期刊信息
Foundations and Trends in Machine Learning
https://www.nowpublishers.com/mal
出版商:
Now Publishers Inc.
ISSN:
1935-8237
浏览:
8665
关注:
1
征稿
The growth in all aspects of research in the last decade has led to a multitude of new publications and an exponential increase in published research. Finding a way through the excellent existing literature and keeping up to date has become a major time-consuming problem. Electronic publishing has given researchers instant access to more articles than ever before. But which articles are the essential ones that should be read to understand and keep abreast with developments of any topic? To address this problem Foundations and Trends® in Machine Learning publishes high-quality survey and tutorial monographs of the field.

Each issue of Foundations and Trends ® in Machine Learning comprises a 50-100 page monograph written by research leaders in the field. Monographs that give tutorial coverage of subjects, research retrospectives as well as survey papers that offer state-of-the-art reviews fall within the scope of the journal.

Editorial Scope

Foundations and Trends® in Machine Learning publishes survey and tutorial articles on the theory, algorithms and applications of machine learning, including the following topics:

    Adaptive control and signal processing
    Applications and case studies
    Behavioral, cognitive and neural learning
    Bayesian learning
    Classification and prediction
    Clustering
    Data mining
    Dimensionality reduction
    Evaluation
    Game theoretic learning
    Graphical models
    Independent component analysis
    Inductive logic programming
    Kernel methods
    Markov chain Monte Carlo
    Model choice
    Nonparametric methods
    Online learning
    Optimization
    Reinforcement learning
    Relational learning
    Robustness
    Spectral methods
    Statistical learning theory
    Variational inference
    Visualization
最后更新 Dou Sun 在 2020-03-12
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