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Solving Constrained CASH Problems with ADMM [article]

Parikshit Ram, Sijia Liu, Deepak Vijaykeerthi, Dakuo Wang, Djallel Bouneffouf, Greg Bramble, Horst Samulowitz, Alexander G. Gray
<span title="2020-07-11">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
., 2020] that leverages the ADMM optimization framework to decompose CASH into multiple small problems and demonstrate how ADMM facilitates incorporation of black-box constraints.  ...  However, CASH solvers do not directly handle black-box constraints such as fairness, robustness or other domain-specific custom constraints.  ...  This is a continuous black-box optimization problem with variables θ c and θ d .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2006.09635v2">arXiv:2006.09635v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ldiqvg57bjah7lvu56rbz5u5j4">fatcat:ldiqvg57bjah7lvu56rbz5u5j4</a> </span>
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An ADMM Based Framework for AutoML Pipeline Configuration [article]

Sijia Liu, Parikshit Ram, Deepak Vijaykeerthy, Djallel Bouneffouf, Gregory Bramble, Horst Samulowitz, Dakuo Wang, Andrew Conn, Alexander Gray
<span title="2019-12-06">2019</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
(ii) incorporate black-box constraints along-side the black-box optimization objective.  ...  This black-box (gradient-free) optimization with mixed integer & continuous variables is a challenging problem.  ...  However, black-box optimization is a time consuming process because the expensive blackbox function evaluation involves model training and scoring (on a held-out set).  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1905.00424v5">arXiv:1905.00424v5</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/yp2l4bvyvjfvrdnk7ur5uankdy">fatcat:yp2l4bvyvjfvrdnk7ur5uankdy</a> </span>
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An ADMM Based Framework for AutoML Pipeline Configuration

Sijia Liu, Parikshit Ram, Deepak Vijaykeerthy, Djallel Bouneffouf, Gregory Bramble, Horst Samulowitz, Dakuo Wang, Andrew Conn, Alexander Gray
<span title="2020-04-03">2020</span> <i title="Association for the Advancement of Artificial Intelligence (AAAI)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/wtjcymhabjantmdtuptkk62mlq" style="color: black;">PROCEEDINGS OF THE THIRTIETH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE AND THE TWENTY-EIGHTH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE</a> </i> &nbsp;
(ii) incorporate black-box constraints alongside the black-box optimization objective.  ...  This black-box (gradient-free) optimization with mixed integer & continuous variables is a challenging problem.  ...  However, black-box optimization is a time consuming process because the expensive blackbox function evaluation involves model training and scoring (on a held-out set).  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1609/aaai.v34i04.5926">doi:10.1609/aaai.v34i04.5926</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/uaehx3hztfbwvgvnfwwgengpny">fatcat:uaehx3hztfbwvgvnfwwgengpny</a> </span>
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Symbiotic simulation for future electro-mobility transportation systems

Heiko Aydt, Michael Lees, Alois Knoll
<span title="">2012</span> <i title="IEEE"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/7n2gtrr2tzevzonkaymviwxhsa" style="color: black;">Proceedings Title: Proceedings of the 2012 Winter Simulation Conference (WSC)</a> </i> &nbsp;
These navigation systems are often also capable of incorporating traffic data that provides information about congestions, for example, in real-time.  ...  Our vision of a smart transportation system for the future entails a collaborative communication and simulation infrastructure that can help to mitigate common traffic-related problems as well as problems  ...  ACKNOWLEDGMENTS This work was financially supported by the Singapore National Research Foundation under its Campus for Research Excellence And Technological Enterprise (CREATE) programme.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/wsc.2012.6465312">doi:10.1109/wsc.2012.6465312</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/wsc/AydtLK12.html">dblp:conf/wsc/AydtLK12</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/7mseigmqczcpddupdeyo5kljtm">fatcat:7mseigmqczcpddupdeyo5kljtm</a> </span>
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Page 6081 of Mathematical Reviews Vol. , Issue 90J [page]

<span title="">1990</span> <i title="American Mathematical Society"> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_mathematical-reviews" style="color: black;">Mathematical Reviews </a> </i> &nbsp;
Summary: “A quadratic black box is a two-port network with each arc incurring a quadratic cost.  ...  Apart from explicit expressions for the expected cost per unit time, conditions for the existence and uniqueness of the optimal period T* and optimal number N* are obtained.”  ... 
<span class="external-identifiers"> </span>
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Measuring the combinatorial expression of solute transporters and metalloproteinases transcripts in colorectal cancer

