J Med Syst - 3D matrix pattern based Support Vector Machines for identifying pulmonary cancer in CT scanned images.

Tópicos

{ learn(2355) train(1041) set(1003) }
{ problem(2511) optim(1539) algorithm(950) }
{ method(984) reconstruct(947) comput(926) }
{ perform(1367) use(1326) method(1137) }
{ medic(1828) order(1363) alert(1069) }
{ use(976) code(926) identifi(902) }
{ imag(1057) registr(996) error(939) }
{ clinic(1479) use(1117) guidelin(835) }
{ data(1737) use(1416) pattern(1282) }
{ featur(3375) classif(2383) classifi(1994) }
{ assess(1506) score(1403) qualiti(1306) }
{ error(1145) method(1030) estim(1020) }
{ algorithm(1844) comput(1787) effici(935) }
{ extract(1171) text(1153) clinic(932) }
{ design(1359) user(1324) use(1319) }
{ general(901) number(790) one(736) }
{ case(1353) use(1143) diagnosi(1136) }
{ perform(999) metric(946) measur(919) }
{ research(1085) discuss(1038) issu(1018) }
{ state(1844) use(1261) util(961) }
{ age(1611) year(1155) adult(843) }
{ sampl(1606) size(1419) use(1276) }
{ first(2504) two(1366) second(1323) }
{ patient(1821) servic(1111) care(1106) }
{ can(981) present(881) function(850) }
{ high(1669) rate(1365) level(1280) }
{ cancer(2502) breast(956) screen(824) }
{ implement(1333) system(1263) develop(1122) }
{ method(2212) result(1239) propos(1039) }
{ model(3404) distribut(989) bayesian(671) }
{ can(774) often(719) complex(702) }
{ imag(1947) propos(1133) code(1026) }
{ inform(2794) health(2639) internet(1427) }
{ system(1976) rule(880) can(841) }
{ measur(2081) correl(1212) valu(896) }
{ 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) }
{ treatment(1704) effect(941) patient(846) }
{ surgeri(1148) surgic(1085) robot(1054) }
{ framework(1458) process(801) describ(734) }
{ chang(1828) time(1643) increas(1301) }
{ concept(1167) ontolog(924) domain(897) }
{ method(1557) propos(1049) approach(1037) }
{ data(1714) softwar(1251) tool(1186) }
{ control(1307) perform(991) simul(935) }
{ model(2220) cell(1177) simul(1124) }
{ care(1570) inform(1187) nurs(1089) }
{ search(2224) databas(1162) retriev(909) }
{ featur(1941) imag(1645) propos(1176) }
{ howev(809) still(633) remain(590) }
{ data(3963) clinic(1234) research(1004) }
{ studi(1410) differ(1259) use(1210) }
{ risk(3053) factor(974) diseas(938) }
{ system(1050) medic(1026) inform(1018) }
{ import(1318) role(1303) understand(862) }
{ model(2341) predict(2261) use(1141) }
{ 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) }
{ monitor(1329) mobil(1314) devic(1160) }
{ ehr(2073) health(1662) electron(1139) }
{ research(1218) medic(880) student(794) }
{ patient(2837) hospit(1953) medic(668) }
{ model(2656) set(1616) predict(1553) }
{ data(2317) use(1299) case(1017) }
{ 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) }
{ intervent(3218) particip(2042) group(1664) }
{ activ(1138) subject(705) human(624) }
{ time(1939) patient(1703) rate(768) }
{ use(2086) technolog(871) perceiv(783) }
{ analysi(2126) use(1163) compon(1037) }
{ health(1844) social(1437) communiti(874) }
{ structur(1116) can(940) graph(676) }
{ use(1733) differ(960) four(931) }
{ 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) }
{ activ(1452) weight(1219) physic(1104) }
{ method(1969) cluster(1462) data(1082) }
{ detect(2391) sensit(1101) algorithm(908) }

Resumo

A novel algorithm of Three Dimension matrix (3D matrix) pattern based Minimum Within-Class Scatter Support Vector Machines (MCSVMs(3Dmatrix)) is presented. Combining Minimum Within-Class Scatter Support Vector Machines (MCSVMs) and higher-order tensor technology, decision functions of MCSVMs(3Dmatrix) are calculated along with three orthogonal directions in the 3D space. And then the final decision is made by Majority Vote Method. In previous reports, each CT image is solely processed and the relation among successive CT scanned images is neglected. The case results in defective judgment at whiles. The proposed method solves the problem effectively and improves the accuracy of classification to a certain extent.

