IEEE J Biomed Health Inform - Electrocardiogram classification using reservoir computing with logistic regression.

Tópicos

{ detect(2391) sensit(1101) algorithm(908) }
{ featur(3375) classif(2383) classifi(1994) }
{ result(1111) use(1088) new(759) }
{ perform(1367) use(1326) method(1137) }
{ state(1844) use(1261) util(961) }
{ inform(2794) health(2639) internet(1427) }
{ surgeri(1148) surgic(1085) robot(1054) }
{ problem(2511) optim(1539) algorithm(950) }
{ error(1145) method(1030) estim(1020) }
{ clinic(1479) use(1117) guidelin(835) }
{ method(984) reconstruct(947) comput(926) }
{ signal(2180) analysi(812) frequenc(800) }
{ method(2212) result(1239) propos(1039) }
{ can(774) often(719) complex(702) }
{ imag(1947) propos(1133) code(1026) }
{ treatment(1704) effect(941) patient(846) }
{ algorithm(1844) comput(1787) effici(935) }
{ method(1557) propos(1049) approach(1037) }
{ control(1307) perform(991) simul(935) }
{ data(3963) clinic(1234) research(1004) }
{ research(1085) discuss(1038) issu(1018) }
{ system(1050) medic(1026) inform(1018) }
{ model(2341) predict(2261) use(1141) }
{ monitor(1329) mobil(1314) devic(1160) }
{ research(1218) medic(880) student(794) }
{ group(2977) signific(1463) compar(1072) }
{ first(2504) two(1366) second(1323) }
{ analysi(2126) use(1163) compon(1037) }
{ implement(1333) system(1263) develop(1122) }
{ decis(3086) make(1611) patient(1517) }
{ model(3404) distribut(989) bayesian(671) }
{ data(1737) use(1416) pattern(1282) }
{ system(1976) rule(880) can(841) }
{ measur(2081) correl(1212) valu(896) }
{ imag(1057) registr(996) error(939) }
{ bind(1733) structur(1185) ligand(1036) }
{ sequenc(1873) structur(1644) protein(1328) }
{ method(1219) similar(1157) match(930) }
{ imag(2830) propos(1344) filter(1198) }
{ network(2748) neural(1063) input(814) }
{ imag(2675) segment(2577) method(1081) }
{ patient(2315) diseas(1263) diabet(1191) }
{ take(945) account(800) differ(722) }
{ studi(2440) review(1878) systemat(933) }
{ motion(1329) object(1292) video(1091) }
{ assess(1506) score(1403) qualiti(1306) }
{ framework(1458) process(801) describ(734) }
{ chang(1828) time(1643) increas(1301) }
{ learn(2355) train(1041) set(1003) }
{ concept(1167) ontolog(924) domain(897) }
{ extract(1171) text(1153) clinic(932) }
{ data(1714) softwar(1251) tool(1186) }
{ design(1359) user(1324) use(1319) }
{ model(2220) cell(1177) simul(1124) }
{ care(1570) inform(1187) nurs(1089) }
{ general(901) number(790) one(736) }
{ search(2224) databas(1162) retriev(909) }
{ featur(1941) imag(1645) propos(1176) }
{ case(1353) use(1143) diagnosi(1136) }
{ howev(809) still(633) remain(590) }
{ studi(1410) differ(1259) use(1210) }
{ risk(3053) factor(974) diseas(938) }
{ perform(999) metric(946) measur(919) }
{ import(1318) role(1303) understand(862) }
{ visual(1396) interact(850) tool(830) }
{ compound(1573) activ(1297) structur(1058) }
{ studi(1119) effect(1106) posit(819) }
{ blood(1257) pressur(1144) flow(957) }
{ spatial(1525) area(1432) region(1030) }
{ record(1888) medic(1808) patient(1693) }
{ health(3367) inform(1360) care(1135) }
{ model(3480) simul(1196) paramet(876) }
{ ehr(2073) health(1662) electron(1139) }
{ patient(2837) hospit(1953) medic(668) }
{ model(2656) set(1616) predict(1553) }
{ data(2317) use(1299) case(1017) }
{ age(1611) year(1155) adult(843) }
{ medic(1828) order(1363) alert(1069) }
{ cost(1906) reduc(1198) effect(832) }
{ sampl(1606) size(1419) use(1276) }
{ gene(2352) biolog(1181) express(1162) }
{ data(3008) multipl(1320) sourc(1022) }
{ intervent(3218) particip(2042) group(1664) }
{ activ(1138) subject(705) human(624) }
{ time(1939) patient(1703) rate(768) }
{ patient(1821) servic(1111) care(1106) }
{ use(2086) technolog(871) perceiv(783) }
{ can(981) present(881) function(850) }
{ health(1844) social(1437) communiti(874) }
{ structur(1116) can(940) graph(676) }
{ high(1669) rate(1365) level(1280) }
{ cancer(2502) breast(956) screen(824) }
{ use(976) code(926) identifi(902) }
