IEEE Trans Pattern Anal Mach Intell - Consistent Latent Position Estimation and Vertex Classification for Random Dot Product Graphs.

Tópicos

{ learn(2355) train(1041) set(1003) }
{ structur(1116) can(940) graph(676) }
{ problem(2511) optim(1539) algorithm(950) }
{ model(2341) predict(2261) use(1141) }
{ visual(1396) interact(850) tool(830) }
{ use(2086) technolog(871) perceiv(783) }
{ method(2212) result(1239) propos(1039) }
{ model(3404) distribut(989) bayesian(671) }
{ can(774) often(719) complex(702) }
{ imag(1947) propos(1133) code(1026) }
{ system(1976) rule(880) can(841) }
{ measur(2081) correl(1212) valu(896) }
{ featur(3375) classif(2383) classifi(1994) }
{ error(1145) method(1030) estim(1020) }
{ clinic(1479) use(1117) guidelin(835) }
{ method(1557) propos(1049) approach(1037) }
{ howev(809) still(633) remain(590) }
{ data(3963) clinic(1234) research(1004) }
{ compound(1573) activ(1297) structur(1058) }
{ studi(1119) effect(1106) posit(819) }
{ spatial(1525) area(1432) region(1030) }
{ model(3480) simul(1196) paramet(876) }
{ first(2504) two(1366) second(1323) }
{ high(1669) rate(1365) level(1280) }
{ data(1737) use(1416) pattern(1282) }
{ 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(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) }
{ 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) }
{ algorithm(1844) comput(1787) effici(935) }
{ extract(1171) text(1153) clinic(932) }
{ 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) }
{ 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) }
{ perform(999) metric(946) measur(919) }
{ research(1085) discuss(1038) issu(1018) }
{ system(1050) medic(1026) inform(1018) }
{ import(1318) role(1303) understand(862) }
{ perform(1367) use(1326) method(1137) }
{ blood(1257) pressur(1144) flow(957) }
{ record(1888) medic(1808) patient(1693) }
{ health(3367) inform(1360) care(1135) }
{ 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) }
{ model(2656) set(1616) predict(1553) }
{ data(2317) use(1299) case(1017) }
{ 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) }
{ 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) }
{ can(981) present(881) function(850) }
{ analysi(2126) use(1163) compon(1037) }
{ health(1844) social(1437) communiti(874) }
{ cancer(2502) breast(956) screen(824) }
{ use(976) code(926) identifi(902) }
{ use(1733) differ(960) four(931) }
{ drug(1928) target(777) effect(648) }
{ 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) }
{ activ(1452) weight(1219) physic(1104) }
{ method(1969) cluster(1462) data(1082) }
{ detect(2391) sensit(1101) algorithm(908) }

Resumo

In this work we show that, using the eigen-decomposition of the adjacency matrix, we can consistently estimate latent positions for random dot product graphs provided the latent positions are i.i.d. from some distribution. If class labels are observed for a number of vertices tending to infinity, then we show that the remaining vertices can be classified with error converging to Bayes optimal using the k-nearest-neighbors classification rule. We evaluate the proposed methods on simulated data and a graph derived from Wikipedia.

Resumo Limpo

work show use eigendecomposit adjac matrix can consist estim latent posit random dot product graph provid latent posit iid distribut class label observ number vertic tend infin show remain vertic can classifi error converg bay optim use knearestneighbor classif rule evalu propos method simul data graph deriv wikipedia