Resumo Limpo

novel algorithm three dimens matrix d matrix pattern base minimum withinclass scatter support vector machin mcsvmsdmatrix present combin minimum withinclass scatter support vector machin mcsvms higherord tensor technolog decis function mcsvmsdmatrix calcul along three orthogon direct d space final decis made major vote method previous report ct imag sole process relat among success ct scan imag neglect case result defect judgment while propos method solv problem effect improv accuraci classif certain extent

Resumos Similares

Neural Comput - Multiple spectral kernel learning and a gaussian complexity computation. ( 0,728814039534305 )
IEEE Trans Pattern Anal Mach Intell - Learning Categories from Few Examples with Multi Model Knowledge Transfer. ( 0,725212152449236 )
IEEE Trans Pattern Anal Mach Intell - Label Consistent K-SVD: Learning A Discriminative Dictionary for Recognition. ( 0,72350385774559 )
IEEE Trans Image Process - Manifold regularized multitask learning for semi-supervised multilabel image classification. ( 0,705141042314105 )
IEEE Trans Neural Netw Learn Syst - Adaptive Batch Mode Active Learning. ( 0,694410002140793 )
IEEE Trans Pattern Anal Mach Intell - Exemplar-Based Colour Constancy and Multiple Illumination. ( 0,692009684970801 )
IEEE Trans Image Process - Incremental training of a detector using online sparse eigendecomposition. ( 0,689129926548832 )
Int J Neural Syst - Aggregation of sparse linear discriminant analyses for event-related potential classification in brain-computer interface. ( 0,684655494448651 )
IEEE Trans Pattern Anal Mach Intell - Feature Selection with Conjunctions of Decision Stumps and Learning from Microarray Data. ( 0,67013278343236 )
IEEE Trans Image Process - Fast image recovery using variable splitting and constrained optimization. ( 0,668428909490836 )
IEEE Trans Image Process - Active learning for solving the incomplete data problem in facial age classification by the furthest nearest-neighbor criterion. ( 0,667548497816291 )
IEEE Trans Image Process - Improving Web image search by bag-based reranking. ( 0,667130053872049 )
IEEE Trans Neural Netw Learn Syst - Online Sequential Extreme Learning Machine With Kernels. ( 0,667124384994991 )
IEEE Trans Image Process - Multiview Hessian regularization for image annotation. ( 0,665075169548214 )
Neural Comput - Guaranteed classification via regularized similarity learning. ( 0,664028663488306 )
IEEE Trans Image Process - Artistic image analysis using graph-based learning approaches. ( 0,663338763391915 )
IEEE J Biomed Health Inform - Service-oriented medical system for supporting decisions with missing and imbalanced data. ( 0,659483466445617 )
Neural Comput - Large margin low rank tensor analysis. ( 0,659012609171948 )
Neural Comput - Computing sparse representations of multidimensional signals using Kronecker bases. ( 0,655103481961942 )
Neural Comput - Learning rates of lq coefficient regularization learning with gaussian kernel. ( 0,652131928715322 )
IEEE Trans Image Process - Geodesic propagation for semantic labeling. ( 0,650616411606884 )
IEEE Trans Neural Netw Learn Syst - Learning With Mixed Hard/Soft Pointwise Constraints. ( 0,650565352738742 )
IEEE Trans Pattern Anal Mach Intell - Distance-Based Image Classification: Generalizing to New Classes at Near Zero Cost. ( 0,650119342222178 )
J Biomed Inform - Applying active learning to assertion classification of concepts in clinical text. ( 0,649522262432725 )
IEEE Trans Image Process - Fast bilateral filter with arbitrary range and domain kernels. ( 0,643697325591279 )
IEEE Trans Image Process - Real-time object tracking via online discriminative feature selection. ( 0,642445210937558 )
Comput. Biol. Med. - Sparse Manifold Clustering and Embedding to discriminate gene expression profiles of glioblastoma and meningioma tumors. ( 0,641080999940607 )
IEEE Trans Neural Netw Learn Syst - A Kernel Classification Framework for Metric Learning. ( 0,636488892468848 )
Comput Methods Programs Biomed - Comparison of machine learning methods for classifying aphasic and non-aphasic speakers. ( 0,635366735138025 )
IEEE Trans Image Process - Example-driven manifold priors for image deconvolution. ( 0,634815983982531 )
IEEE Trans Neural Netw Learn Syst - Scalable Nonparametric Low-Rank Kernel Learning Using Block Coordinate Descent. ( 0,630246117889174 )