{ use(1733) differ(960) four(931) }
{ drug(1928) target(777) effect(648) }
{ survey(1388) particip(1329) question(1065) }
{ estim(2440) model(1874) function(577) }
{ process(1125) use(805) approach(778) }
{ activ(1452) weight(1219) physic(1104) }
{ method(1969) cluster(1462) data(1082) }

Resumo

An adapted state-of-the-art method of processing information known as Reservoir Computing is used to show its utility on the open and time-consuming problem of heartbeat classification. The MIT-BIH arrhythmia database is used following the guidelines of the Association for the Advancement of Medical Instrumentation. Our approach requires a computationally inexpensive preprocessing of the electrocardiographic signal leading to a fast algorithm and approaching a real-time classification solution. Our multiclass classification results indicate an average specificity of 97.75% with an average accuracy of 98.43%. Sensitivity and positive predicted value show an average of 84.83% and 88.75%, respectively, what makes our approach significant for its use in a clinical context.

Resumo Limpo

adapt stateoftheart method process inform known reservoir comput use show util open timeconsum problem heartbeat classif mitbih arrhythmia databas use follow guidelin associ advanc medic instrument approach requir comput inexpens preprocess electrocardiograph signal lead fast algorithm approach realtim classif solut multiclass classif result indic averag specif averag accuraci sensit posit predict valu show averag respect make approach signific use clinic context

Resumos Similares

IEEE J Biomed Health Inform - Automatic identification and classification of muscle spasms in long-term EMG recordings. ( 0,646570405935371 )
Med Biol Eng Comput - Quasi real-time gait event detection using shank-attached gyroscopes. ( 0,639461238372791 )
Artif Intell Med - Phased searching with NEAT in a time-scaled framework: experiments on a computer-aided detection system for lung nodules. ( 0,633371367659347 )
J Med Syst - Automated screening of arrhythmia using wavelet based machine learning techniques. ( 0,630509900828476 )
IEEE J Biomed Health Inform - Classification of bacterial contamination using image processing and distributed computing. ( 0,622449954766117 )
J Med Syst - Detection and localization of myocardial infarction using K-nearest neighbor classifier. ( 0,618873322343368 )
Int J Neural Syst - Kernel collaborative representation-based automatic seizure detection in intracranial EEG. ( 0,614148642831529 )
AMIA Annu Symp Proc - Automatic Prediction of Conversion from Mild Cognitive Impairment to Probable Alzheimer's Disease using Structural Magnetic Resonance Imaging. ( 0,612973675975987 )
Comput. Biol. Med. - Neural system for heartbeats recognition using genetically integrated ensemble of classifiers. ( 0,609887131517286 )
J Am Med Inform Assoc - A benchmark comparison of deterministic and probabilistic methods for defining manual review datasets in duplicate records reconciliation. ( 0,608524555193523 )
J Med Syst - Three-dimensional SVM with latent variable: application for detection of lung lesions in CT images. ( 0,607823133120382 )
Int J Neural Syst - Multi-instance dictionary learning for detecting abnormal events in surveillance videos. ( 0,606081304498346 )
Comput Methods Programs Biomed - Automated detection of exudates and macula for grading of diabetic macular edema. ( 0,605792148334829 )
Comput. Biol. Med. - Real-time electrocardiogram P-QRS-T detection-delineation algorithm based on quality-supported analysis of characteristic templates. ( 0,593800362122235 )
J Digit Imaging - Computer-aided diagnosis of malignant mammograms using Zernike moments and SVM. ( 0,591062491326521 )
Comput Methods Programs Biomed - Automatic multi-modal intelligent seizure acquisition (MISA) system for detection of motor seizures from electromyographic data and motion data. ( 0,589328732429104 )