Resumos Similares

IEEE Trans Neural Netw Learn Syst - Kernel reconstruction ICA for sparse representation. ( 0,703145491469154 )
IEEE Trans Image Process - Subspaces indexing model on Grassmann manifold for image search. ( 0,664831351214556 )
IEEE Trans Image Process - Artistic image analysis using graph-based learning approaches. ( 0,663249476796851 )
Neural Comput - Refined rademacher chaos complexity bounds with applications to the multikernel learning problem. ( 0,659451564352856 )
IEEE Trans Pattern Anal Mach Intell - Feature Selection with Conjunctions of Decision Stumps and Learning from Microarray Data. ( 0,649421472528469 )
IEEE Trans Neural Netw Learn Syst - ML-Tree: a tree-structure-based approach to multilabel learning. ( 0,638468577835671 )
IEEE Trans Neural Netw Learn Syst - MTC: A Fast and Robust Graph-Based Transductive Learning Method. ( 0,634749409659484 )
J Biomed Inform - Class proximity measures--dissimilarity-based classification and display of high-dimensional data. ( 0,634110379606378 )
J Chem Inf Model - Atom environment kernels on molecules. ( 0,632857652559835 )
IEEE Trans Pattern Anal Mach Intell - A Variance Minimization Criterion to Feature Selection Using Laplacian Regularization. ( 0,632779828456471 )
Comput Math Methods Med - Particle system based adaptive sampling on spherical parameter space to improve the MDL method for construction of statistical shape models. ( 0,626036362194679 )
IEEE Trans Pattern Anal Mach Intell - Representation Learning: A Review and New Perspectives. ( 0,623652698716967 )
IEEE Trans Pattern Anal Mach Intell - C^4: Exploring Multiple Solutions in Graphical Models by Cluster Sampling. ( 0,622635394406262 )
J Chem Inf Model - Classifying large chemical data sets: using a regularized potential function method. ( 0,615362139276009 )
IEEE Trans Image Process - Unified structured learning for simultaneous human pose estimation and garment attribute classification. ( 0,611953418968296 )
IEEE Trans Pattern Anal Mach Intell - Graph Regularized Nonnegative Matrix Factorization for Data Representation. ( 0,608264560244088 )
IEEE Trans Pattern Anal Mach Intell - Trinary-Projection Trees for Approximate Nearest Neighbor Search. ( 0,607527595615711 )
Neural Comput - Learning rates of lq coefficient regularization learning with gaussian kernel. ( 0,607080561109679 )
IEEE Trans Neural Netw Learn Syst - An efficient topological distance-based tree kernel. ( 0,60487418431952 )
IEEE Trans Image Process - Multiview Hessian regularization for image annotation. ( 0,600446443732078 )
IEEE Trans Pattern Anal Mach Intell - Learning AND-OR Templates for Object Recognition and Detection. ( 0,598371909527836 )
IEEE Trans Vis Comput Graph - Flow Visualization with Quantified Spatial and Temporal Errors Using Edge Maps. ( 0,59559555618228 )
IEEE Trans Image Process - Manifold regularized multitask learning for semi-supervised multilabel image classification. ( 0,595282003074335 )
IEEE Trans Image Process - On the construction of topology-preserving deformation fields. ( 0,594914386512487 )
IEEE Trans Neural Netw Learn Syst - Learning With Mixed Hard/Soft Pointwise Constraints. ( 0,592061266567327 )
J Chem Inf Model - Training based on ligand efficiency improves prediction of bioactivities of ligands and drug target proteins in a machine learning approach. ( 0,591746936689308 )
Neural Comput - Guaranteed classification via regularized similarity learning. ( 0,589090988576965 )
J. Comput. Biol. - The approximability of shortest path-based graph orientations of protein-protein interaction networks. ( 0,588413145205695 )
Neural Comput - Incremental learning by message passing in hierarchical temporal memory. ( 0,588042849223902 )
Neural Comput - U-processes and preference learning. ( 0,587446901715586 )
Neural Comput - Multiple spectral kernel learning and a gaussian complexity computation. ( 0,581880000552742 )
Neural Comput - Adaptive multiclass classification for brain computer interfaces. ( 0,580954593705278 )
IEEE Trans Image Process - Random forest construction with robust semisupervised node splitting. ( 0,580802477236518 )
IEEE Trans Neural Netw Learn Syst - Online Sequential Extreme Learning Machine With Kernels. ( 0,580773017018953 )
