IEEE Trans Neural Netw Learn Syst - Evolutionary fuzzy ARTMAP neural networks for classification of semiconductor defects.

Tópicos

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

Resumo

Wafer defect detection using an intelligent system is an approach of quality improvement in semiconductor manufacturing that aims to enhance its process stability, increase production capacity, and improve yields. Occasionally, only few records that indicate defective units are available and they are classified as a minority group in a large database. Such a situation leads to an imbalanced data set problem, wherein it engenders a great challenge to deal with by applying machine-learning techniques for obtaining effective solution. In addition, the database may comprise overlapping samples of different classes. This paper introduces two models of evolutionary fuzzy ARTMAP (FAM) neural networks to deal with the imbalanced data set problems in a semiconductor manufacturing operations. In particular, both the FAM models and hybrid genetic algorithms are integrated in the proposed evolutionary artificial neural networks (EANNs) to classify an imbalanced data set. In addition, one of the proposed EANNs incorporates a facility to learn overlapping samples of different classes from the imbalanced data environment. The classification results of the proposed evolutionary FAM neural networks are presented, compared, and analyzed using several classification metrics. The outcomes positively indicate the effectiveness of the proposed networks in handling classification problems with imbalanced data sets.

Resumo Limpo

wafer defect detect use intellig system approach qualiti improv semiconductor manufactur aim enhanc process stabil increas product capac improv yield occasion record indic defect unit avail classifi minor group larg databas situat lead imbalanc data set problem wherein engend great challeng deal appli machinelearn techniqu obtain effect solut addit databas may compris overlap sampl differ class paper introduc two model evolutionari fuzzi artmap fam neural network deal imbalanc data set problem semiconductor manufactur oper particular fam model hybrid genet algorithm integr propos evolutionari artifici neural network eann classifi imbalanc data set addit one propos eann incorpor facil learn overlap sampl differ class imbalanc data environ classif result propos evolutionari fam neural network present compar analyz use sever classif metric outcom posit indic effect propos network handl classif problem imbalanc data set

