Med Biol Eng Comput - Application of gene expression programming and neural networks to predict adverse events of radical hysterectomy in cervical cancer patients.

Tópicos

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

Resumo

The aim of this article was to compare gene expression programming (GEP) method with three types of neural networks in the prediction of adverse events of radical hysterectomy in cervical cancer patients. One-hundred and seven patients treated by radical hysterectomy were analyzed. Each record representing a single patient consisted of 10 parameters. The occurrence and lack of perioperative complications imposed a two-class classification problem. In the simulations, GEP algorithm was compared to a multilayer perceptron (MLP), a radial basis function network neural, and a probabilistic neural network. The generalization ability of the models was assessed on the basis of their accuracy, the sensitivity, the specificity, and the area under the receiver operating characteristic curve (AUROC). The GEP classifier provided best results in the prediction of the adverse events with the accuracy of 71.96?%. Comparable but slightly worse outcomes were obtained using MLP, i.e., 71.87?%. For each of measured indices: accuracy, sensitivity, specificity, and the AUROC, the standard deviation was the smallest for the models generated by GEP classifier.

Resumo Limpo

aim articl compar gene express program gep method three type neural network predict advers event radic hysterectomi cervic cancer patient onehundr seven patient treat radic hysterectomi analyz record repres singl patient consist paramet occurr lack periop complic impos twoclass classif problem simul gep algorithm compar multilay perceptron mlp radial basi function network neural probabilist neural network general abil model assess basi accuraci sensit specif area receiv oper characterist curv auroc gep classifi provid best result predict advers event accuraci compar slight wors outcom obtain use mlp ie measur indic accuraci sensit specif auroc standard deviat smallest model generat gep classifi

