Computational and Mathematical Methods in Medicine

Recent Advances in Statistical Data and Signal Analysis: Application to Real World Diagnostics from Medical and Biological Signals


Publishing date
13 May 2016
Status
Published
Submission deadline
25 Dec 2015

1ETH Zurich, Zurich, Switzerland

2Singapore-MIT Alliance for Research and Technology, Singapore

3Shahid Beheshti University, Tehran, Iran

4Nanyang Technological University, Singapore


Recent Advances in Statistical Data and Signal Analysis: Application to Real World Diagnostics from Medical and Biological Signals

Description

Medical and biological signals span almost the entire spectrum from EEG to X-rays and their sources range from molecular scales to large organs such as heart, brain, and muscles. Signal processing techniques (including image analysis) are constantly serving towards improving the state of the art in medical and biological data analysis and interpretation. Computational approaches that have been hugely popular and found important applications include computational modelling, Bayesian and graphical models, machine learning, deep-learning, pattern recognition, optimization, spectral and pseudospectral analysis, stochastic modelling, iterative system model adaptation, and multiscale multiphysics analysis to name a few. This special issue focuses on recent advances in statistical techniques applied to medical and biological signals for disease detection and diagnosis. Some relevant focus areas are inflammatory bowel disease (IBDs), lesion detection in the human vasculature system using image or signal analysis, brain tumor detection, and schizophrenia detection using fMRI or EEG. We encourage contributions from authors working on real world medical and biological problems that require different signal processing techniques. We invite authors to contribute papers on interdisciplinary work overlapping electrical or computer engineering and biology, medicine, or other related disciplines.

Potential topics include, but are not limited to:

  • Biological/medical image and signal processing in MRI, EEG, fMRI, CT, and ultrasound
  • Bayesian approaches and graphical models
  • Sensor and probe’s signal analysis
  • Imaging and microscopy techniques
  • Medical informatics
  • Human brain mapping
  • Modelling and simulation of biological, biochemical, cellular, and subcellular processes
  • Sensor fusion
  • Large scale data analysis
  • Machine learning and computational intelligence
  • Optimization problems in biomedicine
  • Pattern recognition techniques in biomedicine
  • Wearable devices based health informatics
  • Brain computer interface in medicine

Articles

  • Special Issue
  • - Volume 2016
  • - Article ID 1643687
  • - Editorial

Recent Advances in Statistical Data and Signal Analysis: Application to Real World Diagnostics from Medical and Biological Signals

Dwarikanath Mahapatra | Krishna Agarwal | ... | Dilip K. Prasad
  • Special Issue
  • - Volume 2016
  • - Article ID 2478324
  • - Research Article

Perfusion Angiography in Acute Ischemic Stroke

Fabien Scalzo | David S. Liebeskind
  • Special Issue
  • - Volume 2016
  • - Article ID 3195373
  • - Research Article

Detecting the Intention to Move Upper Limbs from Electroencephalographic Brain Signals

Berenice Gudiño-Mendoza | Gildardo Sanchez-Ante | Javier M. Antelis
  • Special Issue
  • - Volume 2016
  • - Article ID 9585431
  • - Review Article

Frequency and Time Domain Analysis of Foetal Heart Rate Variability with Traditional Indexes: A Critical Survey

Maria Romano | Luigi Iuppariello | ... | Mario Cesarelli
  • Special Issue
  • - Volume 2016
  • - Article ID 9523849
  • - Research Article

Centered Kernel Alignment Enhancing Neural Network Pretraining for MRI-Based Dementia Diagnosis

David Cárdenas-Peña | Diego Collazos-Huertas | German Castellanos-Dominguez
  • Special Issue
  • - Volume 2016
  • - Article ID 9506829
  • - Research Article

Establishment of Relational Model of Congenital Heart Disease Markers and GO Functional Analysis of the Association between Its Serum Markers and Susceptibility Genes

Min Liu | Luosha Zhao | Jiaying Yuan
  • Special Issue
  • - Volume 2016
  • - Article ID 1267919
  • - Research Article

Diagnosing Parkinson’s Diseases Using Fuzzy Neural System

Rahib H. Abiyev | Sanan Abizade

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