Showing 1–50 of 23135 results

  1. Reviews |

    • A variety of machine learning methods such as naive Bayesian... , support vector machines and more recently deep neural... ...The integrated application of such machine learning models for end-to-end...
  2. Reviews |

  3. Reviews |

  4. Reviews |

    • Artificial intelligence and machine learning systems are increasingly replacing human... ...when they can be prevented, machine learning researchers should look to the... ...literature on biases in human learning and decision-making. We... ...small and incomplete datasets, learning from the results...
  5. Special Features |

  6. Research |

    • ...a method based on deep learning for forecasting disruptions. Our... ...first-principles-based5 and classical machine-learning7–11 approaches. In... ...it delivers reliable predictions for machines other than the one on... ...the potential for deep learning to accelerate progress in...
  7. Research |

    • ...effective treatments. Recently, deep learning has been employed for ncRNA... ...comprehensive comparison of six deep learning based classification methods published in... ...cross-species performance deviation, deep learning model selection and sequence intrinsic...
  8. Reviews |

    • Machine learning approaches are increasingly used to... ...Here, rather than amending classical machine learning, we argue that these... ...used as part of deep learning (an approach that is... ...the versatility of data-driven machine learning.
  9. Research | | Open

  10. Comments and Opinion |

  11. Research | | Open

  12. Reviews |

  13. Research | | Open

  14. Reviews |

    • ...driven science, genomics largely utilizes machine learning to capture dependencies in data... ...genomics data requires more expressive machine learning models. By effectively leveraging... large data sets, deep learning has transformed fields such as...
  15. Research | | Open

  16. Reviews |

    • ...and ideas between studies of learning in biological and artificial systems... ...to the development of reinforcement learning (RL) algorithms for artificial... systems was inspired by learning rules first developed in biology... ...-difference RL, developed for learning in artificial agents,...
  17. Research | | Open

  18. Reviews |

    • ...we summarize recent progress in machine learning for the chemical sciences.... We outline machine-learning techniques that are suitable for...
  19. Research | | Open

  20. Reviews |

  21. Research | | Open

  22. Research | | Open

    • ...2017, we applied a deep learning-based survival prediction method in... ...prediction using DeepSurv, a deep learning based-survival prediction algorithm,... ...added features. Thus, deep learning-based survival prediction may improve...
  23. Research | | Open

    • ...was first initiated by introducing machine learning to high-throughput growth assays... ...were subjected to decision tree learning. The results showed that...
  24. Special Features |

  25. Reviews |

  26. Research | | Open

    • Current learning machines have successfully solved hard application... ...of state-of-the-art learning machines and analyze various tasks from... ...validating the behavior of nonlinear learning machines. This helps to assess... whether a learned model indeed delivers reliably for... ...machine...
  27. Research | | Open

    • We analyze how accurately supervised machine learning techniques can predict the lowest... ...the possible success of supervised machine learning tasks, namely the depth...
  28. Research | | Open

  29. Research | | Open

  30. News and Views |

    • Classic theories of reinforcement learning and neuromodulation rely on reward... prediction errors. A new machine learning technique relies on neuromodulatory signals...
  31. Reviews |

  32. Research | | Open

    • ...health and translational research. Recent machine learning effort is limited to predicting... ...an auxiliary objective during supervised learning greatly improves performance. We... ...provide interpretation for what is learned by the deep network.... ...of unsupervised learning for clinical...
  33. News and Views |

    • Ordinary computers can perform machine learning by comparing mathematical representations of...
  34. Research | | Open

  35. Research | | Open

  36. Research | | Open

    • ...a high-dimensional mathematical problem. Machine learning is a cost-effective method... ...thermal management by means of machine learning.
  37. Research | | Open

  38. Research | | Open

    • ...is increasingly being impelled by machine learning methods that rely on pre... ...with genetic algorithms. Here a machine learning model is trained on-the... ...surrogate. This leads to a machine learning accelerated genetic algorithm combining robust... ...the genetic algorithm with rapid machine
  39. Research | | Open

    • ...on developing different types of machine learning models, including both deep... ...patient features we build the machine learning models upon include both knowledge... ...demonstrate that the complex deep learning models in this case cannot...
  40. Research | | Open

    • ...comes with great challenges for machine learning algorithms that limit their use... ...challenges the scalability of most learning algorithms. Additionally, most algorithms... ...compression theory, for rule-based learning algorithms that produce highly interpretable... ...accelerate learning...
  41. Reviews |

  42. Research | | Open

  43. Research | | Open

  44. Reviews |

    • Much of recent machine learning has focused on deep learning, in which neural network... ...to gradient-based approaches, including learning neural network building blocks (... ...and even the algorithms for learning themselves. Neuroevolution also differs... ...deep learning (and deep... ...learning...
  45. Research |

  46. Research Highlights |

  47. Research Highlights |

  48. Reviews | | Open

  49. Research |

    • ...harder to identify. Recently, machine learning techniques have been shown to... ...based on diffusion maps that learns topological phase transitions from raw...
  50. Research |