IEEE Trans Image Process - Multiview Hessian regularization for image annotation.

Tópicos

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

Resumo

The rapid development of computer hardware and Internet technology makes large scale data dependent models computationally tractable, and opens a bright avenue for annotating images through innovative machine learning algorithms. Semisupervised learning (SSL) therefore received intensive attention in recent years and was successfully deployed in image annotation. One representative work in SSL is Laplacian regularization (LR), which smoothes the conditional distribution for classification along the manifold encoded in the graph Laplacian, however, it is observed that LR biases the classification function toward a constant function that possibly results in poor generalization. In addition, LR is developed to handle uniformly distributed data (or single-view data), although instances or objects, such as images and videos, are usually represented by multiview features, such as color, shape, and texture. In this paper, we present multiview Hessian regularization (mHR) to address the above two problems in LR-based image annotation. In particular, mHR optimally combines multiple HR, each of which is obtained from a particular view of instances, and steers the classification function that varies linearly along the data manifold. We apply mHR to kernel least squares and support vector machines as two examples for image annotation. Extensive experiments on the PASCAL VOC'07 dataset validate the effectiveness of mHR by comparing it with baseline algorithms, including LR and HR.

Resumo Limpo

rapid develop comput hardwar internet technolog make larg scale data depend model comput tractabl open bright avenu annot imag innov machin learn algorithm semisupervis learn ssl therefor receiv intens attent recent year success deploy imag annot one repres work ssl laplacian regular lr smooth condit distribut classif along manifold encod graph laplacian howev observ lr bias classif function toward constant function possibl result poor general addit lr develop handl uniform distribut data singleview data although instanc object imag video usual repres multiview featur color shape textur paper present multiview hessian regular mhr address two problem lrbase imag annot particular mhr optim combin multipl hr obtain particular view instanc steer classif function vari linear along data manifold appli mhr kernel least squar support vector machin two exampl imag annot extens experi pascal voc dataset valid effect mhr compar baselin algorithm includ lr hr

