EEG-based neonatal seizure detection with Support Vector Machines.

PubWeight™: 1.88‹?› | Rank: Top 3%

🔗 View Article (PMC 3036797)

Published in Clin Neurophysiol on August 14, 2010

Authors

A Temko1, E Thomas, W Marnane, G Lightbody, G Boylan

Author Affiliations

1: Neonatal Brain Research Group, University College Cork, Ireland. andreyt@eleceng.ucc.ie

Articles citing this

Performance assessment for EEG-based neonatal seizure detectors. Clin Neurophysiol (2010) 1.45

Neonatal seizures and status epilepticus. J Clin Neurophysiol (2012) 1.11

An algorithm for seizure onset detection using intracranial EEG. Epilepsy Behav (2011) 0.99

EEG signal description with spectral-envelope-based speech recognition features for detection of neonatal seizures. IEEE Trans Inf Technol Biomed (2011) 0.91

Robust neonatal EEG seizure detection through adaptive background modeling. Int J Neural Syst (2013) 0.90

Quickest detection of drug-resistant seizures: an optimal control approach. Epilepsy Behav (2011) 0.85

Validation of an automated seizure detection algorithm for term neonates. Clin Neurophysiol (2015) 0.85

Interobserver agreement for neonatal seizure detection using multichannel EEG. Ann Clin Transl Neurol (2015) 0.84

Development of neonatal seizure detectors: an elusive target and stretching measuring tapes. Clin Neurophysiol (2010) 0.84

Instantaneous measure of EEG channel importance for improved patient-adaptive neonatal seizure detection. IEEE Trans Biomed Eng (2011) 0.83

In-depth performance analysis of an EEG based neonatal seizure detection algorithm. Clin Neurophysiol (2016) 0.80

Automating the analysis of EEG recordings from prematurely-born infants: a Bayesian approach. Clin Neurophysiol (2012) 0.79

Inclusion of temporal priors for automated neonatal EEG classification. J Neural Eng (2012) 0.79

An automated system for grading EEG abnormality in term neonates with hypoxic-ischaemic encephalopathy. Ann Biomed Eng (2012) 0.79

Prediction of brain maturity in infants using machine-learning algorithms. Neuroimage (2016) 0.78

Proceedings of the Third Annual Deep Brain Stimulation Think Tank: A Review of Emerging Issues and Technologies. Front Neurosci (2016) 0.78

Clinical implementation of a neonatal seizure detection algorithm. Decis Support Syst (2015) 0.78

Computerized decision support in adult and pediatric critical care. World J Crit Care Med (2013) 0.76

Phenobarbital reduces EEG amplitude and propagation of neonatal seizures but does not alter performance of automated seizure detection. Clin Neurophysiol (2016) 0.75

Optimal training dataset composition for SVM-based, age-independent, automated epileptic seizure detection. Med Biol Eng Comput (2016) 0.75

Brain Ultrasonography Findings in Neonatal Seizure; a Cross-sectional Study. Emerg (Tehran) (2017) 0.75

Improved epileptic seizure detection combining dynamic feature normalization with EEG novelty detection. Med Biol Eng Comput (2016) 0.75

Combining Partial Directed Coherence and Graph Theory to Analyse Effective Brain Networks of Different Mental Tasks. Front Hum Neurosci (2016) 0.75

AN ANALYSIS OF TWO COMMON REFERENCE POINTS FOR EEGS. IEEE Signal Process Med Biol Symp (2017) 0.75

Epileptic seizure classifications of single-channel scalp EEG data using wavelet-based features and SVM. Med Biol Eng Comput (2017) 0.75

Toward a Personalized Real-Time Diagnosis in Neonatal Seizure Detection. IEEE J Transl Eng Health Med (2017) 0.75

Sparse representation-based EMD and BLDA for automatic seizure detection. Med Biol Eng Comput (2016) 0.75

Articles cited by this

Defining the gap between electrographic seizure burden, clinical expression and staff recognition of neonatal seizures. Arch Dis Child Fetal Neonatal Ed (2007) 1.99

