IEEE Trans Pattern Anal Mach Intell - Bayesian Nonparametric Models for Multiway Data Analysis.

Tópicos

{ estim(2440) model(1874) function(577) }
{ model(3404) distribut(989) bayesian(671) }
{ data(1714) softwar(1251) tool(1186) }
{ signal(2180) analysi(812) frequenc(800) }
{ can(774) often(719) complex(702) }
{ method(1219) similar(1157) match(930) }
{ imag(2830) propos(1344) filter(1198) }
{ network(2748) neural(1063) input(814) }
{ featur(1941) imag(1645) propos(1176) }
{ structur(1116) can(940) graph(676) }
{ use(1733) differ(960) four(931) }
{ method(2212) result(1239) propos(1039) }
{ studi(1410) differ(1259) use(1210) }
{ method(1969) cluster(1462) data(1082) }
{ system(1976) rule(880) can(841) }
{ framework(1458) process(801) describ(734) }
{ algorithm(1844) comput(1787) effici(935) }
{ extract(1171) text(1153) clinic(932) }
{ research(1085) discuss(1038) issu(1018) }
{ studi(1119) effect(1106) posit(819) }
{ can(981) present(881) function(850) }
{ result(1111) use(1088) new(759) }
{ chang(1828) time(1643) increas(1301) }
{ control(1307) perform(991) simul(935) }
{ visual(1396) interact(850) tool(830) }
{ spatial(1525) area(1432) region(1030) }
{ monitor(1329) mobil(1314) devic(1160) }
{ ehr(2073) health(1662) electron(1139) }
{ cost(1906) reduc(1198) effect(832) }
{ activ(1138) subject(705) human(624) }
{ high(1669) rate(1365) level(1280) }
{ imag(1947) propos(1133) code(1026) }
{ data(1737) use(1416) pattern(1282) }
{ inform(2794) health(2639) internet(1427) }
{ measur(2081) correl(1212) valu(896) }
{ imag(1057) registr(996) error(939) }
{ bind(1733) structur(1185) ligand(1036) }
{ sequenc(1873) structur(1644) protein(1328) }
{ featur(3375) classif(2383) classifi(1994) }
{ 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) }
{ problem(2511) optim(1539) algorithm(950) }
{ error(1145) method(1030) estim(1020) }
{ learn(2355) train(1041) set(1003) }
{ concept(1167) ontolog(924) domain(897) }
{ clinic(1479) use(1117) guidelin(835) }
{ method(1557) propos(1049) approach(1037) }
{ design(1359) user(1324) use(1319) }
{ 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) }
{ case(1353) use(1143) diagnosi(1136) }
{ howev(809) still(633) remain(590) }
{ data(3963) clinic(1234) research(1004) }
{ risk(3053) factor(974) diseas(938) }
{ perform(999) metric(946) measur(919) }
{ system(1050) medic(1026) inform(1018) }
{ import(1318) role(1303) understand(862) }
{ model(2341) predict(2261) use(1141) }
{ compound(1573) activ(1297) structur(1058) }
{ perform(1367) use(1326) method(1137) }
{ blood(1257) pressur(1144) flow(957) }
{ record(1888) medic(1808) patient(1693) }
{ health(3367) inform(1360) care(1135) }
{ model(3480) simul(1196) paramet(876) }
{ 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) }
{ group(2977) signific(1463) compar(1072) }
{ sampl(1606) size(1419) use(1276) }
{ gene(2352) biolog(1181) express(1162) }
{ data(3008) multipl(1320) sourc(1022) }
{ first(2504) two(1366) second(1323) }
{ intervent(3218) particip(2042) group(1664) }
{ 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) }
{ cancer(2502) breast(956) screen(824) }
{ use(976) code(926) identifi(902) }
{ drug(1928) target(777) effect(648) }
{ implement(1333) system(1263) develop(1122) }
{ survey(1388) particip(1329) question(1065) }
{ decis(3086) make(1611) patient(1517) }
{ process(1125) use(805) approach(778) }
{ activ(1452) weight(1219) physic(1104) }
{ detect(2391) sensit(1101) algorithm(908) }

Resumo

