Search Results - "Tiňo, Peter"
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1
Asymptotic Fisher memory of randomized linear symmetric Echo State Networks
Published in Neurocomputing (Amsterdam) (12-07-2018)“…We study asymptotic properties of Fisher memory of linear Echo State Networks with randomized symmetric state space coupling. In particular, two reservoir…”
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2
Simple deterministically constructed cycle reservoirs with regular jumps
Published in Neural computation (01-07-2012)“…A new class of state-space models, reservoir models, with a fixed state transition structure (the "reservoir") and an adaptable readout from the state space,…”
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3
Strong connectivity in real directed networks
Published in Proceedings of the National Academy of Sciences - PNAS (21-03-2023)“…In many real, directed networks, the strongly connected component of nodes which are mutually reachable is very small. This does not fit with current theory,…”
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4
Unmodelled clustering methods for gravitational wave populations of compact binary mergers
Published in Monthly notices of the Royal Astronomical Society (21-09-2019)“…ABSTRACT The mass and spin distributions of compact binary gravitational-wave sources are currently uncertain due to complicated astrophysics involved in their…”
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5
Model-independent inference on compact-binary observations
Published in Monthly notices of the Royal Astronomical Society (01-03-2017)“…The recent advanced LIGO detections of gravitational waves from merging binary black holes enhance the prospect of exploring binary evolution via…”
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6
Generalized Learning Vector Quantization With Log-Euclidean Metric Learning on Symmetric Positive-Definite Manifold
Published in IEEE transactions on cybernetics (01-08-2023)“…In many classification scenarios, the data to be analyzed can be naturally represented as points living on the curved Riemannian manifold of symmetric…”
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7
Ordinal regression based on learning vector quantization
Published in Neural networks (01-09-2017)“…Recently, ordinal regression, which predicts categories of ordinal scale, has received considerable attention. In this paper, we propose a new approach to…”
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8
Swarm-intelligence-based extraction and manifold crawling along the Large-Scale Structure
Published in Monthly notices of the Royal Astronomical Society (15-02-2023)“…ABSTRACT The distribution of galaxies and clusters of galaxies on the mega-parsec scale of the Universe follows an intricate pattern now famously known as the…”
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Foreword to the Focus Issue on Machine Intelligence in Astronomy and Astrophysics
Published in Publications of the Astronomical Society of the Pacific (01-11-2019)Get full text
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10
Influence and influenceability: global directionality in directed complex networks
Published in Royal Society open science (30-08-2023)“…Knowing which nodes are influential in a complex network and whether the network can be influenced by a small subset of nodes is a key part of network…”
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11
Fitness-based growth of directed networks with hierarchy
Published in Journal of physic, complexity (01-09-2024)“…Growing attention has been brought to the fact that many real directed networks exhibit hierarchy and directionality as measured through techniques like…”
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12
ASAP – A sub-sampling approach for preserving topological structures modeled with geodesic topographic mapping
Published in Neurocomputing (Amsterdam) (22-01-2022)“…Topological data analysis tools enjoy increasing popularity in a wide range of applications, such as Computer graphics, Image analysis, Machine learning, and…”
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13
Unsupervised multimodal modeling of cognitive and brain health trajectories for early dementia prediction
Published in Scientific reports (10-05-2024)“…Predicting the course of neurodegenerative disorders early has potential to greatly improve clinical management and patient outcomes. A key challenge for early…”
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14
Cognitive fault diagnosis in Tennessee Eastman Process using learning in the model space
Published in Computers & chemical engineering (04-08-2014)“…This paper focuses on the Tennessee Eastman (TE) process and for the first time investigates it in a cognitive way. The cognitive fault diagnosis does not…”
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15
Basic properties and information theory of Audic-Claverie statistic for analyzing cDNA arrays
Published in BMC bioinformatics (23-09-2009)“…The Audic-Claverie method 1 has been and still continues to be a popular approach for detection of differentially expressed genes in the SAGE framework. The…”
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16
Probabilistic Classification Vector Machines
Published in IEEE transactions on neural networks (01-06-2009)“…In this paper, a sparse learning algorithm, probabilistic classification vector machines (PCVMs), is proposed. We analyze relevance vector machines (RVMs) for…”
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17
Predictive Ensemble Pruning by Expectation Propagation
Published in IEEE transactions on knowledge and data engineering (01-07-2009)“…An ensemble is a group of learners that work together as a committee to solve a problem. The existing ensemble learning algorithms often generate unnecessarily…”
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18
Short term memory in input-driven linear dynamical systems
Published in Neurocomputing (Amsterdam) (18-07-2013)“…We investigate the relation between two quantitative measures characterizing short term memory in input driven dynamical systems, namely the short term memory…”
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19
A geometric framework for pitch estimation on acoustic musical signals
Published in Journal of mathematics and music (Society for Mathematics and Computation in Music) (02-01-2023)“…This paper presents a geometric approach to pitch estimation (PE) - an important problem in music information retrieval (MIR), and a precursor to a variety of…”
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20
Bifurcation structure of equilibria of iterated softmax
Published in Chaos, solitons and fractals (30-08-2009)“…We present a detailed bifurcation study of iterated renormalization process driven by softmax transformation parametrized by a temperature parameter. For each…”
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