Resumos Similares

Neural Comput - Distinguishing the causes of firing with the membrane potential slope. ( 0,743868589700095 )
Neural Comput - Sample skewness as a statistical measurement of neuronal tuning sharpness. ( 0,726364060412454 )
J Med Syst - Comparison of artificial neural networks with logistic regression for detection of obesity. ( 0,718307721321748 )
J Biomed Inform - Prediction of influenza vaccination outcome by neural networks and logistic regression. ( 0,663296864304249 )
Neural Comput - Decorrelation by recurrent inhibition in heterogeneous neural circuits. ( 0,659678120290821 )
Comput Math Methods Med - Prediction of BP reactivity to talking using hybrid soft computing approaches. ( 0,650067011058564 )
Neural Comput - Influence of external inputs and asymmetry of connections on information-geometric measures involving up to ten neuronal interactions. ( 0,644173309745808 )
J Chem Inf Model - ANN multiscale model of anti-HIV drugs activity vs AIDS prevalence in the US at county level based on information indices of molecular graphs and social networks. ( 0,641680354324036 )
Int J Comput Assist Radiol Surg - Quantification of changes in language-related brain areas in autism spectrum disorders using large-scale network analysis. ( 0,63070121417193 )
Neural Comput - A theoretical basis for emergent pattern discrimination in neural systems through slow feature extraction. ( 0,619931311283207 )
Neural Comput - Decorrelation of spiking variability and improved information transfer through feedforward divisive normalization. ( 0,607697725652059 )
Methods Inf Med - Classification of postural profiles among mouth-breathing children by learning vector quantization. ( 0,60731904146317 )
Comput Methods Programs Biomed - Ultrasound IMT measurement on a multi-ethnic and multi-institutional database: our review and experience using four fully automated and one semi-automated methods. ( 0,601451198268493 )
Neural Comput - Multiplicative gain modulation arises through unsupervised learning in a predictive coding model of cortical function. ( 0,600677845277642 )
Neural Comput - Predicting single-neuron activity in locally connected networks. ( 0,599988467741615 )
Neural Comput - Mechanisms that modulate the transfer of spiking correlations. ( 0,598282644062566 )
Neural Comput - Unsupervised formation of vocalization-sensitive neurons: a cortical model based on short-term and homeostatic plasticity. ( 0,597995674994623 )
Comput Math Methods Med - Multivoxel pattern analysis for FMRI data: a review. ( 0,595643545430942 )
Comput Methods Programs Biomed - Normal and hypoacoustic infant cry signal classification using time-frequency analysis and general regression neural network. ( 0,593246095110768 )
BMC Med Inform Decis Mak - A novel time series analysis approach for prediction of dialysis in critically ill patients using echo-state networks. ( 0,59301777413756 )
Neural Comput - What is the limit of redundancy reduction with divisive normalization? ( 0,589851323178248 )
J Chem Inf Model - Modeling complex metabolic reactions, ecological systems, and financial and legal networks with MIANN models based on Markov-Wiener node descriptors. ( 0,588880676858525 )
Comput Math Methods Med - Analysis of epileptic seizures with complex network. ( 0,584562532407372 )
J Med Syst - Artificial intelligence models for predicting iron deficiency anemia and iron serum level based on accessible laboratory data. ( 0,581397031329353 )
Neural Comput - Fragility in dynamic networks: application to neural networks in the epileptic cortex. ( 0,579436063454192 )
Neural Comput - Hebbian learning of recurrent connections: a geometrical perspective. ( 0,575324710609925 )
Int J Neural Syst - A longitudinal EEG study of Alzheimer's disease progression based on a complex network approach. ( 0,574251415921213 )
Neural Comput - Computing with a canonical neural circuits model with pool normalization and modulating feedback. ( 0,571854560074666 )
J Biomed Inform - A novel artificial neural network method for biomedical prediction based on matrix pseudo-inversion. ( 0,569179553156615 )
Comput Methods Programs Biomed - Comparative evaluation of support vector machines for computer aided diagnosis of lung cancer in CT based on a multi-dimensional data set. ( 0,566957363016505 )
BMC Med Inform Decis Mak - An evidential reasoning based model for diagnosis of lymph node metastasis in gastric cancer. ( 0,566742520825764 )
Neural Comput - Sparseness, antisparseness and anything in between: the operating point of a neuron determines its computational repertoire. ( 0,565486926995643 )
Brief. Bioinformatics - Validation of gene regulatory networks: scientific and inferential. ( 0,562066218339698 )
J Med Syst - Applying cybernetic technology to diagnose human pulmonary sounds. ( 0,561667353666727 )
Neural Comput - Neutral stability, rate propagation, and critical branching in feedforward networks. ( 0,561597475590308 )
Int J Neural Syst - Relationship between applicability of current-based synapses and uniformity of firing patterns. ( 0,561135083937454 )
Neural Comput - Stochastic optimal control as a theory of brain-machine interface operation. ( 0,559026480330943 )
J Digit Imaging - Computer-aided detection of architectural distortion in prior mammograms of interval cancer. ( 0,558806299504115 )
Comput Math Methods Med - Redundancy as a graph-based index of frequency specific MEG functional connectivity. ( 0,556880909275819 )
Neural Comput - Impact of correlated neural activity on decision-making performance. ( 0,553513706806334 )
J Chem Inf Model - New Markov-autocorrelation indices for re-evaluation of links in chemical and biological complex networks used in metabolomics, parasitology, neurosciences, and epidemiology. ( 0,552790443581284 )
Comput. Biol. Med. - Identifying high-cost patients using data mining techniques and a small set of non-trivial attributes. ( 0,551945081534932 )
Int J Neural Syst - Adaptation-dependent synchronization transitions and burst generations in electrically coupled neural networks. ( 0,551884273849649 )
Brief. Bioinformatics - Inference of dynamic networks using time-course data. ( 0,549629100004268 )
AMIA Annu Symp Proc - Predicting electrocardiogram and arterial blood pressure waveforms with different Echo State Network architectures. ( 0,548422061334514 )
BMC Med Inform Decis Mak - Mining geriatric assessment data for in-patient fall prediction models and high-risk subgroups. ( 0,548401864540948 )
Neural Comput - Applying the multivariate time-rescaling theorem to neural population models. ( 0,548243961820151 )
Neural Comput - Subdiffusive dynamics of bump attractors: mechanisms and functional roles. ( 0,544090751147233 )
Int J Neural Syst - Hardware implementation of stochastic spiking neural networks. ( 0,543610373935069 )
Neural Comput - Intrinsic adaptation in autonomous recurrent neural networks. ( 0,543220135581093 )
IEEE Trans Neural Netw Learn Syst - Dynamic Infinite Mixed-Membership Stochastic Blockmodel. ( 0,542980984686762 )