Tensor decomposition is a powerful computational tool for multiway data analysis. Many popular tensor decomposition approaches--such as the Tucker decomposition and CANDECOMP/PARAFAC (CP)--amount to multi-linear factorization. They are insufficient to model (i) complex interactions between data entities, (ii) various data types (e.g.missing data and binary data), and (iii) noisy observations and outliers. To address these issues, we propose tensor-variate latent nonparametric Bayesian models, coupled with efficient inference methods, for multiway data analysis. We name these models InfTucker . Using these InfTucker models, we conduct Tucker decomposition in an infinite feature space. Unlike classical tensor decomposition models, our new approaches handle both continuous and binary data in a probabilistic framework. Unlike previous Bayesian models on matrices and tensors, our models are based on latent Gaussian or t processes with nonlinear covariance functions. Moreover, the proposed models can also be naturally applied in network modeling, which leads to powerful Bayesian nonparametric stochastic blockmodels. To efficiently learn the InfTucker models from data, we develop a variational inference technique on tensors. Compared with classical implementation, the new technique reduces both time and space complexities by several orders of magnitude. Experimental results on both multiway datasets and network data demonstrate the effectiveness of the proposed models.

Resumo Limpo

tensor decomposit power comput tool multiway data analysi mani popular tensor decomposit approachessuch tucker decomposit candecompparafac cpamount multilinear factor insuffici model complex interact data entiti ii various data type egmiss data binari data iii noisi observ outlier address issu propos tensorvari latent nonparametr bayesian model coupl effici infer method multiway data analysi name model inftuck use inftuck model conduct tucker decomposit infinit featur space unlik classic tensor decomposit model new approach handl continu binari data probabilist framework unlik previous bayesian model matric tensor model base latent gaussian t process nonlinear covari function moreov propos model can also natur appli network model lead power bayesian nonparametr stochast blockmodel effici learn inftuck model data develop variat infer techniqu tensor compar classic implement new techniqu reduc time space complex sever order magnitud experiment result multiway dataset network data demonstr effect propos model

Resumos Similares

IEEE Trans Image Process - Nonlinearity detection in hyperspectral images using a polynomial post-nonlinear mixing model. ( 0,778253330625683 )
Spat Spatiotemporal Epidemiol - The use of sampling weights in Bayesian hierarchical models for small area estimation. ( 0,729863695730267 )
J. Comput. Biol. - An optimization-based sampling scheme for phylogenetic trees. ( 0,699118094965212 )
J. Comput. Biol. - Improved harmonic mean estimator for phylogenetic model evidence. ( 0,698172471097698 )
Comput Math Methods Med - A gradient boosting algorithm for survival analysis via direct optimization of concordance index. ( 0,696047380956345 )
Comput Methods Programs Biomed - Mixture and non-mixture cure fraction models based on the generalized modified Weibull distribution with an application to gastric cancer data. ( 0,693379992264899 )
Comput Methods Programs Biomed - The Survival Kit: software to analyze survival data including possibly correlated random effects. ( 0,688317533994569 )
Lifetime Data Anal - Estimation of odds of concordance based on the Aalen additive model. ( 0,677365881920239 )
Lifetime Data Anal - On estimation of linear transformation models with nested case-control sampling. ( 0,670527849381001 )
Comput Math Methods Med - Application of seemingly unrelated regression in medical data with intermittently observed time-dependent covariates. ( 0,663123928866789 )
Comput Biol Chem - GADS software for parametric linkage analysis of quantitative traits distributed as a point-mass mixture. ( 0,653172771222505 )
Lifetime Data Anal - Imputation for semiparametric transformation models with biased-sampling data. ( 0,652884344525475 )
Med Decis Making - A history of evidence in medical decisions: from the diagnostic sign to Bayesian inference. ( 0,649713943828661 )
Lifetime Data Anal - Robust inference in discrete hazard models for randomized clinical trials. ( 0,646161142660115 )