IEEE Trans Neural Netw Learn Syst - Scalable Nonparametric Low-Rank Kernel Learning Using Block Coordinate Descent. ( 0,5787612958161 )
IEEE Trans Pattern Anal Mach Intell - Learning Categories from Few Examples with Multi Model Knowledge Transfer. ( 0,578492112705127 )
Comput Methods Programs Biomed - Design of fuzzy classifier for diabetes disease using Modified Artificial Bee Colony algorithm. ( 0,577365688016671 )
IEEE Trans Neural Netw Learn Syst - Semi-supervised domain adaptation on manifolds. ( 0,57614294738874 )
IEEE Trans Image Process - Double shrinking sparse dimension reduction. ( 0,575795343974072 )
IEEE Trans Image Process - Hyperspectral image representation and processing with binary partition trees. ( 0,57399680266734 )
Comput. Biol. Med. - Identification of epilepsy stages from ECoG using genetic programming classifiers. ( 0,572899878899234 )
Int J Neural Syst - Intelligent multiagent coordination based on reinforcement hierarchical neuro-fuzzy models. ( 0,570684255283871 )
IEEE Trans Image Process - Task-specific image partitioning. ( 0,570111801746711 )
IEEE Trans Image Process - Demosaicking by alternating projections: theory and fast one-step implementation. ( 0,568597119344995 )
IEEE J Biomed Health Inform - Multiple kernel learning in the primal for multimodal Alzheimer's disease classification. ( 0,564749695068664 )
Neural Comput - Strictly positive-definite spike train kernels for point-process divergences. ( 0,564301411607277 )
IEEE Trans Vis Comput Graph - Uncluttered Single-Image Visualization of Vascular Structures Using GPU and Integer Programming. ( 0,563332514179683 )
IEEE Trans Image Process - Coding order decision of B frames for rate-distortion performance improvement in single-view video and multiview video coding. ( 0,563270623710011 )
Comput Math Methods Med - Correlation kernels for support vector machines classification with applications in cancer data. ( 0,56285125913691 )
IEEE Trans Image Process - Minimization of monotonically levelable higher order MRF energies via graph cuts. ( 0,562720616585325 )
Neural Comput - Computing sparse representations of multidimensional signals using Kronecker bases. ( 0,561871567800927 )
IEEE J Biomed Health Inform - Service-oriented medical system for supporting decisions with missing and imbalanced data. ( 0,561640231056685 )
J Med Syst - 3D similarity-dissimilarity plot for high dimensional data visualization in the context of biomedical pattern classification. ( 0,559715126612139 )
IEEE Trans Pattern Anal Mach Intell - Iterative Quantization: A Procrustean Approach to Learning Binary Codes for Large-scale Image Retrieval. ( 0,55922447113619 )
J Biomed Inform - Decision support from local data: creating adaptive order menus from past clinician behavior. ( 0,558447209816517 )
IEEE Trans Pattern Anal Mach Intell - Multi-Commodity Network Flow for Tracking Multiple People. ( 0,558352292530803 )
IEEE Trans Image Process - Manifold regularized discriminative nonnegative matrix factorization with fast gradient descent. ( 0,555911007152506 )
Artif Intell Med - A characterization of electrocardiogram signals through optimal allocation of information granularity. ( 0,552760136971723 )
Comput Biol Chem - Classification of splice-junction sequences via weighted position specific scoring approach. ( 0,550508314725806 )
IEEE Trans Pattern Anal Mach Intell - Constrained Nonnegative Matrix Factorization for Image Representation. ( 0,549968919509068 )
Comput. Biol. Med. - Robust prediction of protein subcellular localization combining PCA and WSVMs. ( 0,547722557505166 )
J Chem Inf Model - Note on naive Bayes based on binary descriptors in cheminformatics. ( 0,547582885806477 )
Artif Intell Med - Multi-objective evolutionary algorithms for fuzzy classification in survival prediction. ( 0,546568562965294 )
Comput. Biol. Med. - Hyperbolic Dirac Nets for medical decision support. Theory, methods, and comparison with Bayes Nets. ( 0,545368517418302 )
IEEE Trans Image Process - Image annotation by input-output structural grouping sparsity. ( 0,545278145620327 )
IEEE Trans Image Process - Learning conditional random fields for classification of hyperspectral images. ( 0,543647455811476 )
