Search Results - Sequential algorithm configuration

An Effective Online Sequential Stochastic Configuration Algorithm for Neural Networks by Chen, Yuting, Li, Ming

“… network’s structure is not well-designed. Stochastic configuration (SC) algorithm, which incrementally constructs a universal approximator by obtaining random hidden…”
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MO-SMAC: Multi-objective Sequential Model-based Algorithm Configuration by Rook, Jeroen G, Benjamins, Carolin, Bossek, Jakob, Trautmann, Heike, Hoos, Holger H, Lindauer, Marius

“…Automated algorithm configuration aims at finding well-performing parameter configurations for a given problem, and it has proven to be effective within many AI domains, including evolutionary computation…”
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SemiSMAC: A semi-supervised framework for log anomaly detection with automated hyperparameter tuning by Sun, Yicheng, Keung, Jacky Wai, Yang, Zhen, Liu, Shuo, Liao, Yihan

“… This paper presents SemiSMAC, a novel semi-supervised framework that leverages the Large Language Model for log parsing and grouping, combined with Sequential Model-based Algorithm Configuration (SMAC…”
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A Sequential ESPRIT Algorithm Based on a Novel UCSA Configuration for Parametric Estimation of Two-Dimensional Incoherently Distributed Source by Gu, Qingyue, Wang, Huigang, Sun, Weitao, Wu, Tao, Xu, Yifeng

“… This paper presents a novel uniform circular sub-array (UCSA) configuration, which can be used to accurately estimate parameters of multiple two-dimensional incoherently distributed (TDID) sources…”
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Improving the computational efficiency of stochastic programs using automated algorithm configuration: an application to decentralized energy systems by Schwarz, Hannes, Kotthoff, Lars, Hoos, Holger, Fichtner, Wolf, Bertsch, Valentin

“… In this work, we present a procedure to reduce this computational effort substantially, using a state-of-the-art automated algorithm configuration method…”
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Petroleum Reservoir Control Optimization with the Use of the Auto-Adaptive Decision Trees by Kuk, Edyta, Stopa, Jerzy, Kuk, Michał, Janiga, Damian, Wojnarowski, Paweł

“… In this paper, a novel algorithm that automatically determines the intelligent control maximizing the NPV of a given production process was developed…”
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Algorithm for Determining the Types of Inverse Kinematics Solutions for Sequential Planar Robots and Their Representation in the Configuration Space by Chavdarov, Ivan, Naydenov, Bozhidar

“… Configuration space is defined by joint angles and is the basis of most motion planning algorithms…”
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Optimal Well Control Based on Auto-Adaptive Decision Tree—Maximizing Energy Efficiency in High-Nitrogen Underground Gas Storage by Kuk, Edyta, Stopa, Jerzy, Kuk, Michał, Janiga, Damian, Wojnarowski, Paweł

“… In the developed algorithm, well control is based on an auto-adaptive parameterized decision tree…”
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Automatic parameter configuration for an elite solution hyper-heuristic applied to the Multidimensional Knapsack Problem by Urra, Enrique, Cubillos, Claudio, Cabrera-Paniagua, Daniel, Lefranc, Gaston

“…Hyper-heuristics are methods for problem solving that decouple the search mechanisms from the domain features, providing a reusable approach across different…”
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Sequential vs. Integrated Algorithm Selection and Configuration: A Case Study for the Modular CMA-ES by Vermetten, Diederick, Wang, Hao, Doerr, Carola, Bäck, Thomas

“… In this work we compare sequential and integrated algorithm selection and configuration approaches for the case…”
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AutoWeka4MCPS-AVATAR: Accelerating automated machine learning pipeline composition and optimisation by Nguyen, Tien-Dung, Musial, Katarzyna, Gabrys, Bogdan

“…Automated machine learning pipeline (ML) composition and optimisation aim at automating the process of finding the most promising ML pipelines within allocated…”
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Elasto-geometrical error and gravity model calibration of an industrial robot using the same optimized configuration set by Deng, Kenan, Gao, Dong, Ma, Shoudong, Zhao, Chang, Lu, Yong

“…•A two-step robot measurement configurations selection method based on SFFS algorithm was proposed…”
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Electrode informatics accelerated the optimization of key catalyst layer parameters in direct methanol fuel cells by Ban, Lishou, Huang, Danyang, Liu, Yanyi, Liu, Pengcheng, Bian, Xihui, Wang, Kaili, Liu, Yifan, Liu, Xijun, He, Jia

“…As the core component of direct methanol fuel cells, the catalyst layer plays the key role as a species, proton and electron transport channel. However, due to…”
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Pruning SMAC search space based on key hyperparameters by Li, Hui, Liang, Qingqing, Chen, Mei, Dai, Zhenyu, Li, Huanjun, Zhu, Ming

“… However, because of its inherent complexity and characteristics, the efficiency and effectiveness of ML algorithm often to be heavily relies on the technical experts' experience and expertise…”
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Enhancing state of charge and state of energy estimation in Lithium-ion batteries based on a TimesNet model with Gaussian data augmentation and error correction by Zhang, Chu, Zhang, Yue, Li, Zhengbo, Zhang, Zhao, Nazir, Muhammad Shahzad, Peng, Tian

“…), and an improved Bayesian algorithm called Sequential Model-based Algorithm Configuration (SMAC) for SOC and SOE estimation in lithium-ion batteries…”
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Long-Term Energy and Peak Power Demand Forecasting Based on Sequential-XGBoost by Zhang, Tingze, Zhang, Xinan, Rubasinghe, Osaka, Liu, Yulin, Chow, Yau Hing, Iu, Herbert H. C., Fernando, Tyrone

“… To overcome this issue, this paper proposes a complete long-term forecasting model using an eXtreme Gradient Boosting algorithm with different sequential configurations…”
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An enhanced sequential sensor optimization scheme and its application in the system identification of a rail-sleeper-ballast system by Lam, Heung-Fai, Adeagbo, Mujib Olamide

“… The enhanced sequential sensor placement (ESSP) algorithm…”
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Unbalanced budget distribution for automatic algorithm configuration by Ghambari, Soheila, Rakhshani, Hojjat, Lepagnot, Julien, Jourdan, Laetitia, Idoumghar, Lhassane

“… Therefore, several automatic algorithm configuration frameworks have been proposed to regulate the parameters of a given algorithm for a series of problem instances…”
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Towards optimizing electrode configurations for silent speech recognition based on high-density surface electromyography by Zhu, Mingxing, Zhang, Haoshi, Wang, Xiaochen, Wang, Xin, Yang, Zijian, Wang, Cheng, Samuel, Oluwarotimi Williams, Chen, Shixiong, Li, Guanglin

“… Silent speech recognition (SSR) based on surface electromyography (sEMG) is an attractive non-acoustic modality of human-machine interfaces that convert the…”
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Study on the configuration and operation optimization of CCHP coupling multiple energy system by Lu, Shilei, Li, Yuwei, Xia, Hongwei

“…•Put forward a calculation method including sequential quadric programming and sequence control configuration…”
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