Med Decis Making - A framework for addressing structural uncertainty in decision models. ( 0,646148584505829 )
Lifetime Data Anal - A pool-adjacent-violators type algorithm for non-parametric estimation of current status data with dependent censoring. ( 0,645675861580289 )
Med Decis Making - Underestimation of uncertainties in health utilities derived from mapping algorithms involving health-related quality-of-life measures: statistical explanations and potential remedies. ( 0,645108345587266 )
Comput Methods Programs Biomed - mmm: an R package for analyzing multivariate longitudinal data with multivariate marginal models. ( 0,644984561610461 )
Comput Methods Programs Biomed - Flexible multivariate marginal models for analyzing multivariate longitudinal data, with applications in R. ( 0,644254333587231 )
Comput Methods Programs Biomed - A Bayesian multilevel model for fMRI data analysis. ( 0,644034170539551 )
Lifetime Data Anal - Bayesian analysis for monotone hazard ratio. ( 0,642863350107073 )
Lifetime Data Anal - Analysis of recurrent events with non-negligible event duration, with application to assessing hospital utilization. ( 0,64235595993335 )
IEEE Trans Image Process - Hallucinating face in the DCT domain. ( 0,639070141405951 )
Comput Math Methods Med - Statistical analysis of single-trial Granger causality spectra. ( 0,637106797084186 )
Comput Methods Programs Biomed - Fitting semiparametric regressions for panel count survival data with an R package spef. ( 0,636417856003091 )
IEEE Trans Pattern Anal Mach Intell - Causal Inference on Discrete Data using Additive Noise Models. ( 0,635372085802511 )
Lifetime Data Anal - Marginal semiparametric multivariate accelerated failure time model with generalized estimating equations. ( 0,632943764336125 )
Res Synth Methods - Semiparametric hazard function estimation in meta-analysis for time to event data. ( 0,632491029975379 )
Comput Methods Programs Biomed - Model based period analysis of absolute and relative survival with R: data preparation, model fitting and derivation of survival estimates. ( 0,631343457441096 )
Lifetime Data Anal - An additive-multiplicative rates model for recurrent event data with informative terminal event. ( 0,629788503336392 )
Neural Comput - Estimation of time-dependent input from neuronal membrane potential. ( 0,629581422523015 )
IEEE Trans Image Process - A tuned mesh-generation strategy for image representation based on data-dependent triangulation. ( 0,629062923523712 )
Lifetime Data Anal - A flexible semiparametric transformation model for recurrent event data. ( 0,628464113669364 )
Lifetime Data Anal - Semiparametric analysis of recurrent events: artificial censoring, truncation, pairwise estimation and inference. ( 0,627481449946728 )
Neural Comput - A Monte Carlo Metropolis-Hastings algorithm for sampling from distributions with intractable normalizing constants. ( 0,626342572000544 )
Lifetime Data Anal - Checking Fine and Gray subdistribution hazards model with cumulative sums of residuals. ( 0,625867750650672 )
Med Decis Making - Eliciting benefit-risk preferences and probability-weighted utility using choice-format conjoint analysis. ( 0,625612579966978 )
Comput Methods Programs Biomed - Bayesian Decision Trees for predicting survival of patients: a study on the US National Trauma Data Bank. ( 0,625538782919029 )
Med Decis Making - Generalized additive models for the analysis of EQ-5D utility data. ( 0,625352938638871 )
Neural Comput - Self-consistent learning of the environment. ( 0,623798351423619 )
Lifetime Data Anal - Estimating treatment effects on the marginal recurrent event mean in the presence of a terminating event. ( 0,623261231498231 )
Res Synth Methods - Automating network meta-analysis. ( 0,621596542612957 )
Neural Comput - Least squares estimation without priors or supervision. ( 0,619970505298622 )