Neural Comput - Reduction from cost-sensitive ordinal ranking to weighted binary classification. ( 0,630052947307733 )
Neural Comput - Divergence-based vector quantization. ( 0,629421207996134 )
Neural Comput - Representing objects, relations, and sequences. ( 0,624397219597774 )
Comput Math Methods Med - On multilabel classification methods of incompletely labeled biomedical text data. ( 0,622483789245533 )
J. Comput. Biol. - Imbalanced class learning in epigenetics. ( 0,622474089476851 )
J Am Med Inform Assoc - Learning classification models with soft-label information. ( 0,620955580990067 )
IEEE Trans Pattern Anal Mach Intell - Constrained Nonnegative Matrix Factorization for Image Representation. ( 0,619820599377461 )
Int J Neural Syst - Linear time relational prototype based learning. ( 0,618508442309748 )
Neural Comput - Adaptive metric learning vector quantization for ordinal classification. ( 0,617806714200955 )
Int J Comput Assist Radiol Surg - Statistical shape model of a liver for autopsy imaging. ( 0,615123036912304 )
J Biomed Inform - Learning classification models from multiple experts. ( 0,614549495494433 )
J Biomed Inform - Portable automatic text classification for adverse drug reaction detection via multi-corpus training. ( 0,614332886719972 )
AMIA Annu Symp Proc - Comparison and combination of several MeSH indexing approaches. ( 0,612982963428048 )
IEEE Trans Pattern Anal Mach Intell - A Variance Minimization Criterion to Feature Selection Using Laplacian Regularization. ( 0,611144149236239 )
Neural Comput - A proof of convergence of the concave-convex procedure using Zangwill's theory. ( 0,609693865040793 )
J. Comput. Biol. - Locally learning biomedical data using diffusion frames. ( 0,609478125476357 )
Artif Intell Med - A fuzzy-based data transformation for feature extraction to increase classification performance with small medical data sets. ( 0,609022460826073 )
IEEE Trans Image Process - A linear support higher-order tensor machine for classification. ( 0,608722098334059 )
IEEE Trans Image Process - Joint segmentation of images and scanned point cloud in large-scale street scenes with low-annotation cost. ( 0,608477899548748 )
J Biomed Inform - Class proximity measures--dissimilarity-based classification and display of high-dimensional data. ( 0,607892694228836 )
J Med Syst - 3D similarity-dissimilarity plot for high dimensional data visualization in the context of biomedical pattern classification. ( 0,607866322702335 )
IEEE Trans Image Process - On regularized reconstruction of vector fields. ( 0,60769341263911 )
Int J Neural Syst - Span: spike pattern association neuron for learning spatio-temporal spike patterns. ( 0,606651343900097 )
J Biomed Inform - Semi-supervised clinical text classification with Laplacian SVMs: an application to cancer case management. ( 0,606260040645084 )
IEEE Trans Pattern Anal Mach Intell - Iterative Quantization: A Procrustean Approach to Learning Binary Codes for Large-scale Image Retrieval. ( 0,605956283724682 )
J. Comput. Biol. - Finding motifs in DNA sequences using low-dispersion sequences. ( 0,605809628944139 )
IEEE Trans Pattern Anal Mach Intell - Feature Selection and Kernel Learning for Local Learning-Based Clustering. ( 0,605537872383223 )
IEEE Trans Image Process - Variational stereo imaging of oceanic waves with statistical constraints. ( 0,603184561407431 )
Artif Intell Med - Suppressed fuzzy-soft learning vector quantization for MRI segmentation. ( 0,602092103052663 )
IEEE Trans Neural Netw Learn Syst - Fick's Law Assisted Propagation for Semisupervised Learning. ( 0,601929265428846 )
Neural Comput - U-processes and preference learning. ( 0,601063448837559 )
J Biomed Inform - Incremental Gaussian Discriminant Analysis based on Graybill and Deal weighted combination of estimators for brain tumour diagnosis. ( 0,59923775055044 )
IEEE Trans Image Process - Task-specific image partitioning. ( 0,59615898567263 )
Comput. Biol. Med. - Robust prediction of protein subcellular localization combining PCA and WSVMs. ( 0,596032931351327 )
J Am Med Inform Assoc - Missing values in deduplication of electronic patient data. ( 0,592161908778342 )
IEEE J Biomed Health Inform - Systematic Poisoning Attacks on and Defenses for Machine Learning in Healthcare. ( 0,592125593903167 )