IEEE Trans Neural Netw Learn Syst - Partially shared latent factor learning with multiview data. ( 0,543524259736377 )
J Am Med Inform Assoc - Applying active learning to supervised word sense disambiguation in MEDLINE. ( 0,543339944434693 )
J Am Med Inform Assoc - Learning classification models with soft-label information. ( 0,543115773596806 )
J. Comput. Biol. - Comparing pedigree graphs. ( 0,542590062352949 )
IEEE Trans Image Process - Distributed dictionary learning for sparse representation in sensor networks. ( 0,542299781561692 )
IEEE Trans Image Process - Incremental training of a detector using online sparse eigendecomposition. ( 0,541907754793618 )
Neural Comput - A network of spiking neurons for computing sparse representations in an energy-efficient way. ( 0,540753804842068 )
Neural Comput - Large margin low rank tensor analysis. ( 0,540670254706438 )
IEEE Trans Image Process - Edge-preserving image regularization based on morphological wavelets and dyadic trees. ( 0,540366396064598 )
Comput Biol Chem - A hyper-heuristic for the Longest Common Subsequence problem. ( 0,540342145875397 )
J. Comput. Biol. - Phylogeny inference based on spectral graph clustering. ( 0,539511534267157 )
IEEE Trans Image Process - Multiple-kernel, multiple-instance similarity features for efficient visual object detection. ( 0,539282519429607 )
IEEE Trans Image Process - Flexible manifold embedding: a framework for semi-supervised and unsupervised dimension reduction. ( 0,53852280688586 )
J Chem Inf Model - Hybrid genetic algorithm with an adaptive penalty function for fitting multimodal experimental data: application to exchange-coupled non-Kramers binuclear iron active sites. ( 0,538327105227714 )
IEEE Trans Image Process - Deconvolving images with unknown boundaries using the alternating direction method of multipliers. ( 0,538299977803031 )
IEEE Trans Image Process - Adaptive membership functions for handwritten character recognition by Voronoi-based image zoning. ( 0,538122002500631 )
IEEE Trans Image Process - An automatic graph-based approach for artery/vein classification in retinal images. ( 0,538112920196097 )
Int J Neural Syst - Structurally enhanced incremental neural learning for image classification with subgraph extraction. ( 0,537806777493081 )
AMIA Annu Symp Proc - Learning medical diagnosis models from multiple experts. ( 0,537718607423258 )
IEEE Trans Image Process - Hyperspectral image classification through bilayer graph-based learning. ( 0,537293484684384 )
IEEE Trans Neural Netw Learn Syst - On recursive edit distance kernels with application to time series classification. ( 0,537043753629907 )
Neural Comput - Extended robust support vector machine based on financial risk minimization. ( 0,535000281244023 )
J. Comput. Biol. - Locally learning biomedical data using diffusion frames. ( 0,534947213716119 )
IEEE Trans Image Process - Blur and illumination robust face recognition via set-theoretic characterization. ( 0,534534657748253 )
IEEE Trans Pattern Anal Mach Intell - A Robust O(n) Solution to the Perspective-n-Point Problem. ( 0,53393506736577 )
Comput. Biol. Med. - Forest classification trees and forest support vector machines algorithms: Demonstration using microarray data. ( 0,533380747062665 )
IEEE Trans Neural Netw Learn Syst - Is extreme learning machine feasible? A theoretical assessment (part II). ( 0,533297711217675 )
Int J Comput Assist Radiol Surg - GPU-based smart visibility techniques for tumor surgery planning. ( 0,533131869629979 )
IEEE Trans Neural Netw Learn Syst - Multitask Classification Hypothesis Space With Improved Generalization Bounds. ( 0,532713603903433 )
IEEE Trans Neural Netw Learn Syst - Fick's Law Assisted Propagation for Semisupervised Learning. ( 0,53121466594914 )
IEEE Trans Neural Netw Learn Syst - Dimensionality Reduction for Hyperspectral Data Based on Class-Aware Tensor Neighborhood Graph and Patch Alignment. ( 0,53119564385054 )
Comput Math Methods Med - Dimensionality reduction by supervised neighbor embedding using laplacian search. ( 0,530624522899301 )
IEEE Trans Image Process - Saliency and gist features for target detection in satellite images. ( 0,529895175487674 )
J. Comput. Biol. - Finding maximum colorful subtrees in practice. ( 0,529615586809492 )