Resumos Similares

Neural Comput - Computing sparse representations of multidimensional signals using Kronecker bases. ( 0,85711177739735 )
IEEE Trans Image Process - Incremental training of a detector using online sparse eigendecomposition. ( 0,835083051749477 )
J. Comput. Biol. - Imbalanced class learning in epigenetics. ( 0,825705605093553 )
IEEE Trans Image Process - Manifold regularized multitask learning for semi-supervised multilabel image classification. ( 0,823457760012557 )
Neural Comput - Adaptive metric learning vector quantization for ordinal classification. ( 0,816913231630743 )
IEEE Trans Image Process - Geodesic propagation for semantic labeling. ( 0,814054667454985 )
Comput Math Methods Med - On multilabel classification methods of incompletely labeled biomedical text data. ( 0,809064092608414 )
J Med Syst - 3D similarity-dissimilarity plot for high dimensional data visualization in the context of biomedical pattern classification. ( 0,799824271702166 )
J Biomed Inform - Learning classification models from multiple experts. ( 0,797828457068733 )
IEEE Trans Image Process - A linear support higher-order tensor machine for classification. ( 0,795943435791317 )
Neural Comput - Reduction from cost-sensitive ordinal ranking to weighted binary classification. ( 0,791574964612627 )
IEEE Trans Image Process - Visual classification with multitask joint sparse representation. ( 0,789586037565821 )
J Biomed Inform - Class proximity measures--dissimilarity-based classification and display of high-dimensional data. ( 0,782651384868065 )
IEEE Trans Image Process - Task-specific image partitioning. ( 0,77718945533988 )
IEEE Trans Pattern Anal Mach Intell - Learning Categories from Few Examples with Multi Model Knowledge Transfer. ( 0,776721091943568 )
Int J Neural Syst - Aggregation of sparse linear discriminant analyses for event-related potential classification in brain-computer interface. ( 0,775077235937999 )
Neural Comput - Representing objects, relations, and sequences. ( 0,773961835321828 )
Neural Comput - Multiple spectral kernel learning and a gaussian complexity computation. ( 0,773644363380865 )
IEEE Trans Pattern Anal Mach Intell - Label Consistent K-SVD: Learning A Discriminative Dictionary for Recognition. ( 0,771261995635713 )
IEEE Trans Image Process - Self-supervised online metric learning with low rank constraint for scene categorization. ( 0,771000896532192 )
Int J Neural Syst - Span: spike pattern association neuron for learning spatio-temporal spike patterns. ( 0,77025851394738 )
J Am Med Inform Assoc - Learning classification models with soft-label information. ( 0,768692417721639 )
Neural Comput - Metacognitive learning in a fully complex-valued radial basis function neural network. ( 0,767816820739963 )
IEEE Trans Pattern Anal Mach Intell - Facial Age Estimation by Learning from Label Distributions. ( 0,767026677756655 )
IEEE Trans Neural Netw Learn Syst - ML-Tree: a tree-structure-based approach to multilabel learning. ( 0,761999458103371 )
IEEE Trans Pattern Anal Mach Intell - Feature Selection with Conjunctions of Decision Stumps and Learning from Microarray Data. ( 0,758518897810158 )
IEEE Trans Image Process - Structured max-margin learning for inter-related classifier training and multilabel image annotation. ( 0,756346216157318 )
Int J Neural Syst - Structurally enhanced incremental neural learning for image classification with subgraph extraction. ( 0,755895117075674 )
J Biomed Inform - Semi-supervised clinical text classification with Laplacian SVMs: an application to cancer case management. ( 0,753831430986078 )
IEEE J Biomed Health Inform - Systematic Poisoning Attacks on and Defenses for Machine Learning in Healthcare. ( 0,751390615108355 )
J Biomed Inform - Incremental Gaussian Discriminant Analysis based on Graybill and Deal weighted combination of estimators for brain tumour diagnosis. ( 0,750253139403974 )
AMIA Annu Symp Proc - Comparison and combination of several MeSH indexing approaches. ( 0,749772833550851 )
Comput. Biol. Med. - Sparse Manifold Clustering and Embedding to discriminate gene expression profiles of glioblastoma and meningioma tumors. ( 0,749719998025316 )
Comput. Biol. Med. - Robust prediction of protein subcellular localization combining PCA and WSVMs. ( 0,749604951683525 )
IEEE Trans Neural Netw Learn Syst - A Kernel Classification Framework for Metric Learning. ( 0,744286519691031 )
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. ( 0,740448386198221 )
IEEE Trans Image Process - Hyperspectral image classification through bilayer graph-based learning. ( 0,739328246523062 )
IEEE Trans Image Process - Unsupervised amplitude and texture classification of SAR images with multinomial latent model. ( 0,733765052119549 )
Neural Comput - Extended robust support vector machine based on financial risk minimization. ( 0,732967896274913 )
IEEE Trans Image Process - Artistic image analysis using graph-based learning approaches. ( 0,732882876786147 )
J Chem Inf Model - Note on naive Bayes based on binary descriptors in cheminformatics. ( 0,730001400409409 )
Int J Neural Syst - Linear time relational prototype based learning. ( 0,729143830683744 )
IEEE Trans Pattern Anal Mach Intell - Distance-Based Image Classification: Generalizing to New Classes at Near Zero Cost. ( 0,729114348914347 )
IEEE Trans Image Process - Improving Web image search by bag-based reranking. ( 0,725633517463983 )
Comput Math Methods Med - Correlation kernels for support vector machines classification with applications in cancer data. ( 0,725154764212164 )
Neural Comput - Divergence-based vector quantization. ( 0,721162842861395 )
IEEE Trans Pattern Anal Mach Intell - Feature Selection and Kernel Learning for Local Learning-Based Clustering. ( 0,720257694369558 )
Neural Comput - Online learning with (multiple) kernels: a review. ( 0,718366057944605 )
IEEE Trans Image Process - Joint segmentation of images and scanned point cloud in large-scale street scenes with low-annotation cost. ( 0,718103621537493 )
IEEE Trans Neural Netw Learn Syst - Adaptive Batch Mode Active Learning. ( 0,717510001869536 )