IEEE Trans Image Process - Discretization error analysis and adaptive meshing algorithms for fluorescence diffuse optical tomography in the presence of measurement noise. ( 0,59058547966506 )
IEEE Trans Neural Netw Learn Syst - Partially shared latent factor learning with multiview data. ( 0,590065411915682 )
IEEE Trans Image Process - Object detection with DoG scale-space: a multiple kernel learning approach. ( 0,589692387074375 )
IEEE Trans Image Process - Blur and illumination robust face recognition via set-theoretic characterization. ( 0,58883176412448 )
IEEE Trans Pattern Anal Mach Intell - Weakly Supervised Recognition of Daily Life Activities with Wearable Sensors. ( 0,58751208885048 )
Int J Neural Syst - Structurally enhanced incremental neural learning for image classification with subgraph extraction. ( 0,586248560552177 )
IEEE Trans Image Process - Supervised ordering in IRp: application to morphological processing of hyperspectral images. ( 0,585327236186671 )
J Chem Inf Model - Classifying large chemical data sets: using a regularized potential function method. ( 0,584247307520468 )
IEEE Trans Image Process - Inductive robust principal component analysis. ( 0,583100293586749 )
IEEE Trans Pattern Anal Mach Intell - The Effect of Model Misspecification on Semi-Supervised Classification. ( 0,58230666138379 )
Comput Biol Chem - A hyper-heuristic for the Longest Common Subsequence problem. ( 0,580768039402142 )
IEEE Trans Image Process - Visual classification with multitask joint sparse representation. ( 0,579458729653066 )
Comput Math Methods Med - Correlation kernels for support vector machines classification with applications in cancer data. ( 0,579451866568733 )
IEEE Trans Neural Netw Learn Syst - Semi-supervised domain adaptation on manifolds. ( 0,579272229223424 )
Artif Intell Med - Exploiting the systematic review protocol for classification of medical abstracts. ( 0,579153447616879 )
IEEE Trans Neural Netw Learn Syst - ML-Tree: a tree-structure-based approach to multilabel learning. ( 0,578066772278875 )
J Am Med Inform Assoc - Supervised machine learning and active learning in classification of radiology reports. ( 0,578062388201209 )
J Am Med Inform Assoc - Active learning for clinical text classification: is it better than random sampling? ( 0,57699946508963 )
IEEE J Biomed Health Inform - Joint probabilistic model of shape and intensity for multiple abdominal organ segmentation from volumetric CT images. ( 0,576706981781851 )
IEEE Trans Image Process - Multiple-kernel, multiple-instance similarity features for efficient visual object detection. ( 0,574078395009459 )
J Biomed Inform - Multi-label classification of chronically ill patients with bag of words and supervised dimensionality reduction algorithms. ( 0,573718524157769 )
Neural Comput - Foundations of support constraint machines. ( 0,573692696761952 )
Comput Methods Programs Biomed - Multistage approach for clustering and classification of ECG data. ( 0,573567868261889 )
Comput Methods Programs Biomed - Biomedical system based on the Discrete Hidden Markov Model using the Rocchio-Genetic approach for the classification of internal carotid artery Doppler signals. ( 0,571651742134767 )
Neural Comput - Information-theoretic semi-supervised metric learning via entropy regularization. ( 0,570479121941749 )
IEEE Trans Pattern Anal Mach Intell - Improved Object Categorization and Detection Using Comparative Object Similarity. ( 0,570231466700491 )
IEEE Trans Image Process - Deconvolving images with unknown boundaries using the alternating direction method of multipliers. ( 0,56959533040718 )
IEEE Trans Image Process - Image decomposition with multilabel context: algorithms and applications. ( 0,568884994516731 )
IEEE Trans Image Process - Unified structured learning for simultaneous human pose estimation and garment attribute classification. ( 0,56813147123417 )
Artif Intell Med - Multi-objective evolutionary algorithms for fuzzy classification in survival prediction. ( 0,567033498141906 )
IEEE Trans Neural Netw Learn Syst - Kernel reconstruction ICA for sparse representation. ( 0,56629165821536 )
IEEE Trans Pattern Anal Mach Intell - Active Learning Based on Locally Linear Reconstruction. ( 0,566253213258039 )
IEEE Trans Neural Netw Learn Syst - Two-Stage Regularized Linear Discriminant Analysis for 2-D Data. ( 0,566014132029146 )