Comput Methods Programs Biomed - Automated pulmonary nodule detection based on three-dimensional shape-based feature descriptor. ( 0,587959522948628 )
Artif Intell Med - Classification of healthy and abnormal swallows based on accelerometry and nasal airflow signals. ( 0,587399051283132 )
Artif Intell Med - Automatic detection of epileptic seizures on the intra-cranial electroencephalogram of rats using reservoir computing. ( 0,587323680903495 )
Med Biol Eng Comput - Optimal features for online seizure detection. ( 0,586996666309867 )
Int J Comput Assist Radiol Surg - Hybrid method for the detection of pulmonary nodules using positron emission tomography/computed tomography: a preliminary study. ( 0,585457079238135 )
J. Comput. Biol. - Feature detection with controlled error rates in LC/MS images. ( 0,585322556838255 )
Med Biol Eng Comput - Automated detection of perinatal hypoxia using time-frequency-based heart rate variability features. ( 0,583538110498212 )
Med Biol Eng Comput - Abnormal localization of immature precursors (ALIP) detection for early prediction of acute myelocytic leukemia (AML) relapse. ( 0,58323657282634 )
J Med Syst - Comparison of statistical, LBP, and multi-resolution analysis features for breast mass classification. ( 0,580652311828619 )
Comput Math Methods Med - Smart spotting of pulmonary TB cavities using CT images. ( 0,577194207484061 )
Med Biol Eng Comput - Decision support system for age-related macular degeneration using discrete wavelet transform. ( 0,573983122885581 )
Int J Neural Syst - Efficient automatic selection and combination of EEG features in least squares classifiers for motor imagery brain-computer interfaces. ( 0,573141431836495 )
Comput. Biol. Med. - Reducing sojourn points from recurrence plots to improve transition detection: Application to fetal heart rate transitions. ( 0,568982431358161 )
IEEE J Biomed Health Inform - A smart phone-based pocket fall accident detection, positioning, and rescue system. ( 0,56866781566844 )
Comput Methods Programs Biomed - An improved method of early diagnosis of smoking-induced respiratory changes using machine learning algorithms. ( 0,566064309587698 )
IEEE J Biomed Health Inform - Support Vector Feature Selection for Early Detection of Anastomosis Leakage from Bag-of-Words in Electronic Health Records. ( 0,562503886956785 )
J Am Med Inform Assoc - Adjusting outbreak detection algorithms for surveillance during epidemic and non-epidemic periods. ( 0,561695830327158 )
Comput Methods Programs Biomed - Virtual colon flattening method based on colonic outer surface. ( 0,558931714669431 )
Med Biol Eng Comput - aSi-EPID transit signal calibration for dynamic beams: a needful step for the IMRT in vivo dosimetry. ( 0,557048499058233 )
BMC Med Inform Decis Mak - Outbreak detection algorithms for seasonal disease data: a case study using Ross River virus disease. ( 0,55661087918996 )
IEEE Trans Pattern Anal Mach Intell - Robust Text Detection in Natural Scene Images. ( 0,556278355799634 )
Neural Comput - Detection of hidden structures in nonstationary spike trains. ( 0,553398590529466 )
Comput Methods Programs Biomed - Denoised P300 and machine learning-based concealed information test method. ( 0,552363536571747 )
Med Biol Eng Comput - Spatio-spectral filters for low-density surface electromyographic signal classification. ( 0,55184144960962 )
Comput. Biol. Med. - A statistical based feature extraction method for breast cancer diagnosis in digital mammogram using multiresolution representation. ( 0,551801059374498 )
Comput Methods Programs Biomed - Understanding symptomatology of atherosclerotic plaque by image-based tissue characterization. ( 0,55134381407222 )
Comput Methods Programs Biomed - ECG beat classification using a cost sensitive classifier. ( 0,550824298127277 )
AMIA Annu Symp Proc - Automatic adverse drug events detection using letters to the editor. ( 0,549368474078244 )