Resumos Similares

Neural Comput - Inhibition in multiclass classification. ( 0,770251194234474 )
IEEE Trans Neural Netw Learn Syst - ML-Tree: a tree-structure-based approach to multilabel learning. ( 0,702383397933098 )
Neural Comput - Unsupervised learning of generative and discriminative weights encoding elementary image components in a predictive coding model of cortical function. ( 0,696214483416468 )
Int J Neural Syst - Span: spike pattern association neuron for learning spatio-temporal spike patterns. ( 0,693279227700392 )
Neural Comput - A spike-timing-based integrated model for pattern recognition. ( 0,676444928073603 )
J Biomed Inform - A novel artificial neural network method for biomedical prediction based on matrix pseudo-inversion. ( 0,673940272787686 )
IEEE Trans Neural Netw Learn Syst - An Experimentation Platform for On-Chip Integration of Analog Neural Networks: A Pathway to Trusted and Robust Analog/RF ICs. ( 0,667509284171903 )
Int J Neural Syst - Online semi-supervised growing neural gas. ( 0,665321932444518 )
Neural Comput - Divergence-based vector quantization. ( 0,665230001746149 )
Artif Intell Med - Multi-objective evolutionary algorithms for fuzzy classification in survival prediction. ( 0,659438706444664 )
Comput Methods Programs Biomed - An attribute weight assignment and particle swarm optimization algorithm for medical database classifications. ( 0,653208924433161 )
J Med Syst - A novel strategy for load balancing of distributed medical applications. ( 0,65252940925002 )
Neural Comput - Recurrent kernel machines: computing with infinite echo state networks. ( 0,645725069195322 )
Comput. Biol. Med. - Sparse Manifold Clustering and Embedding to discriminate gene expression profiles of glioblastoma and meningioma tumors. ( 0,6393126862348 )
Neural Comput - A theoretical basis for emergent pattern discrimination in neural systems through slow feature extraction. ( 0,638033482357091 )
J Chem Inf Model - Classifying large chemical data sets: using a regularized potential function method. ( 0,637640220184495 )
Brief. Bioinformatics - Real-time classification of datasets with hardware embedded neuromorphic neural networks. ( 0,636107216552319 )
Neural Comput - Incremental learning by message passing in hierarchical temporal memory. ( 0,635905064148079 )
IEEE Trans Image Process - Multiple-kernel, multiple-instance similarity features for efficient visual object detection. ( 0,634385772083455 )
Neural Comput - Metacognitive learning in a fully complex-valued radial basis function neural network. ( 0,634161376963708 )
J Am Med Inform Assoc - Learning classification models with soft-label information. ( 0,631568103477229 )
IEEE Trans Pattern Anal Mach Intell - Learning Categories from Few Examples with Multi Model Knowledge Transfer. ( 0,630787582321321 )
IEEE Trans Neural Netw Learn Syst - Adaptive Batch Mode Active Learning. ( 0,629977464199739 )
Int J Neural Syst - Aggregation of sparse linear discriminant analyses for event-related potential classification in brain-computer interface. ( 0,62945258065059 )
J Biomed Inform - Markov blanket-based approach for learning multi-dimensional Bayesian network classifiers: an application to predict the European Quality of Life-5 Dimensions (EQ-5D) from the 39-item Parkinson's Disease Questionnaire (PDQ-39). ( 0,62933568500234 )
Comput. Biol. Med. - Application of machine learning techniques to analyse the effects of physical exercise in ventricular fibrillation. ( 0,628237752640111 )
AMIA Annu Symp Proc - Sample-efficient learning with auxiliary class-label information. ( 0,627644731231251 )
Neural Comput - Feature selection for ordinal text classification. ( 0,627407478366655 )
Med Biol Eng Comput - Efficient automatic classifiers for the detection of A phases of the cyclic alternating pattern in sleep. ( 0,626451552330823 )
Neural Comput - Input statistics and Hebbian cross-talk effects. ( 0,625363431177145 )
Neural Comput - Solving the distal reward problem with rare correlations. ( 0,623300489356082 )
Neural Comput - Supervised learning in multilayer spiking neural networks. ( 0,621252507657213 )
Comput Methods Programs Biomed - Modified CC-LR algorithm with three diverse feature sets for motor imagery tasks classification in EEG based brain-computer interface. ( 0,621175013309833 )
Neural Comput - A unified classification model based on robust optimization. ( 0,61830467692414 )
J Chem Inf Model - A binary ant colony optimization classifier for molecular activities. ( 0,617100766537266 )
Neural Comput - Reduction from cost-sensitive ordinal ranking to weighted binary classification. ( 0,615906241365014 )
Neural Comput - Representing objects, relations, and sequences. ( 0,614807536099597 )
IEEE J Biomed Health Inform - Systematic Poisoning Attacks on and Defenses for Machine Learning in Healthcare. ( 0,613567557616255 )
Comput. Biol. Med. - Relabeling algorithm for retrieval of noisy instances and improving prediction quality. ( 0,61295487935741 )
J Am Med Inform Assoc - Applying active learning to supervised word sense disambiguation in MEDLINE. ( 0,612390317436503 )
J Med Syst - A new data preparation method based on clustering algorithms for diagnosis systems of heart and diabetes diseases. ( 0,611025940409504 )
IEEE Trans Pattern Anal Mach Intell - Feature Selection with Conjunctions of Decision Stumps and Learning from Microarray Data. ( 0,610865905630109 )
J Biomed Inform - Incremental Gaussian Discriminant Analysis based on Graybill and Deal weighted combination of estimators for brain tumour diagnosis. ( 0,610670654114788 )
Neural Comput - Learning rule of homeostatic synaptic scaling: presynaptic dependent or not. ( 0,608159321579411 )
J Biomed Inform - A PSO-based rule extractor for medical diagnosis. ( 0,607149414418098 )
Neural Comput - A new supervised learning algorithm for spiking neurons. ( 0,606760305117346 )
Comput Math Methods Med - Multivoxel pattern analysis for FMRI data: a review. ( 0,606098880738434 )
Comput Math Methods Med - An analytical approach to network motif detection in samples of networks with pairwise different vertex labels. ( 0,605001972020549 )
IEEE Trans Image Process - Task-specific image partitioning. ( 0,604618783582281 )
Artif Intell Med - Suppressed fuzzy-soft learning vector quantization for MRI segmentation. ( 0,604542248103199 )
IEEE Trans Image Process - Manifold regularized multitask learning for semi-supervised multilabel image classification. ( 0,604307381717535 )
Neural Comput - A self-organized neural comparator. ( 0,60383630729232 )