Lifetime Data Anal - Estimation of treatment effects based on possibly misspecified Cox regression. ( 0,619222497747842 )
Lifetime Data Anal - Nonparametric estimation with recurrent competing risks data. ( 0,618182628358614 )
Lifetime Data Anal - Regression analysis for cumulative incidence probability under competing risks and left-truncated sampling. ( 0,61650996329546 )
IEEE Trans Vis Comput Graph - Visualizing the Variability of Gradients in Uncertain 2D Scalar Fields. ( 0,61639944304767 )
Lifetime Data Anal - Nonparametric estimation of the cumulative intensities in an interval censored competing risks model. ( 0,612965583246333 )
Lifetime Data Anal - Parametric survival densities from phase-type models. ( 0,612697428930033 )
Med Decis Making - Calibration of complex models through Bayesian evidence synthesis: a demonstration and tutorial. ( 0,611571913888477 )
J. Comput. Biol. - DrML: probabilistic modeling of gene duplications. ( 0,610727506290646 )
Med Decis Making - Regression estimators for generic health-related quality of life and quality-adjusted life years. ( 0,607887390878894 )
Methods Inf Med - Regularization for generalized additive mixed models by likelihood-based boosting. ( 0,607629427792916 )
Lifetime Data Anal - Matched survival data in a co-twin control design. ( 0,60657421815308 )
IEEE Trans Image Process - Unsupervised post-nonlinear unmixing of hyperspectral images using a Hamiltonian Monte Carlo algorithm. ( 0,60226813111982 )
Lifetime Data Anal - Regression analysis based on conditional likelihood approach under semi-competing risks data. ( 0,601983562728796 )
IEEE Trans Pattern Anal Mach Intell - Covariate Shift Adaptation for Discriminative 3D Pose Estimation. ( 0,601589642419914 )
Lifetime Data Anal - A general joint model for longitudinal measurements and competing risks survival data with heterogeneous random effects. ( 0,601245551988471 )
Res Synth Methods - Robust variance estimation with dependent effect sizes: practical considerations including a software tutorial in Stata and spss. ( 0,5997326214577 )
Res Synth Methods - Robust variance estimation in meta-regression with dependent effect size estimates. ( 0,599601239981696 )
Med Decis Making - Adjusting survival time estimates to account for treatment switching in randomized controlled trials--an economic evaluation context: methods, limitations, and recommendations. ( 0,599223761710634 )
Med Decis Making - Estimating multiparameter partial expected value of perfect information from a probabilistic sensitivity analysis sample: a nonparametric regression approach. ( 0,599223273951347 )
Lifetime Data Anal - A Bayesian proportional hazards model for general interval-censored data. ( 0,599210378607674 )
Lifetime Data Anal - Nonparametric estimation of current status data with dependent censoring. ( 0,598139651537029 )
Lifetime Data Anal - A generalization of Turnbull's estimator for nonparametric estimation of the conditional survival function with interval-censored data. ( 0,597829825527589 )
Lifetime Data Anal - Proportional hazards regression with interval censored data using an inverse probability weight. ( 0,597649042363768 )
Comput Math Methods Med - smoothHR: an R package for pointwise nonparametric estimation of hazard ratio curves of continuous predictors. ( 0,596955114789096 )
Comput Methods Programs Biomed - A simulation procedure based on copulas to generate clustered multi-state survival data. ( 0,596310180244032 )
Lifetime Data Anal - Predictive comparison of joint longitudinal-survival modeling: a case study illustrating competing approaches. ( 0,595911935371241 )
Lifetime Data Anal - Events per variable for risk differences and relative risks using pseudo-observations. ( 0,59590435613084 )
Comput Math Methods Med - A sound processor for cochlear implant using a simple dual path nonlinear model of basilar membrane. ( 0,595809966979385 )
