Natural computing for mechanical systems research: A tutorial overview

K Worden, WJ Staszewski, JJ Hensman - Mechanical Systems and Signal …, 2011 - Elsevier
A great many computational algorithms developed over the past half-century have been
motivated or suggested by biological systems or processes, the most well-known being the …

Hybrid and ensemble-based soft computing techniques in bankruptcy prediction: a survey

A Verikas, Z Kalsyte, M Bacauskiene, A Gelzinis - Soft Computing, 2010 - Springer
This paper presents a comprehensive review of hybrid and ensemble-based soft computing
techniques applied to bankruptcy prediction. A variety of soft computing techniques are …

A simple approach to improve single-model deep uncertainty via distance-awareness

JZ Liu, S Padhy, J Ren, Z Lin, Y Wen, G Jerfel… - Journal of Machine …, 2023 - jmlr.org
Accurate uncertainty quantification is a major challenge in deep learning, as neural
networks can make overconfident errors and assign high confidence predictions to out-of …

High-dimensional Bayesian optimization using low-dimensional feature spaces

R Moriconi, MP Deisenroth, KS Sesh Kumar - Machine Learning, 2020 - Springer
Bayesian optimization (BO) is a powerful approach for seeking the global optimum of
expensive black-box functions and has proven successful for fine tuning hyper-parameters …

Learning a parametric embedding by preserving local structure

L Van Der Maaten - Artificial intelligence and statistics, 2009 - proceedings.mlr.press
The paper presents a new unsupervised dimensionality reduction technique, called
parametric t-SNE, that learns a parametric map** between the high-dimensional data …

Gaussian process dynamical models for human motion

JM Wang, DJ Fleet, A Hertzmann - IEEE transactions on pattern …, 2007 - ieeexplore.ieee.org
We introduce Gaussian process dynamical models (GPDMs) for nonlinear time series
analysis, with applications to learning models of human pose and motion from high …

[PDF][PDF] Wifi-slam using gaussian process latent variable models.

B Ferris, D Fox, ND Lawrence - IJCAI, 2007 - researchgate.net
WiFi localization, the task of determining the physical location of a mobile device from
wireless signal strengths, has been shown to be an accurate method of indoor and outdoor …

Characterization of transcriptional networks in blood stem and progenitor cells using high-throughput single-cell gene expression analysis

V Moignard, IC Macaulay, G Swiers, F Buettner… - Nature cell …, 2013 - nature.com
Cellular decision-making is mediated by a complex interplay of external stimuli with the
intracellular environment, in particular transcription factor regulatory networks. Here we have …

Discriminative shared gaussian processes for multiview and view-invariant facial expression recognition

S Eleftheriadis, O Rudovic… - IEEE transactions on …, 2014 - ieeexplore.ieee.org
Images of facial expressions are often captured from various views as a result of either head
movements or variable camera position. Existing methods for multiview and/or view …

Continuous character control with low-dimensional embeddings

S Levine, JM Wang, A Haraux, Z Popović… - ACM Transactions on …, 2012 - dl.acm.org
Interactive, task-guided character controllers must be agile and responsive to user input,
while retaining the flexibility to be readily authored and modified by the designer. Central to …