IEEE Trans Image Process - Saliency and gist features for target detection in satellite images. ( 0,602298724764433 )
Artif Intell Med - A classifier ensemble approach for the missing feature problem. ( 0,598482629126086 )
Comput. Biol. Med. - Robust prediction of protein subcellular localization combining PCA and WSVMs. ( 0,598338118084631 )
Artif Intell Med - A fuzzy-based data transformation for feature extraction to increase classification performance with small medical data sets. ( 0,598255705123117 )
Comput Math Methods Med - Correlation kernels for support vector machines classification with applications in cancer data. ( 0,59780118758815 )
Neural Comput - Computing sparse representations of multidimensional signals using Kronecker bases. ( 0,597521133683405 )
IEEE Trans Neural Netw Learn Syst - A Kernel Classification Framework for Metric Learning. ( 0,597300824754765 )
IEEE Trans Image Process - Improving Web image search by bag-based reranking. ( 0,595958166386396 )
IEEE Trans Image Process - Learning discriminative dictionary for group sparse representation. ( 0,594510258758422 )
IEEE Trans Pattern Anal Mach Intell - Representation Learning: A Review and New Perspectives. ( 0,593518780170563 )
Int J Neural Syst - Structurally enhanced incremental neural learning for image classification with subgraph extraction. ( 0,593200127312793 )
J Am Med Inform Assoc - Supervised machine learning and active learning in classification of radiology reports. ( 0,592708512574305 )
Comput. Biol. Med. - Identification of epilepsy stages from ECoG using genetic programming classifiers. ( 0,590582119644123 )
J Med Syst - 3D similarity-dissimilarity plot for high dimensional data visualization in the context of biomedical pattern classification. ( 0,590580120295163 )
IEEE Trans Image Process - Design of non-linear kernel dictionaries for object recognition. ( 0,590417230701692 )
Neural Comput - Reinforcement learning of two-joint virtual arm reaching in a computer model of sensorimotor cortex. ( 0,58813637160021 )
J Biomed Inform - Semi-supervised clinical text classification with Laplacian SVMs: an application to cancer case management. ( 0,586569689527292 )
BMC Med Inform Decis Mak - Decision tree-based learning to predict patient controlled analgesia consumption and readjustment. ( 0,586264274155729 )
IEEE Trans Image Process - Multiview Hessian regularization for image annotation. ( 0,585520575501641 )
Artif Intell Med - Development of electroencephalographic pattern classifiers for real and imaginary thumb and index finger movements of one hand. ( 0,585515465453113 )
Comput Math Methods Med - On multilabel classification methods of incompletely labeled biomedical text data. ( 0,585107943330504 )
Neural Comput - Broken symmetries in a location-invariant word recognition network. ( 0,583442772787821 )
Neural Comput - Multilayer perceptron classification of unknown volatile chemicals from the firing rates of insect olfactory sensory neurons and its application to biosensor design. ( 0,58179553808317 )
J Am Med Inform Assoc - Missing values in deduplication of electronic patient data. ( 0,581483816994841 )
IEEE Trans Neural Netw Learn Syst - Learning-Regulated Context Relevant Topographical Map. ( 0,579401983860242 )
Artif Intell Med - Screening nonrandomized studies for medical systematic reviews: a comparative study of classifiers. ( 0,577545341786798 )
IEEE Trans Image Process - Active learning for solving the incomplete data problem in facial age classification by the furthest nearest-neighbor criterion. ( 0,577233674180832 )
IEEE Trans Image Process - A linear support higher-order tensor machine for classification. ( 0,575636788298308 )
J Med Syst - Diagnosis of several diseases by using combined kernels with Support Vector Machine. ( 0,575373598025106 )
J Med Syst - A software framework for building biomedical machine learning classifiers through grid computing resources. ( 0,575219156041911 )
Med Biol Eng Comput - Development and validation of a machine learning algorithm and hybrid system to predict the need for life-saving interventions in trauma patients. ( 0,574052273251114 )
IEEE J Biomed Health Inform - Rule extraction from support vector machines using ensemble learning approach: an application for diagnosis of diabetes. ( 0,571989614753495 )
Neural Comput - Dimensionality of object representations in monkey inferotemporal cortex. ( 0,571430744524177 )
Neural Comput - Adaptive metric learning vector quantization for ordinal classification. ( 0,570508930796189 )
IEEE Trans Image Process - Structured max-margin learning for inter-related classifier training and multilabel image annotation. ( 0,569980193358046 )
IEEE Trans Pattern Anal Mach Intell - Distance-Based Image Classification: Generalizing to New Classes at Near Zero Cost. ( 0,56964479253349 )
IEEE Trans Neural Netw Learn Syst - Reinforcement learning design-based adaptive tracking control with less learning parameters for nonlinear discrete-time MIMO systems. ( 0,569288805530436 )
IEEE Trans Neural Netw Learn Syst - A Hybrid Constructive Algorithm for Single-Layer Feedforward Networks Learning. ( 0,568156873825329 )
Neural Comput - Hidden Markov models for the stimulus-response relationships of multistate neural systems. ( 0,568118853547406 )
Comput Math Methods Med - Pulse waveform classification using support vector machine with Gaussian time warp edit distance kernel. ( 0,567568767182231 )
IEEE Trans Image Process - Joint segmentation of images and scanned point cloud in large-scale street scenes with low-annotation cost. ( 0,566213192940554 )
Int J Neural Syst - Unorganized machines for seasonal streamflow series forecasting. ( 0,565028252118926 )
Comput Methods Programs Biomed - A machine learning approach to multi-level ECG signal quality classification. ( 0,564911712771801 )
Comput. Biol. Med. - In silico prediction of spleen tyrosine kinase inhibitors using machine learning approaches and an optimized molecular descriptor subset generated by recursive feature elimination method. ( 0,564550782520332 )
Neural Comput - Online learning with (multiple) kernels: a review. ( 0,563861201105859 )
IEEE Trans Image Process - Geodesic propagation for semantic labeling. ( 0,563046123782258 )
Neural Comput - Mechanisms that modulate the transfer of spiking correlations. ( 0,562429185925355 )
J Biomed Inform - Class proximity measures--dissimilarity-based classification and display of high-dimensional data. ( 0,562174596986681 )