility, specialize in managing a specific clinical area or department, or manage a medical practice for a group of physicians.$84,270Physician assistantPhysician assistants practice medicine under the direction and supervision of physicians and surgeons. They are formally trained to examine patients, diagnose injuries and illnesses and provide treatment.$86,410Sales engineerSales engineers sell complex scientific and technological products or services to businesses.
They must have extensive knowledge of the products' parts and functions and must understand the scientific processes that make these products work.$87,390Training and development managerTraining and development managers plan, direct and coordinate programs to enhance the knowledge and skills of an organization's employees. They also oversee a staff of training and development specialists.$89,170Aerospace engineerAerospace engineers design aircraft, spacecraft, satellites and missiles. In addition, they test prototypes to ensure that they function according to design.$97,480Airline and commercial pilotAirline pilots fly and navigate airplanes or helicopters for airlines that transport people and cargo on a fixed schedule. Commercial pilots fly aircraft for other reasons, such as charter flights, rescue operations, firefighting, aerial photography and crop dusting.$92,060Computer hardware engineerComputer hardware engineers research, design, develop and test computer equipment such as chips, circuit boards or routers.
By solving complex problems in computer hardware, these engineers create rapid advances in computer technology.$98,810Human-resources managerHuman-resources managers plan, direct and coordinate the administrative functions of an organization.
They prescribe eyeglasses or contact lenses as needed.$94,990Sales managerSales managers direct organizations' sales teams. They set sales goals, analyze data and develop training programs for the organization's sales representatives.$98,530Systems software developerSoftware developers are the creative minds behind computer programs. Some workers in this role develop the underlying systems that run the devices or control networks.$94,180Anthropologist and archaeologistAnthropologists and archaeologists study the origin, development and behavior of past and present humans. They examine the cultures, languages, archaeological remains and physical characteristics of people in various parts of the world.$54,230BoilermakerBoilermakers install, maintain and repair boiler systems, a physically demanding and often dangerous job.
Many workers travel to worksites and live away from home for long periods of time.$54,640Cartographer and photogrammetristCartographers and photogrammetrists measure, analyze and interpret geographic information to create maps and charts for political, cultural, educational and other purposes.
Cartographers are general mapmakers, while photogrammetrists are specialists who use aerial photographs to create maps.$54,510Electrical and electronic engineering technicianThese technicians help engineers design and develop computers, communications equipment, medical monitoring devices, navigational equipment and other electrical and electronic equipment. These officers often work for commercial banks, credit unions, mortgage companies or related financial institutions.$56,490Police officer and detectivePolice officers enforce laws to protect people and property. Detectives gather facts and supportive evidence to help uncover and solve crimes.$55,010Radiologic technologistRadiologic technologists perform diagnostic imaging examinations on patients. They work with radiologists to determine if other scans or images need to be taken.$54,340Subway and streetcar operatorSubway and streetcar operators transport passengers in urban and suburban areas via vehicles that travel underground, on above-ground and elevated tracks, on streets or on separate tracks.
They are responsible for reviewing balance sheets, assessing bank management and evaluating the risk levels of loans.$74,940Health and safety engineerThese engineers develop systems and procedures that prevent sickness or injury and keep property from being damaged. In this job, workers ensure that chemicals, machinery, software and other products won't cause harm or injury to people or structures. They spend their time in the field on assignment or in an office or laboratory.$75,690Information security analyst, Web developer and computer network architectThese workers use information technology in different ways to help a company achieve its goals. Computer network architects create internal networks used by workers within an organization.$75,660Medical scientistMedical scientists conduct research to help improve overall human health.
Clinical trials and other investigative methods are commonly used to help in their findings.A $76,700Physical therapistPhysical therapists help people with injuries and illnesses regain and improve movement. These therapists are also an important part of the rehabilitation and treatment of patients with chronic conditions.$76,310Radiation therapistRadiation therapists treat cancer and other diseases in patients via radiation treatments. They sketch designs, select fabrics and patterns and provide guidance on how to construct the designs. In 2010, 29 percent of fashion designers worked for apparel, piece goods and notions merchant wholesalers, more than in any other area.$64,530MicrobiologistMicrobiologists study the growth, development and other characteristics of microscopic organisms such as bacteria, algae and fungi.
Microbiologists work in laboratories and offices, and most work full time and keep regular hours.$65,920Occupational health and safety specialistThese specialists are called in to analyze and report on work environments and procedures. Their job is to ensure that companies are adhering to proper safety, health and environmental regulations. They also create programs that help prevent workplace disease and injury or environmental damage.$64,660Orthotist and prosthetistOrthotists and prosthetists design medical support devices and measure and fit patients for them.
These devices include artificial limbs -- arms, hands, legs and feet -- braces and other medical or surgical devices. These professionals may be exposed to health or safety hazards when handling certain materials. Providing electricity is a 24-hour job, so these workers need to be available around the clock. They usually work 8 to 12 hours at a time and switch off taking the less desirable overnight shifts.$65,360Registered nurseThese nurses have both practical and emotional responsibilities, from coordinating and providing patient care to comforting patients and their families.
Fields of Applications and Perspectives, Conference "The Surveying Engineer towards the year 2000.
In this job, workers ensure that chemicals, machinery, software and other products won't cause harm or injury to people or structures.
Security analysts help prevent cyberattacks that might compromise a company's information. Groceries, Target, TJ Maxx, Toys R Us, United Airlines, Upper Deck, UPS, USDA, Verizon, Von's, Wal Mart, Westerfield Stores, Wild Animal Park, Xerox, Yamaha, Zenith Electronics.
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7th International Conference on Information and Communication Technologies in Agriculture, Food and Environment (HAICTA 2015), pp.



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