Comput. Biol. Med. - An IVUS image-based approach for improvement of coronary plaque characterization. ( 0,549021403430232 )
Comput. Biol. Med. - Investigating the performance improvement of HRV Indices in CHF using feature selection methods based on backward elimination and statistical significance. ( 0,547503599848004 )
Int J Comput Assist Radiol Surg - Toward embedded detection of polyps in WCE images for early diagnosis of colorectal cancer. ( 0,546874465943165 )
J Am Med Inform Assoc - A flexible framework for deriving assertions from electronic medical records. ( 0,546521529819961 )
Comput. Biol. Med. - A user-operated test of suprathreshold acuity in noise for adult hearing screening: The SUN (Speech Understanding in Noise) test. ( 0,540562785511635 )
IEEE J Biomed Health Inform - Automatic annotation of seismocardiogram with high-frequency precordial accelerations. ( 0,53960814924583 )
Comput Math Methods Med - Reducing false alarms of intensive care online-monitoring systems: an evaluation of two signal extraction algorithms. ( 0,53893737093787 )
J Am Med Inform Assoc - A novel method of adverse event detection can accurately identify venous thromboembolisms (VTEs) from narrative electronic health record data. ( 0,536553527851043 )
Comput Methods Programs Biomed - Detection of c, d, and e waves in the acceleration photoplethysmogram. ( 0,535891301645667 )
Comput. Biol. Med. - A correlation analysis-based detection and delineation of ECG characteristic events using template waveforms extracted by ensemble averaging of clustered heart cycles. ( 0,535883726436483 )
J Biomed Inform - A medical diagnostic tool based on radial basis function classifiers and evolutionary simulated annealing. ( 0,535879040791083 )
J Chem Inf Model - Large-scale learning of structure-activity relationships using a linear support vector machine and problem-specific metrics. ( 0,533269928074436 )
Int J Comput Assist Radiol Surg - Computer-aided focal liver lesion detection. ( 0,532594671074621 )
Int J Neural Syst - Automated diagnosis of epilepsy using CWT, HOS and texture parameters. ( 0,531985084453785 )
J Clin Monit Comput - Pulse oximetry saturation patterns detect repetitive reductions in airflow. ( 0,531227596396679 )
Comput Math Methods Med - Knee joint vibration signal analysis with matching pursuit decomposition and dynamic weighted classifier fusion. ( 0,530051189860388 )
Comput. Biol. Med. - Synergistic combination of clinical and imaging features predicts abnormal imaging patterns of pulmonary infections. ( 0,528679948137045 )
AMIA Annu Symp Proc - A discriminative approach to EEG seizure detection. ( 0,52857222301607 )
IEEE Trans Pattern Anal Mach Intell - Automatic and Accurate Shadow Detection using Near-Infrared Information. ( 0,528412745870921 )
J Med Syst - A computer aided diagnosis system for thyroid disease using extreme learning machine. ( 0,528383859901824 )
Med Biol Eng Comput - Signal feature extraction by multi-scale PCA and its application to respiratory sound classification. ( 0,527623818178981 )
Artif Intell Med - Asynchronous gaze-independent event-related potential-based brain-computer interface. ( 0,527211055900474 )
Comput Methods Programs Biomed - Computer-supported diagnosis for endotension cases in endovascular aortic aneurysm repair evolution. ( 0,52704627669473 )
IEEE Trans Neural Netw Learn Syst - FREL: A Stable Feature Selection Algorithm. ( 0,525145653256208 )
Int J Neural Syst - Automated seizure detection using EKG. ( 0,524861345501049 )
Comput. Biol. Med. - Novel technique for ST-T interval characterization in patients with acute myocardial ischemia. ( 0,524344842828952 )
Comput. Biol. Med. - Protein remote homology detection based on auto-cross covariance transformation. ( 0,524326829455894 )
Comput. Biol. Med. - Automatic identification of fetal breathing movements in fetal RR interval time series. ( 0,523433853884935 )
Med Biol Eng Comput - GPU-based real-time detection and analysis of biological targets using solid-state nanopores. ( 0,523190729117653 )