Automated neonatal seizure detection mimicking a human observer reading EEG. Clin Neurophysiol (2008) 1.96

Comparison between simultaneously recorded amplitude integrated electroencephalogram (cerebral function monitor) and standard electroencephalogram in neonates. Pediatrics (2002) 1.59

Performance assessment for EEG-based neonatal seizure detectors. Clin Neurophysiol (2010) 1.45

Seizure detection algorithm for neonates based on wave-sequence analysis. Clin Neurophysiol (2006) 1.45

The exact ictal and interictal duration of electroencephalographic neonatal seizures. Epilepsia (1987) 1.44

Automatic seizure detection in the newborn: methods and initial evaluation. Electroencephalogr Clin Neurophysiol (1997) 1.39

Accuracy of bedside electroencephalographic monitoring in comparison with simultaneous continuous conventional electroencephalography for seizure detection in term infants. Pediatrics (2008) 1.38

A multistage knowledge-based system for EEG seizure detection in newborn infants. Clin Neurophysiol (2007) 1.38

Non-expert use of the cerebral function monitor for neonatal seizure detection. Arch Dis Child Fetal Neonatal Ed (2004) 1.36

Detection of neonatal seizures through computerized EEG analysis. Electroencephalogr Clin Neurophysiol (1992) 1.35

A computer-aided detection of EEG seizures in infants: a singular-spectrum approach and performance comparison. IEEE Trans Biomed Eng (2002) 1.26

A comparison of quantitative EEG features for neonatal seizure detection. Clin Neurophysiol (2008) 1.15

Treatment of neonatal seizures. Arch Dis Child Fetal Neonatal Ed (2007) 1.07

An evaluation of automated neonatal seizure detection methods. Clin Neurophysiol (2005) 1.01

Additional value of two-channel amplitude integrated EEG recording in full-term infants with unilateral brain injury. Arch Dis Child Fetal Neonatal Ed (2009) 1.00

Neonatal EEG. The International Federation of Clinical Neurophysiology. Electroencephalogr Clin Neurophysiol Suppl (1999) 0.99

Detection of subclinical electroencephalographic seizure patterns with multichannel amplitude-integrated EEG in full-term neonates. Clin Neurophysiol (2009) 0.99

Speech recognition features for EEG signal description in detection of neonatal seizures. Conf Proc IEEE Eng Med Biol Soc (2010) 0.98

Classifier models and architectures for EEG-based neonatal seizure detection. Physiol Meas (2008) 0.96

Wavelet analysis for neonatal electroencephalographic seizures. Pediatr Neurol (2003) 0.96

Evaluation of the Cerebral Function Monitor as a tool for neurophysiological surveillance in neonatal intensive care patients. Childs Nerv Syst (2001) 0.90

An SVM-based system and its performance for detection of seizures in neonates. Conf Proc IEEE Eng Med Biol Soc (2009) 0.82

Articles by these authors

Trends, rhythms, and aberrations in global climate 65 Ma to present. Science (2001) 27.08

Safety and effectiveness of nurse telephone consultation in out of hours primary care: randomised controlled trial. The South Wiltshire Out of Hours Project (SWOOP) Group. BMJ (1998) 10.82

Ordered rearrangement of immunoglobulin heavy chain variable region segments. EMBO J (1984) 6.67

Organization and reorganization of immunoglobulin genes in A-MULV-transformed cells: rearrangement of heavy but not light chain genes. Cell (1981) 6.31

Outcome of low back pain in general practice: a prospective study. BMJ (1998) 5.27

Insertion of N regions into heavy-chain genes is correlated with expression of terminal deoxytransferase in B cells. Nature (1984) 4.18

Distinct physiological states of Plasmodium falciparum in malaria-infected patients. Nature (2007) 3.69

Bone-marrow transplantation (first of two parts). N Engl J Med (1975) 3.33

Type I IFNs enhance the terminal differentiation of dendritic cells. J Immunol (1998) 3.19