Caroline A Kerr, Robert Dunne, Barney M Hines, Michelle Zucker, Leah Cosgrove, Andrew Ruszkiewicz, Trevor Lockett, Richard Head
<span title="">2009</span> <i title="Springer Nature"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/gl3hmlq4ebd3jcx3yuj2yfzivq" style="color: black;">BMC Research Notes</a> </i> &nbsp;
In this instance, the combination of MMP-7 and SLC5A8 were optimal for identifying CRC.  ...  In this instance, the combination of MMP-7 and SLC5A8 were optimal for identifying CRC.  ...  We would like to thank Siok Hwee Tan for her laboratory assistance and Peter Molloy, Lloyd Graham and Andre-Denis Wright for their manuscript critique.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1186/1756-0500-2-164">doi:10.1186/1756-0500-2-164</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/19689820">pmid:19689820</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC2736974/">pmcid:PMC2736974</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/55sjlkh6wjemhn4ivqjko2aybe">fatcat:55sjlkh6wjemhn4ivqjko2aybe</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190426074117/https://ro.uow.edu.au/cgi/viewcontent.cgi?article=1576&amp;context=medpapers" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/5b/67/5b675415c74a35636cfdc6c05159accd159d02ea.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1186/1756-0500-2-164"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> springer.com </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2736974" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

Page 971 of Mathematical Reviews Vol. 54, Issue 3 [page]

<span title="">1977</span> <i title="American Mathematical Society"> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_mathematical-reviews" style="color: black;">Mathematical Reviews </a> </i> &nbsp;
Slowiiski, Roman; Weglarz, Jan 6936 An algorithm for finding time-optimal task allocation in a complex of operations. (Russian summary) Systems Sci. 2 (1976), no. 1-2, 165-174.  ...  This paper provides an alternate derivation for the expected response time Ry(t) of a job that requires t¢ units of processing time and that finds N jobs in the system on arrival, in a processor sharing  ... 
<span class="external-identifiers"> </span>
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Multidisciplinary Optimization for Engineering Systems: Achievements and Potential [chapter]

Jaroslaw Sobieszczanski-Sobieski
<span title="">1989</span> <i title="Springer Berlin Heidelberg"> Lecture Notes in Engineering </i> &nbsp;
, it will be sensitive to the influence of these variables on every black box making up that system.  ...  HIERARCHIC DECOMPOSITION One of the means for the above is a hierarchic decomposition which applies if the system can be divided into a set of "black boxes" forming a hierarchy shown in F i g 5 The "black  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-642-83814-9_3">doi:10.1007/978-3-642-83814-9_3</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/givg6fvxpbewneq5mfuthvfb6m">fatcat:givg6fvxpbewneq5mfuthvfb6m</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200709031654/https://ntrs.nasa.gov/archive/nasa/casi.ntrs.nasa.gov/19890015137.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/a7/18/a7184486a3547af71566b7a61a95de1551eb7a9a.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-642-83814-9_3"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

A micro-genetic algorithm (GA v1.7.1a) for combinatorial optimization of physics parameterizations in the Weather Research and Forecasting model (v4.0.3) for quantitative precipitation forecast in Korea

Sojung Park, Seon K. Park
<span title="2021-10-18">2021</span> <i title="Copernicus GmbH"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/rqk7miszmbcxtcrxk7hjwolghq" style="color: black;">Geoscientific Model Development</a> </i> &nbsp;
We have developed an interface system between a micro-genetic algorithm (µ-GA) and the WRF model for the combinatorial optimization of cumulus (CU), microphysics (MP), and planetary boundary layer (PBL  ...  For more accurate regional weather and climate prediction by improving physics parameterizations, it is important to optimize a combination of physics schemes and unknown parameters in NWP models.  ...  The authors are grateful to the topical editor for handling this paper in a timely manner and two anonymous reviewers for their valuable comments. Review statement.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5194/gmd-14-6241-2021">doi:10.5194/gmd-14-6241-2021</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/hfyeb5x3ezcinhu3qixtsfwiii">fatcat:hfyeb5x3ezcinhu3qixtsfwiii</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20211019060823/https://gmd.copernicus.org/articles/14/6241/2021/gmd-14-6241-2021.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/85/b2/85b2ffaa04e2cd5bb509874f6687802dc52f504c.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5194/gmd-14-6241-2021"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

Fourier Representations for Black-Box Optimization over Categorical Variables [article]

Hamid Dadkhahi, Jesus Rios, Karthikeyan Shanmugam, Payel Das
<span title="2022-02-24">2022</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
the black box is evaluated.  ...  Optimization of real-world black-box functions defined over purely categorical variables is an active area of research.  ...  A few BO algorithms have been specifically designed for black-box functions over combinatorial domains.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2202.03712v2">arXiv:2202.03712v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/maadiycz7zd23c7oxvpvh3iywa">fatcat:maadiycz7zd23c7oxvpvh3iywa</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220216215047/https://arxiv.org/pdf/2202.03712v1.pdf" title="fulltext PDF download [not primary version]" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <span style="color: #f43e3e;">&#10033;</span> <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/c3/87/c387c3c57a1a463450a63b30226a4e1cb08e4273.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2202.03712v2" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Page 209 of The Journal of the Operational Research Society Vol. 55, Issue 2 [page]

