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检索条件"主题词=algorithm Selection"
315 条 记 录,以下是161-170 订阅
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Benchmarking algorithm Portfolio Construction Methods  22
Benchmarking Algorithm Portfolio Construction Methods
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Genetic and Evolutionary Computation Conference (GECCO)
作者: Munoz, Mario Andres Soleimani, Hamed Kandanaarachchi, Sevvandi Univ Melbourne Sch Math & Stat Parkville Vic Australia RMIT Univ Sch Sci Melbourne Vic Australia
A portfolio is a set of algorithms, which run concurrently or interchangeably, whose aim is to improve performance by avoiding a bad selection of a single algorithm. Despite its high error tolerance, a carefully const... 详细信息
来源: 评论
Using Result Profiles to Drive Meta-learning  18th
Using Result Profiles to Drive Meta-learning
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18th European, Mediterranean, and Middle Eastern Conference on Information Systems (EMCIS)
作者: Grabczewski, Krzysztof Nicolaus Copernicus Univ Inst Engn & Technol Fac Phys Astron & Informat Ul Grudziadzka 5 PL-87100 Torun Poland
Knowledge gained by meta-learning processes is valuable when it can be successfully used in solving algorithm selection problems. There is still strong need for automated tools for learning from data, performing model... 详细信息
来源: 评论
Spatio-Temporal Activity Recognition for Evolutionary Search Behavior Prediction
Spatio-Temporal Activity Recognition for Evolutionary Search...
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IEEE International Conference on Fuzzy Systems (FUZZ-IEEE) / IEEE World Congress on Computational Intelligence (IEEE WCCI) / International Joint Conference on Neural Networks (IJCNN) / IEEE Congress on Evolutionary Computation (IEEE CEC)
作者: Friess, Stephen Tino, Peter Menzel, Stefan Xu, Zhao Sendhoff, Bernhard Yao, Xin Univ Birmingham Sch Comp Sci CERCIA Birmingham England NEC Labs Europe GmbH D-69115 Heidelberg Germany Southern Univ Sci & Technol Shenzhen Peoples R China
Traditional methods for solving problems within computer science rely mostly upon the application of handcrafted algorithms. As however manual engineering of them can be considered to be a tedious process, it is inter... 详细信息
来源: 评论
Taking the human out of decomposition-based optimization via artificial intelligence, Part I: Learning when to decompose
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COMPUTERS & CHEMICAL ENGINEERING 2024年 186卷
作者: Mitrai, Ilias Daoutidis, Prodromos Univ Minnesota Dept Chem Engn & Mat Sci Minneapolis MN 55455 USA
In this paper, we propose a graph classification approach for automatically determining whether to use a monolithic or a decomposition -based solution method. In this approach, an optimization problem is represented a... 详细信息
来源: 评论
Cognitive capabilities for the CAAI in cyber-physical production systems
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INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY 2021年 第11-12期115卷 3513-3532页
作者: Strohschein, Jan Fischbach, Andreas Bunte, Andreas Faeskorn-Woyke, Heide Moriz, Natalia Bartz-Beielstein, Thomas TH Koln Inst Comp Sci Gummersbach Germany TH Koln Inst Data Sci Engn & Analyt Gummersbach Germany OWL Univ Appl Sci & Arts Inst Ind IT Lemgo Germany
This paper presents the cognitive module of the Cognitive Architecture for Artificial Intelligence (CAAI) in cyber-physical production systems (CPPS). The goal of this architecture is to reduce the implementation effo... 详细信息
来源: 评论
OMPICollTune: Autotuning MPI Collectives by Incremental Online Learning  13
OMPICollTune: Autotuning MPI Collectives by Incremental Onli...
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13th IEEE/ACM International Workshop on Performance Modeling, Benchmarking and Simulation of High Performance Computer Systems (PMBS)
作者: Hunold, Sascha Steiner, Sebastian TU Wien Fac Informat Vienna Austria
Collective communication operations, such as Broadcast or Reduce, are fundamental cornerstones in many high-performance applications. Most collective operations can be implemented using different algorithms, each of w... 详细信息
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FLOPs as a Discriminant for Dense Linear Algebra algorithms  51
FLOPs as a Discriminant for Dense Linear Algebra Algorithms
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51st International Conference on Parallel Processing (ICPP)
作者: Lopez, Francisco Karlsson, Lars Bientinesi, Paolo Umea Univ Umea Sweden
Expressions that involve matrices and vectors, known as linear algebra expressions, are commonly evaluated through a sequence of invocations to highly optimised kernels provided in libraries such as BLAS and LAPACK. A... 详细信息
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Construction of Verifier Combinations Based on Off-the-Shelf Verifiers  25th
Construction of Verifier Combinations Based on Off-the-Shelf...
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25th International Conference on Fundamental Approaches to Software Engineering (FASE) Held as Part of the Annual European Joint Conferences on Theory and Practice of Software (ETAPS)
作者: Beyer, Dirk Kanav, Sudeep Richter, Cedric Ludwig Maximilians Univ Munchen Munich Germany Carl von Ossietzky Univ Oldenburg Oldenburg Germany
Software verifiers have different strengths and weaknesses, depending on properties of the verification task. It is well-known that combinations of verifiers via portfolio and selection approaches can help to combine ... 详细信息
来源: 评论
Graves-CPA: A Graph-Attention Verifier Selector (Competition Contribution)  28th
Graves-CPA: A Graph-Attention Verifier Selector (Competition...
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28th International Conference on Tools and algorithms for the Construction and Analysis of Systems (TACAS) Held as Part of the 25th European Joint Conferences on Theory and Practice of Software (ETAPS)
作者: Leeson, Will Dwyer, Matthew B. Univ Virginia Charlottesville VA 22903 USA
GRAVES-CPA is a verification tool which uses algorithm selection to decide an ordering of underlying verifiers to most effectively verify a given program. GRAVES-CPA represents programs using an amalgam of traditional... 详细信息
来源: 评论
A Literature Survey and Empirical Study of Meta-Learning for Classifier selection
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IEEE ACCESS 2020年 8卷 10262-10281页
作者: Khan, Irfan Zhang, Xianchao Rehman, Mobashar Ali, Rahman Dalian Univ Technol Sch Software Dalian 116620 Peoples R China Univ Tunku Abdul Rahman Fac Informat & Commun Technol Dept Informat Syst Kampar 31900 Malaysia Univ Peshawar QACC Peshawar 25120 Pakistan
Classification is the key and most widely studied paradigm in machine learning community. The selection of appropriate classification algorithm for a particular problem is a challenging task, formally known as algorit... 详细信息
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