Immunoglobulin heavy-chain expression and class switching in a murine leukaemia cell line. Nature (1982) 3.05

Appropriateness of use of emergency ambulances. J Accid Emerg Med (1998) 3.02

Prevalence and predictive factors for regional osteopenia in women with anorexia nervosa. Ann Intern Med (2000) 2.80

A pragmatic randomised controlled trial of local corticosteroid injection and physiotherapy for the treatment of new episodes of unilateral shoulder pain in primary care. Ann Rheum Dis (2003) 2.78

Occupational risk factors for shoulder pain: a systematic review. Occup Environ Med (2000) 2.40

Development and validation of a questionnaire to assess disabling foot pain. Pain (2000) 2.34

Overnight calls in primary care: randomised controlled trial of management using nurse telephone consultation. BMJ (1999) 2.32

Influence of previous pain experience on the episode incidence of low back pain: results from the South Manchester Back Pain Study. Pain (1996) 2.17

The illness perceptions associated with health and behavioural outcomes in people with musculoskeletal hand problems: findings from the North Staffordshire Osteoarthritis Project (NorStOP). Rheumatology (Oxford) (2007) 2.12

Risk factors for neck pain: a longitudinal study in the general population. Pain (2001) 2.06

Do routine antibiotics after loop diathermy excision reduce morbidity? Br J Obstet Gynaecol (1998) 2.05

Psychosocial factors in the workplace--do they predict new episodes of low back pain? Evidence from the South Manchester Back Pain Study. Spine (Phila Pa 1976) (1997) 2.01

Psychologic distress and low back pain. Evidence from a prospective study in the general population. Spine (Phila Pa 1976) (1995) 1.98

What is the solution to proximal migration of the Amsterdam type biliary endoprosthesis? Gastrointest Endosc (1988) 1.92

Mortality among UK Gulf War veterans. Lancet (2000) 1.75

A comparison of three types of tracheal tube for use in laryngeal mask assisted blind orotracheal intubation. Anaesthesia (1994) 1.71

The grading of hallux valgus. The Manchester Scale. J Am Podiatr Med Assoc (2001) 1.70

Isolation of Helicobacter pylori from saliva. J Clin Microbiol (1993) 1.70

Prediction of future metastasis and molecular characterization of head and neck squamous-cell carcinoma based on transcriptome and genome analysis by microarrays. Oncogene (2008) 1.63

'Do not resuscitate' decisions. A prospective study at three teaching hospitals. Arch Intern Med (1985) 1.58

Employment and physical work activities as predictors of future low back pain. Spine (Phila Pa 1976) (1997) 1.57

Ultra-low dose combined spinal-epidural anesthesia with intrathecal bupivacaine 3.75 mg for cesarean delivery: a randomized controlled trial. Int J Obstet Anesth (2006) 1.56

Trisomy 15 with loss of the paternal 15 as a cause of Prader-Willi syndrome due to maternal disomy. Am J Hum Genet (1992) 1.50

Strong constraints on the rare decays B(s)(0) → μ+ μ- and B0 → μ+ μ-. Phys Rev Lett (2012) 1.50

First observation of the decays B(0) → D(+)K(-)π(+)π(-) and B(-) → D(0)K(-)π(+)π(-). Phys Rev Lett (2012) 1.50

Symptoms and radiographic osteoarthritis: not as discordant as they are made out to be? Ann Rheum Dis (2006) 1.49

Subhepatic appendix with fecalith mimicking acute cholecystitis with gallstone. J Clin Ultrasound (1996) 1.49

Carbapenem-resistant Gram-negative bacilli in Canada 2009-10: results from the Canadian Nosocomial Infection Surveillance Program (CNISP). J Antimicrob Chemother (2012) 1.45

Performance assessment for EEG-based neonatal seizure detectors. Clin Neurophysiol (2010) 1.45