Med Decis Making - Determining the length of posttherapeutic follow-up for cancer patients using competing risks modeling. ( 0,595168673777109 )
Lifetime Data Anal - Proportional hazards models with discrete frailty. ( 0,594760793334669 )
Lifetime Data Anal - Local linear estimation of concordance probability with application to covariate effects models on association for bivariate failure-time data. ( 0,59397831635273 )
Lifetime Data Anal - Likelihood ratio procedures and tests of fit in parametric and semiparametric copula models with censored data. ( 0,59334160883247 )
Lifetime Data Anal - A new threshold regression model for survival data with a cure fraction. ( 0,59060349774227 )
Neural Comput - Firing variability is higher than deduced from the empirical coefficient of variation. ( 0,590332808828295 )
Lifetime Data Anal - Additive-multiplicative rates model for recurrent events. ( 0,590292749103731 )
Neural Comput - Reliability of information-based integration of EEG and fMRI data: a simulation study. ( 0,589774658377614 )
J Integr Bioinform - ExPlanes: exploring planes in triplet data. ( 0,589481851381995 )
Lifetime Data Anal - A two-stage estimation in the Clayton-Oakes model with marginal linear transformation models for multivariate failure time data. ( 0,589079991692432 )
Neural Comput - Regularized parameter estimation in high-dimensional gaussian mixture models. ( 0,587112373730607 )
Med Decis Making - Evidence synthesis for decision making 2: a generalized linear modeling framework for pairwise and network meta-analysis of randomized controlled trials. ( 0,586451953287045 )
Comput Methods Programs Biomed - BioDoser: improved dose-estimation software for biological radiation dosimetry. ( 0,586434192713453 )
Lifetime Data Anal - Statistical inference based on the nonparametric maximum likelihood estimator under double-truncation. ( 0,586160831236691 )
Lifetime Data Anal - Estimation in a competing risks proportional hazards model under length-biased sampling with censoring. ( 0,585823692826994 )
IEEE Trans Image Process - Wavelet variance analysis for random fields on a regular lattice. ( 0,58557436078901 )
IEEE J Biomed Health Inform - A Gaussian Model-based Probabilistic Approach for Pulse Transit Time Estimation. ( 0,58556926294025 )
Neural Comput - ParceLiNGAM: a causal ordering method robust against latent confounders. ( 0,585541306012189 )
Lifetime Data Anal - Profile local linear estimation of generalized semiparametric regression model for longitudinal data. ( 0,585342661399464 )
Methods Inf Med - Assessing frequency domain causality in cardiovascular time series with instantaneous interactions. ( 0,584460078058933 )
Lifetime Data Anal - Nonparametric quasi-likelihood for right censored data. ( 0,58433761502922 )
Neural Comput - On quadrature methods for refractory point process likelihoods. ( 0,583933533832923 )
Neural Comput - Some sampling properties of common phase estimators. ( 0,583267575253894 )
J Chem Inf Model - Estimation of environment-related properties of chemicals for design of sustainable processes: development of group-contribution+ (GC+) property models and uncertainty analysis. ( 0,583134145201345 )
Comput Methods Programs Biomed - PSHREG: a SAS macro for proportional and nonproportional subdistribution hazards regression. ( 0,583108290512414 )
Lifetime Data Anal - Semiparametric additive marginal regression models for multiple type recurrent events. ( 0,582830326791108 )
Res Synth Methods - Comparison of statistical inferences from the DerSimonian-Laird and alternative random-effects model meta-analyses - an empirical assessment of 920 Cochrane primary outcome meta-analyses. ( 0,582451949684327 )
Neural Comput - An estimation of generalized bradley-terry models based on the em algorithm. ( 0,582397365475141 )
Lifetime Data Anal - Marginal hazard regression for correlated failure time data with auxiliary covariates. ( 0,581819210876259 )