<span title="">2004</span> <i title="Palgrave Macmillan"> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_journal-of-the-operational-research-society" style="color: black;">The Journal of the Operational Research Society</a> </i> &nbsp;
The book mainly deals with the so-called ‘black box’ Lipschitz global optimization.  ...  The term ‘black box’ means that the objective function is given in the form of a computer subroutine with no analytical form known.  ... 
<span class="external-identifiers"> </span>
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Controlling the rate of organic reactions: rational design of allosteric Diels-Alderase ribozymes

Sergey Amontov, Andres Jäschke
<span title="2006-09-20">2006</span> <i title="Oxford University Press (OUP)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/hfp6p6inqbdexbsu4r7usndpte" style="color: black;">Nucleic Acids Research</a> </i> &nbsp;
The potential and general applicability is demonstrated by the design of three different systems in which the rate of a catalytic carbon-carbon bond forming reaction is positively regulated up to 2100-  ...  Here we report that RNA catalysts for organic reactions can be put under the stringent control of effector molecules by straight-forward rational design.  ...  Funding to pay the Open Access publication charges for this article was provided by HFSP. Conflict of interest statement. None declared.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1093/nar/gkl613">doi:10.1093/nar/gkl613</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/16990253">pmid:16990253</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC1636424/">pmcid:PMC1636424</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/pkawm4lsk5cgzp6z5cfxtla3wm">fatcat:pkawm4lsk5cgzp6z5cfxtla3wm</a> </span>
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CombiROC: an interactive web tool for selecting accurate marker combinations of omics data

Saveria Mazzara, Riccardo L. Rossi, Renata Grifantini, Simone Donizetti, Sergio Abrignani, Mauro Bombaci
<span title="2017-03-30">2017</span> <i title="Springer Nature"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/tnqhc2x2aneavcd3gx5h7mswhm" style="color: black;">Scientific Reports</a> </i> &nbsp;
With CombiROC data from different domains, such as proteomics and transcriptomics, can be analyzed using sensitivity/specificity filters: the number of candidate marker panels rising from combinatorial  ...  Leaving to the user full control on initial selection stringency, CombiROC computes sensitivity and specificity for all markers combinations, performances of best combinations and ROC curves for automatic  ...  Bonnal for help in scripts debugging, Alessandro Pietrelli for help with Highcharts JS library.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1038/srep45477">doi:10.1038/srep45477</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/28358118">pmid:28358118</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC5371980/">pmcid:PMC5371980</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/3lkxx6yna5d4xlifm4c2xa3hnu">fatcat:3lkxx6yna5d4xlifm4c2xa3hnu</a> </span>
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Benchmarking Feature-based Algorithm Selection Systems for Black-box Numerical Optimization [article]

Ryoji Tanabe
<span title="2022-04-21">2022</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
However, there is still room for analysis of algorithm selection for black-box optimization.  ...  These findings provide fundamental insights for algorithm selection for black-box optimization.  ...  ACKNOWLEDGMENT This work was supported by Leading Initiative for Excellent Young Researchers, MEXT, Japan.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2109.08377v3">arXiv:2109.08377v3</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/q64q7ulzkrezxlcwgt2hn52n7m">fatcat:q64q7ulzkrezxlcwgt2hn52n7m</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220430165229/https://arxiv.org/pdf/2109.08377v3.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/a3/ed/a3ed6bef2200bdb6e5a2e0cea3c3a73d2d050231.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2109.08377v3" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Towards a multigrid method for the minimum-cost flow problem [article]

Alessio Quaglino, Rolf Krause
<span title="2016-12-01">2016</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Together with our regularization, this allows for the application of a black-box algebraic multigrid method on the Schur-complement of the system.  ...  Specifically, we present a strategy that takes advantage of existing black-box fast iterative linear solvers, i.e. algebraic multigrid methods.  ...  In the following, we will propose a solution for each one of the above issues, allowing for a direct application of a black-box AMG solver to the Schur's complement L.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1612.00201v1">arXiv:1612.00201v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/2j2o2ayzvbgq3d6ajrk4l3weu4">fatcat:2j2o2ayzvbgq3d6ajrk4l3weu4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200912154905/https://arxiv.org/pdf/1612.00201v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/5b/f0/5bf0e919bce2414b9164b579fe71e2640f08da56.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1612.00201v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>
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