Determination of the X(3872) meson quantum numbers. Phys Rev Lett (2013) 1.42

Comparison of two oral electrolyte solutions for the treatment of dehydrated calves with experimentally-induced diarrhoea. Vet J (2001) 1.42

Cutaneous larva migrans, creeping eruption, sand worm. Arch Dis Child (2005) 1.39

Diminutive polyps found on flexible sigmoidoscopy. Management and follow-up. Postgrad Med (1992) 1.39

Proportion positive for Epstein-Barr virus, cytomegalovirus, human herpesvirus 6, Toxoplasma, and human immunodeficiency virus types 1 and 2 in heterophile-negative patients with an absolute lymphocytosis or an instrument-generated atypical lymphocyte flag. Arch Pathol Lab Med (2000) 1.39

ANO1 amplification and expression in HNSCC with a high propensity for future distant metastasis and its functions in HNSCC cell lines. Br J Cancer (2010) 1.38

Lignocaine 0.5% for spinal anaesthesia in gynaecological day surgery. Anaesthesia (1994) 1.38

A newly developed PCR assay of H. pylori in gastric biopsy, saliva, and feces. Evidence of high prevalence of H. pylori in saliva supports oral transmission. Dig Dis Sci (1996) 1.36

Supracrystallographic resolution of interactions contributing to enzyme catalysis by use of natural structural variants and reactivity-probe kinetics. Biochem J (1988) 1.35

Predictors of early improvement in low back pain amongst consulters to general practice: the influence of pre-morbid and episode-related factors. Pain (1999) 1.34

Does isolated patellofemoral osteoarthritis matter? Osteoarthritis Cartilage (2009) 1.33

CD40 ligand/trimer DNA enhances both humoral and cellular immune responses and induces protective immunity to infectious and tumor challenge. J Immunol (1998) 1.32

Clinical classification criteria for knee osteoarthritis: performance in the general population and primary care. Ann Rheum Dis (2006) 1.32

Phylogenetic evaluation of Kenyan HIV type 1 isolates. AIDS Res Hum Retroviruses (1997) 1.29

Association between amputation, arthritis and osteopenia in British male war veterans with major lower limb amputations. Clin Rehabil (1998) 1.28

The natural history of chronic pain in the community: a better prognosis than in the clinic? J Rheumatol (1996) 1.27

Short-term physical risk factors for new episodes of low back pain. Prospective evidence from the South Manchester Back Pain Study. Spine (Phila Pa 1976) (1999) 1.26

A new interspecific, Gossypium hirsutum x G. barbadense, RIL population: towards a unified consensus linkage map of tetraploid cotton. Theor Appl Genet (2009) 1.24

Cognitive functions and aging in the dog: acquisition of nonspatial visual tasks. Behav Neurosci (1994) 1.24

Acute osteoporotic vertebral collapse: open study on percutaneous injection of acrylic surgical cement in 20 patients. AJR Am J Roentgenol (1999) 1.23

The impact of musculoskeletal hand problems in older adults: findings from the North Staffordshire Osteoarthritis Project (NorStOP). Rheumatology (Oxford) (2007) 1.22

Faecal carriage of group B streptococci. J Clin Pathol (1980) 1.21

First observation of CP violation in the decays of B(s)0 mesons. Phys Rev Lett (2013) 1.21

Weak association between subjective symptoms or and objective testing for dry eyes and dry mouth: results from a population based study. Ann Rheum Dis (1998) 1.21

CD40 ligand/CD40 stimulation regulates the production of IFN-gamma from human peripheral blood mononuclear cells in an IL-12- and/or CD28-dependent manner. J Immunol (1998) 1.20

Lysis of Streptococcus mutans by hen egg white lysozyme and inorganic sodium salts. J Bacteriol (1981) 1.20

Effects of decapitation, ether and pentobarbital on guanosine 3',5'-phosphate and adenosine 3',5'-phosphate levels in rat tissues. Biochim Biophys Acta (1974) 1.20

Epidemiology of headache in an English district. Cephalalgia (2003) 1.19

CD30-mediated signaling promotes the development of human T helper type 2-like T cells. J Exp Med (1995) 1.18