Neural Comput - Mismatched training and test distributions can outperform matched ones. ( 0,717367633476082 )
Int J Neural Syst - Online semi-supervised growing neural gas. ( 0,716024163032878 )
IEEE Trans Image Process - Real-time object tracking via online discriminative feature selection. ( 0,715468317000462 )
IEEE Trans Image Process - Contextual kernel and spectral methods for learning the semantics of images. ( 0,714441447794001 )
IEEE Trans Image Process - Active learning for solving the incomplete data problem in facial age classification by the furthest nearest-neighbor criterion. ( 0,714347482973925 )
IEEE Trans Pattern Anal Mach Intell - The Effect of Model Misspecification on Semi-Supervised Classification. ( 0,711771646157884 )
IEEE Trans Pattern Anal Mach Intell - Representation Learning: A Review and New Perspectives. ( 0,711094713241809 )
Neural Comput - Incremental learning by message passing in hierarchical temporal memory. ( 0,710947937827121 )
J Am Med Inform Assoc - Active learning for clinical text classification: is it better than random sampling? ( 0,710379901216803 )
BMC Med Inform Decis Mak - Learning to improve medical decision making from imbalanced data without a priori cost. ( 0,709036920071739 )
J Chem Inf Model - Classifying large chemical data sets: using a regularized potential function method. ( 0,708193015593316 )
IEEE Trans Neural Netw Learn Syst - Semi-supervised domain adaptation on manifolds. ( 0,707375952032858 )
IEEE Trans Pattern Anal Mach Intell - Weakly Supervised Recognition of Daily Life Activities with Wearable Sensors. ( 0,707303896205995 )
IEEE Trans Neural Netw Learn Syst - Partially shared latent factor learning with multiview data. ( 0,705666415142563 )
Neural Comput - Guaranteed classification via regularized similarity learning. ( 0,70556365661572 )
IEEE Trans Image Process - Grassmannian regularized structured multi-view embedding for image classification. ( 0,705013515416883 )
IEEE Trans Neural Netw Learn Syst - An efficient topological distance-based tree kernel. ( 0,704377314676358 )
J. Comput. Biol. - Locally learning biomedical data using diffusion frames. ( 0,703979008265332 )
IEEE Trans Pattern Anal Mach Intell - Exemplar-Based Colour Constancy and Multiple Illumination. ( 0,703927051888922 )
IEEE Trans Image Process - Supervised ordering in IRp: application to morphological processing of hyperspectral images. ( 0,698050926776459 )
IEEE Trans Image Process - Design of non-linear kernel dictionaries for object recognition. ( 0,696525116521377 )
Int J Comput Assist Radiol Surg - Statistical shape model of a liver for autopsy imaging. ( 0,694509704186415 )
J Biomed Inform - Multi-label classification of chronically ill patients with bag of words and supervised dimensionality reduction algorithms. ( 0,69439029812699 )
J Chem Inf Model - Training based on ligand efficiency improves prediction of bioactivities of ligands and drug target proteins in a machine learning approach. ( 0,694202688369191 )
Comput Methods Programs Biomed - Modified CC-LR algorithm with three diverse feature sets for motor imagery tasks classification in EEG based brain-computer interface. ( 0,694129268383898 )
IEEE Trans Neural Netw Learn Syst - Online Sequential Extreme Learning Machine With Kernels. ( 0,690739972048303 )
Comput. Biol. Med. - EEG-based emotion estimation using Bayesian weighted-log-posterior function and perceptron convergence algorithm. ( 0,68637844119554 )
IEEE Trans Neural Netw Learn Syst - Learning With Mixed Hard/Soft Pointwise Constraints. ( 0,685104734150475 )
Neural Comput - Large margin low rank tensor analysis. ( 0,683624359959358 )
Neural Comput - Adaptive multiclass classification for brain computer interfaces. ( 0,68131273390654 )
J Biomed Inform - Portable automatic text classification for adverse drug reaction detection via multi-corpus training. ( 0,677040947584583 )
IEEE Trans Image Process - Learning discriminative dictionary for group sparse representation. ( 0,675233610958356 )
IEEE Trans Pattern Anal Mach Intell - Trainable Convolution Filters and Their Application to Face Recognition. ( 0,675195464999693 )
Neural Comput - Unsupervised learning of generative and discriminative weights encoding elementary image components in a predictive coding model of cortical function. ( 0,674472829505077 )
J Chem Inf Model - Atom environment kernels on molecules. ( 0,673631270357235 )
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). ( 0,673415587636088 )
Neural Comput - Blocked 3?2 cross-validated t-test for comparing supervised classification learning algorithms. ( 0,671319532516464 )
Methods Inf Med - Probability machines: consistent probability estimation using nonparametric learning machines. ( 0,669912324012725 )
Neural Comput - Learning with convex loss and indefinite kernels. ( 0,668178259003128 )
IEEE Trans Pattern Anal Mach Intell - A Bag-of-Features Framework to Classify Time Series. ( 0,667807339694102 )
IEEE Trans Image Process - Multiple-kernel, multiple-instance similarity features for efficient visual object detection. ( 0,666856795637066 )
J Med Syst - 3D matrix pattern based Support Vector Machines for identifying pulmonary cancer in CT scanned images. ( 0,665075169548214 )
AMIA Annu Symp Proc - Sample-efficient learning with auxiliary class-label information. ( 0,664882829126288 )
IEEE Trans Image Process - Saliency and gist features for target detection in satellite images. ( 0,662006514576361 )
J Chem Inf Model - Modeling and benchmark data set for the inhibition of c-Jun N-terminal kinase-3. ( 0,661513313000706 )
J Biomed Inform - Applying active learning to assertion classification of concepts in clinical text. ( 0,660891600746975 )
IEEE Trans Image Process - Blur and illumination robust face recognition via set-theoretic characterization. ( 0,660117599403589 )
Comput. Biol. Med. - Relabeling algorithm for retrieval of noisy instances and improving prediction quality. ( 0,659694625312587 )
Artif Intell Med - A classifier ensemble approach for the missing feature problem. ( 0,659581707039688 )
IEEE Trans Pattern Anal Mach Intell - Scene-Specific Pedestrian Detection for Static Video Surveillance. ( 0,658984950045513 )