Comparison of fractal dimension estimation algorithms for epileptic seizure onset detection

No abstract is available for this paper.

• Publication year

  2008

• Venue

  International Conferences on Biological Information and Biomedical Engineering

• Publication date

  2008-12-08

• Fields of study

  Medicine, Physics, Computer Science, Mathematics

• Identifiers
  DOI 10.1088/1741-2560/7/4/046007PMID 20571184
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar, PubMed

• No claims are published for this paper.

• No concepts are published for this paper.

• Use of the Higuchi's fractal dimension for the analysis of MEG recordings from Alzheimer's disease patients.

  2009cited by this paper
• An investigation of the phase locking index for measuring of interdependency of cortical source signals recorded in the EEG

  2009cited by this paper
• Detecting Epileptic Seizures in Long-term Human EEG: A New Approach to Automatic Online and Real-Time Detection and Classification of Polymorphic Seizure Patterns

  2008influential reference
• Application of a multivariate seizure detection and prediction method to non-invasive and intracranial long-term EEG recordings.

  2008cited by this paper
• An algorithm for computing the fractal dimension of waveforms

  2008cited by this paper
• Improving the Interpretation of Ictal Scalp EEG: BSS–CCA Algorithm for Muscle Artifact Removal

  2007cited by this paper
• Strategies for adapting automated seizure detection algorithms.

  2007cited by this paper
• One-Class Novelty Detection for Seizure Analysis from Intracranial EEG

  2006cited by this paper
• Improved spatial characterization of the epileptic brain by focusing on nonlinearity.

  2006cited by this paper
• Brain stimulation for epilepsy: can scheduled or responsive neurostimulation stop seizures?

  2006cited by this paper
• Canonical Correlation Analysis Applied to Remove Muscle Artifacts From the Electroencephalogram

  2006cited by this paper
• Analog seizure detection and performance evaluation

  2006cited by this paper
• Fractal spectral analysis of pre-epileptic seizures in terms of criticality

  2005cited by this paper
• Detecting temporal lobe seizures from scalp EEG recordings: a comparison of various features.

  2005cited by this paper
• Linear correlation between fractal dimension of EEG signal and handgrip force

  2005cited by this paper
• A system to detect the onset of epileptic seizures in scalp EEG.

  2005influential reference
• Analysis of cardiac health using fractal dimension and wavelet transformation

  2005cited by this paper
• Brain stimulation for epilepsy

  2005cited by this paper
• An automatic warning system for epileptic seizures recorded on intracerebral EEGs.

  2005influential reference
• Long-term seizure outcomes following epilepsy surgery: a systematic review and meta-analysis.

  2005cited by this paper
• Nonlinear aspects of the EEG during sleep in children

  2005cited by this paper
• Seizure detection: evaluation of the Reveal algorithm.

  2004cited by this paper
• High-frequency oscillations and seizure generation in neocortical epilepsy.

  2004cited by this paper
• Patient-specific seizure onset detection

  2004influential reference
• Gaussian mixture models of ECoG signal features for improved detection of epileptic seizures.

  2004cited by this paper
• Patient-specific seizure onset detection.

  2004cited by this paper
• Anticipation of epileptic seizures from standard EEG recordings.

  2003cited by this paper
• EMG contamination of EEG: spectral and topographical characteristics.

  2003cited by this paper
• Wavelet based automatic seizure detection in intracerebral electroencephalogram.

  2003cited by this paper
• New horizons in ambulatory electroencephalography

  2003cited by this paper
• Linear and non-linear methods for automatic seizure detection in scalp electro-encephalogram recordings

  2002cited by this paper
• Quantitative evaluation of the relative contribution ratio of cerebral tissue to near-infrared signals in the adult human head: a preliminary study

  2002cited by this paper
• Performance Reassessment of a Real‐time Seizure‐detection Algorithm on Long ECoG Series

  2002cited by this paper
• A multistage, multimethod approach for automatic detection and classification of epileptiform EEG

  2002cited by this paper
• Chaotic dynamics applied to signal complexity in phase space and in time domain

  2002cited by this paper
• Fractal characterization of complexity in temporal physiological signals

  2002cited by this paper
• Using simulated neuronal cell models for detection of epileptic seizures in foramen ovale and scalp EEG.

  2001cited by this paper
• A comparison of waveform fractal dimension algorithms

  2001cited by this paper
• Outpatient Seizure Identification: Results of 502 Patients Using Computer-Assisted Ambulatory EEG

  2001cited by this paper
• Line length: an efficient feature for seizure onset detection

  2001cited by this paper
• Anticipation of epileptic seizures from standard EEG recordings.

  2001cited by this paper
• Indications of nonlinear deterministic and finite-dimensional structures in time series of brain electrical activity: dependence on recording region and brain state.

  2001cited by this paper
• Mesial Temporal Lobe Epilepsy: What Have We Learned?

  2001cited by this paper
• EPILEPSY – WHEN CHAOS FAILS

  2000cited by this paper
• Signal and image analysis using chaos theory and fractal geometry

  2000influential reference
• Mean phase coherence as a measure for phase synchronization and its application to the EEG of epilepsy patients

  2000cited by this paper
• Fractal dimension characterizes seizure onset in epileptic patients

  1999cited by this paper
• Estimation of fractal dimension of images using a fixed mass approach

  1999cited by this paper
• Seizure detection using a self-organizing neural network: validation and comparison with other detection strategies.