Informed consent. Lancet (1986) 1.18

Fatal infection due to Chromobacterium violaceum in Vietnam. Am J Clin Pathol (1970) 1.18

Diagnostic value of clinical tests for shoulder impingement syndrome. Rev Rhum Engl Ed (1995) 1.16

High prevalence of Helicobacter pylori in saliva demonstrated by a novel PCR assay. J Clin Pathol (1995) 1.15

A comparison of quantitative EEG features for neonatal seizure detection. Clin Neurophysiol (2008) 1.15

Dietary sodium and arterial blood pressure: evidence against genetic susceptibility. Br Med J (Clin Res Ed) (1985) 1.13

How do pain and function vary with compartmental distribution and severity of radiographic knee osteoarthritis? Rheumatology (Oxford) (2008) 1.12

The microsatellites of Escherichia coli: rapidly evolving repetitive DNAs in a non-pathogenic prokaryote. Mol Microbiol (2001) 1.12

Alterations in growth and body composition during puberty. IV. Energy intake estimated by the youth-adolescent food-frequency questionnaire: validation by the doubly labeled water method. Am J Clin Nutr (2000) 1.12

Epidural corticosteroid injections for sciatica: a randomised, double blind, controlled clinical trial. Ann Rheum Dis (2003) 1.11

The contribution of selected non-articular conditions to knee pain severity and associated disability in older adults. Osteoarthritis Cartilage (2008) 1.11

Regulation of macrophage IL-12 synthesis by Leishmania phosphoglycans. Eur J Immunol (1999) 1.11

Treatment of patients with refractory giardiasis. Clin Infect Dis (2001) 1.10

Differentiation of Helicobacter pylori strains directly from gastric biopsy specimens by PCR-based restriction fragment length polymorphism analysis without culture. J Clin Microbiol (1997) 1.10

The development of self-originated new drugs by Swiss pharmaceutical firms, 1960-1980. Regul Toxicol Pharmacol (1984) 1.10

[Vascular complications of lumbar disk surgery. Report of two cases and review of the literature on 122 cases]. J Mal Vasc (1995) 1.09

Immediate and long-term effects of chest physiotherapy in patients with cystic fibrosis. J Pediatr (1983) 1.09

In-vitro activity of monobactam, SQ 26,776, against Gram-negative bacteria. J Antimicrob Chemother (1981) 1.08

More pain, more tender points: is fibromyalgia just one end of a continuous spectrum? Ann Rheum Dis (1996) 1.08

Regional distribution of beta-thalassemia mutations in India. Hum Genet (1997) 1.06

A human recessive neurosensory nonsyndromic hearing impairment locus is potential homologue of murine deafness (dn) locus. Hum Mol Genet (1995) 1.06

Renal function and biopsy findings after 5 years' treatment with low-dose cyclosporin for psoriasis. Br J Dermatol (1993) 1.06

A highly specific and sensitive DNA probe derived from chromosomal DNA of Helicobacter pylori is useful for typing H. pylori isolates. J Clin Microbiol (1993) 1.06

MAGPIE/EGRET annotation of the 2.9-Mb Drosophila melanogaster Adh region. Genome Res (2000) 1.05

Estimating cardiac exposure from breast cancer radiotherapy in clinical practice. Int J Radiat Oncol Biol Phys (2008) 1.04

Incidence, progression and sequence of development of radiographic knee osteoarthritis in a symptomatic population. Ann Rheum Dis (2011) 1.03

Isokinetic evaluation of rotational strength in normal shoulders and shoulders with impingement syndrome. Clin Orthop Relat Res (1994) 1.02

Malignant rhabdoid tumor: primary intracranial manifestation in an adult. Acta Neuropathol (1992) 1.01

Pharmacobezoar: an evolving new entity. Dig Dis (1996) 1.00

"Whoosh" test as a teaching aid in caudal block. Anaesth Intensive Care (1993) 0.98