Suchergebnisse - Automated algorithm selection

Automated Algorithm Selection: Survey and Perspectives von Kerschke, Pascal, Hoos, Holger H, Neumann, Frank, Trautmann, Heike

“… It has long been observed that for practically any computational problem that has been intensely studied, different instances are best solved using different algorithms …”
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An automated knickzone selection algorithm (KZ‐Picker) to analyze transient landscapes: Calibration and validation von Neely, A. B., Bookhagen, B., Burbank, D. W.

“… An automated feature calibrates algorithm parameters to a subset of knickzones handpicked by the user …”
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Population-based Algorithm Portfolios with automated constituent algorithms selection von Tang, Ke, Peng, Fei, Chen, Guoliang, Yao, Xin

“… EPM-PAP is equipped with a novel constituent algorithms selection module, which is based on the EPM of each candidate EAs …”
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Automated Algorithm Selection on Continuous Black-Box Problems by Combining Exploratory Landscape Analysis and Machine Learning von Kerschke, Pascal, Trautmann, Heike

“… in automatically constructing algorithm selection models in continuous black-box optimization problems …”
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Automated Algorithm Selection: from Feature-Based to Feature-Free Approaches von Alissa, Mohamad, Sim, Kevin, Hart, Emma

“… We propose a novel technique for algorithm-selection, applicable to optimisation domains in which there is implicit sequential information encapsulated in the data, e.g …”
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An automated time-window selection algorithm for seismic tomography von Maggi, Alessia, Tape, Carl, Chen, Min, Chao, Daniel, Tromp, Jeroen

“… We present FLEXWIN, an open source algorithm for the automated selection of time windows on pairs of observed and synthetic seismograms …”
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Automated algorithm selection for Predictive Maintenance: Advances and challenges von Engbers, Hendrik, Freitag, Michael

“… In particular, the selection and application-specific configuration of prognostic algorithms often require expert knowledge and substantial computational resources, limiting scalability and broad adoption …”
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Automated algorithm selection using meta-learning and pre-trained deep convolution neural networks von Dagan, Itai, Vainshtein, Roman, Katz, Gilad, Rokach, Lior

“… One of the fundamental tasks in this field is the selection of effective algorithms for a given dataset …”
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A study on the effects of normalized TSP features for automated algorithm selection von Heins, Jonathan, Bossek, Jakob, Pohl, Janina, Seiler, Moritz, Trautmann, Heike, Kerschke, Pascal

“… Classic automated algorithm selection (AS) for (combinatorial) optimization problems heavily relies on so-called instance features, i.e …”
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Automated algorithm selection for black-box optimization using light gradient boosting machine von Guo, Qingbin, Wang, Handing, Tian, Ye

“… No single algorithm can outperform others across all problem instances. Algorithm selection methods aim to help users to automatically choose the best algorithm for new problems without expertise in evolutionary algorithm …”
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N ways to simulate short-range particle systems: Automated algorithm selection with the node-level library AutoPas von Gratl, Fabio Alexander, Seckler, Steffen, Bungartz, Hans-Joachim, Neumann, Philipp

“… It acts as a black-box container, internally implementing an extensive set of algorithms, parallelization strategies, and optimizations that are combined dynamically according to the state …”
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A DRL-Based Automated Algorithm Selection Framework for Cross-Layer QoS-Aware Scheduling and Antenna Allocation in Massive MIMO Systems von Huang, Chih-Wei, Althamary, Ibrahim, Chou, Yen-Cheng, Chen, Hong-Yunn, Chou, Cheng-Fu

“… ). Rather than directly assigning execution parameters, the proposed framework utilizes DRL to select combinations of algorithms based on the current traffic conditions …”
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An automated selection algorithm for nonlinear solvers in MDO von Chauhan, Shamsheer S., Hwang, John T., Martins, Joaquim R. R. A.

“… There are two major types of approaches that are used for the multidisciplinary analysis (MDA) of coupled systems: fixed-point-iteration-based approaches and …”
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Algorithm‐based selection of automated red blood cell exchange procedure goals reduces blood utilization in chronically transfused adults with sickle cell disease von Buban, Kristen R., Lawrence, Courtney E., Zhu, Xianming Joshua, Tobian, Aaron A. R., Gehrie, Eric Abraham, Vozniak, Sonja, Shrestha, Ruchee, Lokhandwala, Parvez M., Bloch, Evan M.

“… Background Automated red cell exchange (RCE) is a common treatment for patients with sickle cell disease (SCD …”
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Using meta-learning for automated algorithms selection and configuration: an experimental framework for industrial big data von Garouani, Moncef, Ahmad, Adeel, Bouneffa, Mourad, Hamlich, Mohamed, Bourguin, Gregory, Lewandowski, Arnaud

“…  (which is collected during manufacturing process). However, disposing ML algorithms is a challenging task for manufacturing industrial actors due to the prior specification of one or more algorithms hyperparameters (HPs) and their values …”
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Automated Scheduling Algorithm Selection and Chunk Parameter Calculation in OpenMP von Mohammed, Ali, Korndorfer, Jonas H. Muller, Eleliemy, Ahmed, Ciorba, Florina M.

“… OpenMP applications can achieve high performance via careful selection of scheduling kind and chunk parameters on a per-loop, per-application, and per-system basis from a portfolio of advanced scheduling algorithms (Korndörfer et al. , 2022 …”
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Corrigendum to “A clarification of the terms used in comparing semi-automated particle selection algorithms in cryo-EM” [J. Struct. Biol. 175 (2011) 348–352] von Langlois, Robert, Frank, Joachim

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Development of automated region of interest selection algorithms for surface‐guided radiation therapy of breast cancer von Cui, Songye, Li, Guang, Kuo, Hsiang‐Chi, Zhao, Bo, Li, Anyi, Cerviño, Laura I.

“… (SGRT) of the whole breast with two algorithms based on contour anatomies: using the body contour, and using the breast contour …”
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An algorithm selection methodology for automated focusing in optical microscopy von Bonet Sanz, Marina, Machado Sánchez, Felipe, Borromeo, Susana

“… Autofocus systems are essential in optical microscopy. These systems typically sweep the sample through the focal range and apply an algorithm to determine …”
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Application of novel DIRF feature selection algorithm for automated brain disease detection von Yaman, Süleyman, Işılay Ünlü, Elif, Güler, Hasan, Sengur, Abdulkadir, Rajendra Acharya, U.

“… •Novel double iterative ReliefF (DIRF) feature selection algorithm introduced for improved feature selection …”
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