  1998cited by this paper
• Real‐Time Automated Detection and Quantitative Analysis of Seizures and Short‐Term Prediction of Clinical Onset

  1998cited by this paper
• An effective algorithm for quick fractal analysis of movement biosignals in ambulatory monitoring

  1998cited by this paper
• A patient-specific algorithm for the detection of seizure onset in long-term EEG monitoring: possible use as a warning device

  1997influential reference
• Use of the fractal dimension for the analysis of electroencephalographic time series

  1997influential reference
• Local Perfusion of Diazepam Attenuates Interictal and Ictal Events in the Bicuculline Model of Epilepsy in Rats

  1997cited by this paper
• Understanding nonlinear dynamics

  1996cited by this paper
• Automated seizure detection using a self-organizing neural network.

  1996cited by this paper
• Kolmogorov complexity of finite sequences and recognition of different preictal EEG patterns

  1995cited by this paper
• Fractal analysis of electroencephalographic signals intracerebrally recorded during 35 epileptic seizures: evaluation of a new method for synoptic visualisation of ictal events.

  1994cited by this paper
• Curves and Fractal Dimension

  1994cited by this paper
• Measuring the Fractal Dimension of Signals: Morphological Covers and Iterative Optimization

  1993cited by this paper
• An automated seizure monitoring system for patients with indwelling recording electrodes.

  1993cited by this paper
• Energy separation in signal modulations with application to speech analysis

  1993cited by this paper
• A new technique for fractal analysis applied to human, intracerebrally recorded, ictal electroencephalographic signals.

  1992cited by this paper
• Computerized seizure detection of complex partial seizures.

  1991cited by this paper
• Automatic seizure detection: improvements and evaluation.

  1990cited by this paper
• An application of fractal dimension to the detection of transients in the electroencephalogram.

  1990cited by this paper
• Approach to an irregular time series on the basis of the fractal theory

  1988influential reference
• Fractals and the analysis of waveforms.

  1988cited by this paper
• Fractals in nature: from characterization to simulation

  1988cited by this paper
• Fractal structure of the interplanetary magnetic field

  1986cited by this paper
• Fractal characterization of speech waveform graphs

  1986cited by this paper
• Generalizations of the Hausdorff dimension of fractal measures

  1985cited by this paper
• Fractals and the analysis of growth paths

  1985cited by this paper
• Fractal Geometry of Nature

  1984cited by this paper
• An Investigation of the Phase Locking of Laser Modes by Continuous Resonator-Length Variation I. Computer Simulation for a Unidirectional Traveling-Wave Ring Laser

  1984cited by this paper
• Measuring the Strangeness of Strange Attractors

  1983cited by this paper
• Automatic recognition of epileptic seizures in the EEG.

  1982cited by this paper
• Measuring The Fractal Dimension Of EEGSignals: Selection And Adaptation OfMethod For Real-time Analysis

  1970cited by this paper

• Integrating spatial and temporal features for enhanced artifact removal in multi-channel EEG recordings

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  2024cites this paper
• Diagnosing Epilepsy using Entropy Measures and Embedding Parameters of EEG Signals

  2024cites this paper
• A Robust Automatic Epilepsy Seizure Detection Algorithm Based on Interpretable Features and Machine Learning

  2024cites this paper
• Closed-Loop Implantable Neurostimulators for Individualized Treatment of Intractable Epilepsy: A Review of Recent Developments, Ongoing Challenges, and Future Opportunities

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• Pressure Signal-Based Analysis of Anomalies in Switching Behavior of a Two-Way Directional Control Valve

  2023cites this paper
• Performance Analysis of Robust Local Mean Decomposition and Empirical Mode Decomposition Methods in the Detection of Epilepsy

  2022cites this paper
• The effect of 40 Hz binaural beats on working memory

  2022cites this paper
• Online chatter monitor system based on rapid detection method and wireless communication

  2022cites this paper
• Detection of spontaneous seizures in EEGs in multiple experimental mouse models of epilepsy

  2021cites this paper
• Linear and non-linear feature extraction from rat electrocorticograms for seizure detection by support vector machine

  2021cites this paper
• Monitoring the Degradation in the Switching Behavior of a Hydraulic Valve Using Recurrence Quantification Analysis and Fractal Dimensions

  2021cites this paper
• EEG-Based Machine Learning: Theory and Applications

  2021cites this paper
• Epileptic Seizures Detection in EEG Signals Using Fusion Handcrafted and Deep Learning Features

  2021influential citation
• Variation Trends of Fractal Dimension in Epileptic EEG Signals

  2021cites this paper
• Detection of Epileptic Seizures on EEG Signals Using ANFIS Classifier, Autoencoders and Fuzzy Entropies

  2021cites this paper
• Supervised machine learning tools: a tutorial for clinicians

  2020cites this paper
• Manifold-adaptive dimension estimation revisited

  2020cites this paper
• Investigations on Nonlinearity for Health Monitoring of Rotor Bearing System

  2020cites this paper
• Detection of Hypoglycemia Using Measures of EEG Complexity in Type 1 Diabetes Patients

  2020cites this paper
• Nonlinear analysis of scalp EEGs from normal and brain tumour subjects

  2020cites this paper
• Photoplethysmogram Signal Quality Evaluation by Unsupervised Learning Approach

  2020cites this paper
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  2019cites this paper
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  2019cites this paper
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  2019cites this paper
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• Fractal Analysis on Artificial Profiles and Electroencephalography Signals by Roughness Scaling Extraction Algorithm

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• Bio-Signal Complexity Analysis in Epileptic Seizure Monitoring: A Topic Review

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