J Med Syst - A medical decision support system based on support vector machines and the genetic algorithm for the evaluation of fetal well-being. ( 0,522708373489317 )
Comput. Biol. Med. - Myocardial border detection from ventriculograms using support vector machines and real-coded genetic algorithms. ( 0,522664776066538 )
IEEE Trans Image Process - Walsh-Hadamard transform kernel-based feature vector for shot boundary detection. ( 0,521832318706543 )
J Clin Monit Comput - Detection of endobronchial intubation by monitoring the CO2 level above the endotracheal cuff. ( 0,521353193632596 )
Comput Math Methods Med - Automatic detection and quantification of WBCs and RBCs using iterative structured circle detection algorithm. ( 0,521133851695005 )
AMIA Annu Symp Proc - Automatically classifying question types for consumer health questions. ( 0,520881780692476 )
Comput Methods Programs Biomed - Automated detection of proliferative diabetic retinopathy using a modified line operator and dual classification. ( 0,519555653302069 )
Artif Intell Med - Evolutionary-driven support vector machines for determining the degree of liver fibrosis in chronic hepatitis C. ( 0,519513593834021 )
Comput Methods Programs Biomed - Development of a model-based clinical sepsis biomarker for critically ill patients. ( 0,518859007067112 )
J Med Syst - Classification of epilepsy using high-order spectra features and principle component analysis. ( 0,518776463545735 )
Med Biol Eng Comput - Towards optimum chest compression performance during constant peak displacement cardiopulmonary resuscitation. ( 0,518776463545735 )
Comput Methods Programs Biomed - Influence of QRS complex detection errors on entropy algorithms. Application to heart rate variability discrimination. ( 0,518774851476637 )
IEEE Trans Image Process - Fast video shot boundary detection based on SVD and pattern matching. ( 0,518653787524477 )
Comput Methods Programs Biomed - Unsupervised skin lesions border detection via two-dimensional image analysis. ( 0,516397779494322 )
Med Biol Eng Comput - Predicting termination of paroxysmal atrial fibrillation using empirical mode decomposition of the atrial activity and statistical features of the heart rate variability. ( 0,515697758638242 )
IEEE J Biomed Health Inform - Genetic algorithm-based classifiers fusion for multisensor activity recognition of elderly people. ( 0,515537894812451 )
Med Biol Eng Comput - Analysis of retinal fundus images for grading of diabetic retinopathy severity. ( 0,515537894812451 )
Int J Comput Assist Radiol Surg - Ultrasound texture-based CAD system for detecting neuromuscular diseases. ( 0,515461427355906 )
Comput Methods Programs Biomed - Feature extraction for ECG heartbeats using higher order statistics of WPD coefficients. ( 0,515190075473978 )
J Med Syst - An improved brain image classification technique with mining and shape prior segmentation procedure. ( 0,514876722347871 )
Comput. Biol. Med. - Fast opposite weight learning rules with application in breast cancer diagnosis. ( 0,514265363862728 )
Comput Math Methods Med - Mobile personal health system for ambulatory blood pressure monitoring. ( 0,51321565972826 )
J Med Syst - Field programmable gate array based fuzzy neural signal processing system for differential diagnosis of QRS complex tachycardia and tachyarrhythmia in noisy ECG signals. ( 0,513014697257291 )
J Med Syst - Classification of normal and diseased liver shapes based on Spherical Harmonics coefficients. ( 0,512673659262149 )
IEEE Trans Image Process - Dynamically removing false features in pyramidal lucas-kanade registration. ( 0,51266822953542 )
IEEE Trans Pattern Anal Mach Intell - Online Learning and Sequential Anomaly Detection in Trajectories. ( 0,512054792535252 )
Artif Intell Med - Automatic detection of solitary lung nodules using quality threshold clustering, genetic algorithm and diversity index. ( 0,511101251999952 )