Machine Learning in Natural Complex Systems

Andre Gruning, Thomas Hartung, Axel Hutt, Raina Robeva, Alex Hansen

Frontiers Media SA

Science Neuroscience

Keywords: Model improvement,­learning rules,­deep learning,­data assimilation,­big data

Machine Learning in Neuroscience, Volume II

Reza Lashgari, Ali Ghazizadeh, Babak A. Ardekani, Hamid R. Rabiee

Frontiers Media SA

Science Neuroscience Brain Imaging Methods

Keywords: machine learning,­deep learning,­Image and Signal Processing,­Brain Functional Modeling,­computational neuroscience,­artificial intelligence

Topology in Real-World Machine Learning and Data Analysis

Kathryn Hess, Frédéric Chazal, Umberto Lupo

Frontiers Media SA

Science Applied Mathematics and Statistics Mathematics of Computation and Data Science

Keywords: topological data analysis,­Computational topology,­machine learning,­Algebraic Topology,­Nonlinear dimensionality reduction

Ethical Machine Learning and Artificial Intelligence (AI)

Novi Quadrianto, Björn Wolfgang Schuller, Finnian Rachel Lattimore

Frontiers Media SA

Science Big Data Machine Learning and Artificial Intelligence

Keywords: Ethics,­AI,­artificial intelligence,­machine learning,­fairness,­accountability,­Transparency,­trustworthiness,­reinforcement learning,­adversarial learning,­GDPR

Safe and Trustworthy Machine Learning

Bhavya Kailkhura, Xue Lin, Pin-Yu Chen, Bo Li

Frontiers Media SA

Science Big Data Machine Learning and Artificial Intelligence

Keywords: Safe machine learning,­trustworthy machine learning,­Adversarial attack,­property verification,­robust representation,­robustness certification,­Specification verification,­Model robustness,­Model compression,­robust optimization,­Game theory,­Fair machine learning,­Privacy,­security,­adversarial learning

Probabilistic Perspectives on Brain (dys)Function

Karl Friston, Thomas Parr, Dimitrije Marković, Maxwell James D. Ramstead, Ryan Smith, Casper Hesp

Frontiers Media SA

Science Big Data Machine Learning and Artificial Intelligence

Keywords: Computational Psychiatry,­Bayesian Brain,­Abductive inference,­computational nosology,­artificial intelligence,­Neuroscience,­Generative Model

Music and AI

Alexandra Bonnici, Roger B. Dannenberg, Steven Kemper, Kenneth P. Camilleri

Frontiers Media SA

Science Artificial Intelligence Machine Learning and Artificial Intelligence

Keywords: optical music recognition,­Computational Expression,­music information retrieval,­Music visualisation,­Computational Music Composition

Fundamentals and Applications of AI: An Interdisciplinary Perspective

Víctor M. Eguíluz, Claudio Mirasso, Raul Vicente

Frontiers Media SA

Engineering

Keywords: deep learning,­pattern recognition,­complex systems,­machine learning,­Computational Physics