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113,116 results for machine learning

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  1. Journal Article Full text

    Precision Machine Learning

    Michaud, Eric J.; Liu, Ziming; Tegmark, Max

    Entropy (Basel) · 2023 · English · PubMed Central

    We explore unique considerations involved in fitting machine learning (ML) models to data with very high precision, as is often required for science applications. We empirically compare various function approximation methods and study how they scale with increasing parameters and data. We find that…

  2. Journal Article Full text

    Conservation machine learning

    Sipper, Moshe; Moore, Jason H.

    BioData Min · 2020 · English · PubMed Central

  3. Journal Article Full text

    Machine learning automation

    Xu, Zongben; Zhou, Zhi-Hua; Zhu, Wenwu

    Natl Sci Rev · 2024 · English · PubMed Central

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  1. Journal Article Full text

    Machine Learning Algorithms

    Sanders, William E.; Khedraki, Rola; Rabbat, Mark et al.

    JACC Adv · 2023 · English · PubMed Central

  2. Journal Article Full text

    Quantum machine learning

    Allcock, Jonathan; Zhang, Shengyu

    Natl Sci Rev · 2018 · English · PubMed Central

  3. Journal Article Full text

    Machine Learning Classifiers for Twitter Surveillance of Vaping: Comparative Machine Learning Study

    Visweswaran, Shyam; Colditz, Jason B; O’Halloran, Patrick et al.

    J Med Internet Res · 2020 · English · PubMed Central

    …sentiment on vaping that may be useful for public health surveillance. Machine learning classifiers that identify vaping-relevant tweets and characterize sentiments in them can underpin a Twitter-based vaping surveillance system. Compared with traditional machine learning classifiers that are…

  4. Journal Article Full text

    Model-based machine learning

    Bishop, Christopher M.

    Philos Trans A Math Phys Eng Sci · 2013 · English · PubMed Central

    Several decades of research in the field of machine learning have resulted in a multitude of different algorithms for solving a broad range of problems. To tackle a new application, a researcher typically tries to map their problem onto one of these existing methods, often influenced by their…

  5. Journal Article Full text

    Game-powered machine learning

    Barrington, Luke; Turnbull, Douglas; Lanckriet, Gert

    Proc Natl Acad Sci U S A · 2012 · English · PubMed Central

    …number of relevant semantic keywords, or tags. We introduce game-powered machine learning, an integrated approach to annotating multimedia content that combines the effectiveness of human computation, through online games, with the scalability of machine learning. We investigate this framework for…

  6. Journal Article Full text

    Machine learning for neuroscience

    Hinton, Geoffrey E

    Neural Syst Circuits · 2011 · English · PubMed Central

  7. Journal Article Full text

    Machine Learning and Radiology

    Wang, Shijun; Summers, Ronald M.

    Med Image Anal · 2012 · English · PubMed Central

    [Image: see text] In this paper, we give a short introduction to machine learning and survey its applications in radiology. We focused on six categories of applications in radiology: medical image segmentation, registration, computer aided detection and diagnosis, brain function or activity…

  8. Journal Article Full text

    Online Machine Learning Audiometry

    Barbour, Dennis L.; Howard, Rebecca T.; Song, Xinyu D. et al.

    Ear Hear · 2019 · English · PubMed Central

    OBJECTIVES. A confluence of recent developments in cloud computing, real-time web audio and machine learning psychometric function estimation has made wide dissemination of sophisticated turn-key audiometric assessments possible. The authors have combined these capabilities into an online (i.e…

  9. Journal Article Full text

    Machine Learning in Medicine

    Deo, Rahul C.

    Circulation · 2015 · English · PubMed Central

    Spurred by advances in processing power, memory, storage, and an unprecedented wealth of data, computers are being asked to tackle increasingly complex learning tasks, often with astonishing success. Computers have now mastered a popular variant of poker, learned the laws of physics from…

  10. Journal Article Full text

    Machine learning exciton dynamics

    Häse, Florian; Valleau, Stéphanie; Pyzer-Knapp, Edward et al.

    Chem Sci · 2016 · English · PubMed Central

    Obtaining the exciton dynamics of large photosynthetic complexes by using mixed quantum mechanics/molecular mechanics (QM/MM) is computationally demanding. We propose a machine learning technique, multi-layer perceptrons, as a tool to reduce the time required to compute excited state energies. With…

  11. Journal Article Full text

    Machine learning: supervised methods

    Bzdok, Danilo; Krzywinski, Martin; Altman, Naomi

    Nat Methods · 2018 · English · PubMed Central

    Supervised learning algorithms extract general principles from observed examples guided by a specific prediction objective

  12. Journal Article Full text

    Statistics versus machine learning

    Bzdok, Danilo; Altman, Naomi; Krzywinski, Martin

    Nat Methods · 2018 · English · PubMed Central

  13. Journal Article Full text

    Machine learning: A primer

    Bzdok, Danilo; Krzywinski, Martin; Altman, Naomi

    Nat Methods · 2017 · English · PubMed Central

    Machine learning extracts general principles from observed examples without explicit instructions.

  14. Journal Article Full text

    Simulation-assisted machine learning

    Deist, Timo M; Patti, Andrew; Wang, Zhaoqi et al.

    Bioinformatics · 2019 · English · PubMed Central

    …When sufficient system details are not known, one typically turns to machine learning, which builds a black-box model of the system using a large dataset of input sample features and outputs. We consider a setting which is between these two extremes: some details of the system mechanics are known…

  15. Journal Article Full text

    Expert-augmented machine learning

    Gennatas, Efstathios D.; Friedman, Jerome H.; Ungar, Lyle H. et al.

    Proc Natl Acad Sci U S A · 2020 · English · PubMed Central

    Machine learning is proving invaluable across disciplines. However, its success is often limited by the quality and quantity of available data, while its adoption is limited by the level of trust afforded by given models. Human vs. machine performance is commonly compared empirically to decide…

  16. Journal Article Full text

    Machine Learning in Healthcare

    Habehh, Hafsa; Gohel, Suril

    Curr Genomics · 2021 · English · PubMed Central

    Recent advancements in Artificial Intelligence (AI) and Machine Learning (ML) technology have brought on substantial strides in predicting and identifying health emergencies, disease populations, and disease state and immune response, amongst a few. Although, skepticism remains regarding the…

  17. Journal Article Full text

    Machine Learning for Communications

    Aggarwal, Vaneet

    Entropy (Basel) · 2021 · English · PubMed Central

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