Elena Agliari

Pubblicazioni

Titolo Pubblicato in Anno
Generalized Guerra’s interpolation schemes for dense associative neural networks NEURAL NETWORKS 2020
Detecting cardiac pathologies via machine learning on heart-rate variability time series and related markers SCIENTIFIC REPORTS 2020
Analysis of temporal correlation in heart rate variability through maximum entropy principle in a minimal pairwise glassy model SCIENTIFIC REPORTS 2020
Replica symmetry breaking in neural networks: A few steps toward rigorous results JOURNAL OF PHYSICS. A, MATHEMATICAL AND THEORETICAL 2020
Tolerance versus synaptic noise in dense associative memories THE EUROPEAN PHYSICAL JOURNAL PLUS 2020
Machine learning and statistical physics: preface JOURNAL OF PHYSICS. A, MATHEMATICAL AND THEORETICAL 2020
The relativistic Hopfield model with correlated patterns JOURNAL OF MATHEMATICAL PHYSICS 2020
Dreaming neural networks: Forgetting spurious memories and reinforcing pure ones NEURAL NETWORKS 2019
Exact results for the first-passage properties in a class of fractal networks CHAOS 2019
Free energies of Boltzmann machines: self-averaging, annealed and replica symmetric approximations in the thermodynamic limit JOURNAL OF STATISTICAL MECHANICS: THEORY AND EXPERIMENT 2019
The relativistic Hopfield network: Rigorous results JOURNAL OF MATHEMATICAL PHYSICS 2019
On the Marchenko-Pastur law in analog bipartite spin-glasses JOURNAL OF PHYSICS. A, MATHEMATICAL AND THEORETICAL 2019
Dreaming neural networks: Rigorous results JOURNAL OF STATISTICAL MECHANICS: THEORY AND EXPERIMENT 2019
First encounters on combs PHYSICAL REVIEW. E 2019
Modeling ozone uptake by urban and peri-urban forest. A case study in the metropolitan city of Rome ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2018
Complex reaction kinetics in chemistry: a unified picture suggested by mechanics in physics COMPLEXITY 2018
Social interaction effects on immigrant integration PALGRAVE COMMUNICATIONS 2018
Non-convex Multi-species Hopfield Models JOURNAL OF STATISTICAL PHYSICS 2018
The exact Laplacian spectrum for the Dyson hierarchical network SCIENTIFIC REPORTS 2017
Retrieving infinite numbers of patterns in a spin-glass model of immune networks EUROPHYSICS LETTERS 2017

ERC

  • PE1_12
  • PE1_21
  • PE3_15

Interessi di ricerca

My main field of reasearch is Statistical Mechanics.
In particular, I am interested in Neural networks, Machine Learning, Biological Cybernetics,​  and Mathematical Models and Methods  for Complex Systems. 

Keywords

Statistical mechanics of disordered systems
artificial neural network
Applied Mathematics

Progetti di Ricerca

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