Neural Comput - Spontaneous slow oscillations and sequential patterns due to short-term plasticity in a model of the cortex. ( 0,542627640538621 )
Neural Comput - Discovering functional neuronal connectivity from serial patterns in spike train data. ( 0,542002035812614 )
Neural Comput - A biological gradient descent for prediction through a combination of STDP and homeostatic plasticity. ( 0,541543870643838 )
Neural Comput - Replicating receptive fields of simple and complex cells in primary visual cortex in a neuronal network model with temporal and population sparseness and reliability. ( 0,540919136680949 )
Med Decis Making - Performance profiling in primary care: does the choice of statistical model matter? ( 0,540797670818474 )
Neural Comput - Short-term memory capacity in networks via the restricted isometry property. ( 0,539830864321765 )
J Biomed Inform - Development and validation of a continuous measure of patient condition using the Electronic Medical Record. ( 0,53949927595494 )
Comput Math Methods Med - Functional magnetic resonance imaging for imaging neural activity in the human brain: the annual progress. ( 0,53849380102382 )
Neural Comput - Bayesian active learning of neural firing rate maps with transformed gaussian process priors. ( 0,538236415473957 )
J Biomed Inform - FALCON or how to compute measures time efficiently on dynamically evolving dense complex networks? ( 0,538080149213486 )
Neural Comput - Nearly extensive sequential memory lifetime achieved by coupled nonlinear neurons. ( 0,538033969817853 )
Comput Math Methods Med - How the statistical validation of functional connectivity patterns can prevent erroneous definition of small-world properties of a brain connectivity network. ( 0,537847282244571 )
Comput Math Methods Med - An analytical approach to network motif detection in samples of networks with pairwise different vertex labels. ( 0,53782957126741 )
Int J Health Geogr - Identifying malaria vector breeding habitats with remote sensing data and terrain-based landscape indices in Zambia. ( 0,536757568615106 )
Int J Neural Syst - Optimal sparse approximation with integrate and fire neurons. ( 0,536548092840976 )
Comput. Biol. Med. - Predicting the risk of squamous dysplasia and esophageal squamous cell carcinoma using minimum classification error method. ( 0,536138836092471 )
Neural Comput - Natural gradient learning algorithms for RBF networks. ( 0,536082571331898 )
Comput. Biol. Med. - Pre-operative prediction of surgical morbidity in children: comparison of five statistical models. ( 0,535809018873602 )
Med Decis Making - Cost-Effectiveness Uncertainty Analysis Methods: A Comparison of One-Way Sensitivity, Analysis of Covariance, and Expected Value of Partial Perfect Information. ( 0,53308696893322 )
AMIA Annu Symp Proc - Early prediction of the response of breast tumors to neoadjuvant chemotherapy using quantitative MRI and machine learning. ( 0,532227451440684 )
Neural Comput - Analysis of the stabilized supralinear network. ( 0,532201361736215 )
Comput Math Methods Med - Computational models of neuron-astrocyte interactions lead to improved efficacy in the performance of neural networks. ( 0,53208556623913 )
Neural Comput - Synaptic scaling stabilizes persistent activity driven by asynchronous neurotransmitter release. ( 0,531721047850537 )
Neural Comput - Insights from a simple expression for linear fisher information in a recurrently connected population of spiking neurons. ( 0,53116226253269 )
Med Biol Eng Comput - Effect of femoral neck modularity upon the prosthetic range of motion in total hip arthroplasty. ( 0,530963105852232 )
Neural Comput - Exact event-driven implementation for recurrent networks of stochastic perfect integrate-and-fire neurons. ( 0,530902309928093 )
Comput. Biol. Med. - Fractal-like correlations of the fluctuating inter-spike membrane potential of a Helix aspersa pacemaker neuron. ( 0,530162810177725 )
Neural Comput - Synchronization and redundancy: implications for robustness of neural learning and decision making. ( 0,529244778648826 )
J. Comput. Biol. - Exactly computing the parsimony scores on phylogenetic networks using dynamic programming. ( 0,5291985398402 )
Neural Comput - The hippocampus as a stable memory allocator for cortex. ( 0,528063428696485 )
Neural Comput - Dynamical synapses enhance neural information processing: gracefulness, accuracy, and mobility. ( 0,527894682216433 )
Neural Comput - Collective stability of networks of winner-take-all circuits. ( 0,527433268523682 )
Med Biol Eng Comput - Non-invasive diagnosis of risk in dengue patients using bioelectrical impedance analysis and artificial neural network. ( 0,526697255897088 )
Int J Neural Syst - Modeling fluctuations in default-mode brain network using a spiking neural network. ( 0,523326043163168 )
Med Biol Eng Comput - Thalamic reticular cells firing modes and its dependency on the frequency and amplitude ranges of the current stimulus. ( 0,523165028162243 )
J Med Syst - Analysis of the multi-item dimensionality of patients' perceived value in hospital services. ( 0,523071896870332 )
Comput Math Methods Med - Long-distance travel behaviours accelerate and aggravate the large-scale spatial spreading of infectious diseases. ( 0,522803425734239 )
Int J Neural Syst - Principal dynamic mode analysis of the Hodgkin-Huxley equations. ( 0,522474394557763 )
IEEE Trans Neural Netw Learn Syst - Graph Theory-Based Approach for Stability Analysis of Stochastic Coupled Systems With L?vy Noise on Networks. ( 0,521897201710921 )
Med Decis Making - Predictive Modeling of Implantation Outcome in an In Vitro Fertilization Setting: An Application of Machine Learning Methods. ( 0,521677242611792 )
J Med Syst - Control of sevoflurane anesthetic agent via neural network using electroencephalogram signals during anesthesia. ( 0,519554726738938 )
Artif Intell Med - Multilevel Bayesian networks for the analysis of hierarchical health care data. ( 0,519283538162777 )
Appl Clin Inform - Exploring the value of clinical data standards to predict hospitalization of home care patients. ( 0,519127844771827 )
AMIA Annu Symp Proc - Development and implementation of a real-time 30-day readmission predictive model. ( 0,518736066641419 )
Neural Comput - Neuronal assembly dynamics in supervised and unsupervised learning scenarios. ( 0,517820261260202 )
Neural Comput - Motor cortex microcircuit simulation based on brain activity mapping. ( 0,517607983981969 )
Comput. Biol. Med. - Statistical model based 3D shape prediction of postoperative trunks for non-invasive scoliosis surgery planning. ( 0,515829026332911 )
Comput Methods Programs Biomed - Automated segmentation of optic disc region on retinal fundus photographs: Comparison of contour modeling and pixel classification methods. ( 0,51529481229355 )
Int J Comput Assist Radiol Surg - Combination of computer-aided detection algorithms for automatic lung nodule identification. ( 0,514705936704427 )