Search Results - data-driven algorithm design

Dispersion for Data-Driven Algorithm Design, Online Learning, and Private Optimization by Balcan, Maria-Florina, Dick, Travis, Vitercik, Ellen

“…A crucial problem in modern data science is data-driven algorithm design, where the goal is to choose the best algorithm, or algorithm parameters, for a specific application domain…”
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Data-driven algorithms for inverse design of polymers by Sattari, Kianoosh, Xie, Yunchao, Lin, Jian

“… Recently, data-driven approaches to explore the chemical space for polymer design have emerged…”
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Data-driven score tuning for ChooseLD: A structure-based drug design algorithm with empirical scoring and evaluation of ligand–protein docking predictability by Masuda, Akihiro, Iwadate, Mitsuo, Sadato, Daichi

“…Computerized molecular docking methodologies are pivotal in in-silico screening, a crucial facet of modern drug design…”
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Neural network design for data-driven prediction of target geometry for an aerodynamic inverse design algorithm by Shirvani, Ahmad, Nili-Ahmadabadi, Mahdi, Ha, Man Yeong

“… In the field of aerodynamic design, most algorithms utilize an iterative method to reach their target function or geometry due to their robustness…”
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Design of Data Driven Automated Driving Control Algorithm for Enhanced Human Acceptance by Shin, Donghoon, Han, YongHa, Park, Kang-Moon

“…This article presents a data-driven automated driving control algorithm designed to enhance human acceptance in autonomous vehicles…”
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Author Correction: Cautiously optimistic: paediatric critical care nurses’ perspectives on data-driven algorithms in low-resource settings—a human-centred design study in Malawi by Rakers, Margot, Mwale, Daniel, de Mare, Lieke, Chirambo, Lezzie, Bierling, Bart, Likumbo, Alice, Langton, Josephine, Chavannes, Niels, van Os, Hendrikus, Calis, Job, Dellimore, Kiran, Villalobos-Quesada, María

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A gm/ID Methodology Based Data-Driven Search Algorithm for the Design of Multistage Multipath Feed-Forward-Compensated Amplifiers Targeting High Speed Continuous-Time ΣΔ-Modulators by Gebreyohannes, Fikre Tsigabu, Porte, Jacky, Louerat, Marie-Minerve, Aboushady, Hassan

“… Algorithms are provided to simplify mathematical aspects of the work. The validity and the limitations of the proposed methodology are further discussed from the single…”
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Cautiously optimistic: paediatric critical care nurses’ perspectives on data-driven algorithms in low-resource settings—a human-centred design study in Malawi by Rakers, Margot, Mwale, Daniel, de Mare, Lieke, Chirambo, Lezzie, Bierling, Bart, Likumbo, Alice, Langton, Josephine, Chavannes, Niels, van Os, Hendrikus, Calis, Job, Dellimore, Kiran, Villalobos-Quesada, María

“…). Patient monitors equipped with data-driven algorithms that monitor and integrate clinical data can optimise scarce resources (e.g. trained staff…”
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Data-driven contract design for supply chain coordination with algorithm sharing and algorithm competition by Chen, Zhen-Yu, Sun, Minghe

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Data-Driven Trajectory Tracking Control Algorithm Design for Fast Migration to Different Autonomous Vehicles by Cao, Yueming, Ke, Zehong, Li, Shangyi, Zhao, Shibin, Wang, Jianqiang, Xu, Shaobing

“… This paper introduces a data-driven method for automatic optimization of the parameters for fast migration…”
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Learn to optimize—a brief overview by Tang, Ke, Yao, Xin

“…Most optimization problems of practical significance are typically solved by highly configurable parameterized algorithms…”
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A data-driven adaptive algorithm and decision support design of multisensory information fusion for prognostics and health management applications by Xie, Tingli, Huang, Xufeng, Park, Hyung Wook, Kim, Heung Soo, Choi, Seung-Kyum

“… This research explores a data-driven analytical framework for multisensory system analysis and design in PHM…”
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Real-time data-driven automatic design of multi-objective evolutionary algorithm: A case study on production scheduling by Zhang, Biao, Meng, Lei-lei, Lu, Chao, Li, Jun-qing

“… In this paper, a real-time data-driven automatic design method for configuring an MOEA with minimal user interference is developed…”
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Data-driven Algorithm Design by Maria-Florina Balcan

“…Data driven algorithm design is an important aspect of modern data science and algorithm design…”
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A g m /I D Methodology Based Data-Driven Search Algorithm for the Design of Multistage Multipath Feed-Forward-Compensated Amplifiers Targeting High Speed Continuous-Time ΣΔ-Modulators by Gebreyohannes, Fikre Tsigabu, Porte, Jacky, Louerat, Marie-Minerve, Aboushady, Hassan

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A data-driven discrete simulation-based optimization algorithm for car-sharing service design by Zhou, Tianli, Fields, Evan, Osorio, Carolina

“…This paper formulates a discrete simulation-based optimization (SO) algorithm for a family of large-scale car-sharing service design problems…”
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A g m /I D Methodology Based Data-Driven Search Algorithm For the Design of Multi-Stage Multi-Path Feed-Forward-Compensated Amplifiers Targeting High Speed Continuous-Time Σ∆-Modulators by Gebreyohannes, Fikre Tsigabu, Porte, Jacky, Louërat, Marie-Minerve, Aboushady, Hassan

“… Algorithms are provided to simplify mathematical aspects of the work. The validity and the limitations of the proposed methodology are further discussed from the single…”
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How much data is sufficient to learn high-performing algorithms? Generalization guarantees for data-driven algorithm design by Maria-Florina Balcan, DeBlasio, Dan, Dick, Travis, Kingsford, Carl, Sandholm, Tuomas, Vitercik, Ellen

“… Worst-case instances, however, may be rare or nonexistent in practice. A growing body of research has demonstrated that data-driven algorithm design can lead to significant improvements in performance…”
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Employing Data-Driven NOA-LSSVM Algorithm for Indoor Spatial Environment Design by Wang, Di, Ma, Hui, Lv, Tingting

“…This study aims to enhance the precision and efficiency of indoor spatial design for college physical bookstores in the context of the new media environment…”
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Data-Driven Algorithms for Gaussian Measurement Matrix Design in Compressive Sensing by Sun, Yang, Scarlett, Jonathan

“…In this paper, we provide two data-driven algorithms for learning compressive sensing measurement matrices with Gaussian entries…”
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