Neural Comput - Multinomial Bayesian learning for modeling classical and nonclassical receptive field properties.

Tópicos

{ model(3404) distribut(989) bayesian(671) }
{ model(2220) cell(1177) simul(1124) }
{ learn(2355) train(1041) set(1003) }
{ activ(1138) subject(705) human(624) }
{ imag(1947) propos(1133) code(1026) }
{ compound(1573) activ(1297) structur(1058) }
{ studi(1119) effect(1106) posit(819) }
{ detect(2391) sensit(1101) algorithm(908) }
{ care(1570) inform(1187) nurs(1089) }
{ general(901) number(790) one(736) }
{ gene(2352) biolog(1181) express(1162) }
{ method(2212) result(1239) propos(1039) }
{ imag(1057) registr(996) error(939) }
{ method(1219) similar(1157) match(930) }
{ motion(1329) object(1292) video(1091) }
{ concept(1167) ontolog(924) domain(897) }
{ method(1557) propos(1049) approach(1037) }
{ featur(1941) imag(1645) propos(1176) }
{ howev(809) still(633) remain(590) }
{ import(1318) role(1303) understand(862) }
{ data(2317) use(1299) case(1017) }
{ use(2086) technolog(871) perceiv(783) }
{ can(981) present(881) function(850) }
{ structur(1116) can(940) graph(676) }
{ process(1125) use(805) approach(778) }
{ can(774) often(719) complex(702) }
{ data(1737) use(1416) pattern(1282) }
{ 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) }
{ featur(3375) classif(2383) classifi(1994) }
{ 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) }
{ assess(1506) score(1403) qualiti(1306) }
{ treatment(1704) effect(941) patient(846) }
{ surgeri(1148) surgic(1085) robot(1054) }
{ framework(1458) process(801) describ(734) }
{ problem(2511) optim(1539) algorithm(950) }
{ error(1145) method(1030) estim(1020) }
{ chang(1828) time(1643) increas(1301) }
{ clinic(1479) use(1117) guidelin(835) }
{ 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) }
{ method(984) reconstruct(947) comput(926) }
{ search(2224) databas(1162) retriev(909) }
{ case(1353) use(1143) diagnosi(1136) }
{ data(3963) clinic(1234) research(1004) }
{ 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) }
{ model(2341) predict(2261) use(1141) }
{ visual(1396) interact(850) tool(830) }
{ perform(1367) use(1326) method(1137) }
{ 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) }
{ state(1844) use(1261) util(961) }
{ research(1218) medic(880) student(794) }
{ patient(2837) hospit(1953) medic(668) }
{ model(2656) set(1616) predict(1553) }
{ 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) }
{ 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) }
{ analysi(2126) use(1163) compon(1037) }
{ health(1844) social(1437) communiti(874) }
{ high(1669) rate(1365) level(1280) }
{ 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) }
{ activ(1452) weight(1219) physic(1104) }
{ method(1969) cluster(1462) data(1082) }

Resumo

We study the interplay of Bayesian inference and natural image learning in a hierarchical vision system, in relation to the response properties of early visual cortex. We particularly focus on a Bayesian network with multinomial variables that can represent discrete feature spaces similar to hypercolumns combining minicolumns, enforce sparsity of activation to learn efficient representations, and explain divisive normalization. We demonstrate that maximal-likelihood learning using sampling-based Bayesian inference gives rise to classical receptive field properties similar to V1 simple cells and V2 cells, while inference performed on the trained network yields nonclassical context-dependent response properties such as cross-orientation suppression and filling in. Comparison with known physiological properties reveals some qualitative and quantitative similarities.

Resumo Limpo

studi interplay bayesian infer natur imag learn hierarch vision system relat respons properti earli visual cortex particular focus bayesian network multinomi variabl can repres discret featur space similar hypercolumn combin minicolumn enforc sparsiti activ learn effici represent explain divis normal demonstr maximallikelihood learn use samplingbas bayesian infer give rise classic recept field properti similar v simpl cell v cell infer perform train network yield nonclass contextdepend respons properti crossorient suppress fill comparison known physiolog properti reveal qualit quantit similar

Resumos Similares

IEEE Trans Image Process - Computationally tractable stochastic image modeling based on symmetric Markov mesh random fields. ( 0,669305725057601 )
Neural Comput - Learning nonlinear statistical regularities in natural images by modeling the outer product of image intensities. ( 0,645063602410988 )
Comput Methods Programs Biomed - Life prediction of different commercial dental implants as influence by uncertainties in their fatigue material properties and loading conditions. ( 0,642713695986483 )
J Chem Inf Model - Searching for closely related ligands with different mechanisms of action using machine learning and mapping algorithms. ( 0,635598641079139 )
Comput Math Methods Med - A generalized gamma mixture model for ultrasonic tissue characterization. ( 0,630847682305327 )
Comput Math Methods Med - Modeling the chemoelectromechanical behavior of skeletal muscle using the parallel open-source software library OpenCMISS. ( 0,62892851414046 )
IEEE Trans Neural Netw Learn Syst - Generalized multiple kernel learning with data-dependent priors. ( 0,614062505741778 )
IEEE Trans Image Process - Generative Bayesian image super resolution with natural image prior. ( 0,610860365020873 )
IEEE Trans Pattern Anal Mach Intell - A Histogram Transform for Probability Density Function Estimation. ( 0,610528638280612 )
IEEE Trans Image Process - Diffuse prior monotonic likelihood ratio test for evaluation of fused image quality measures. ( 0,609362229172769 )
Med Biol Eng Comput - A poisson process model for hip fracture risk. ( 0,602769928926816 )
J Chem Inf Model - Introduction of a methodology for visualization and graphical interpretation of Bayesian classification models. ( 0,59918833250686 )
Neural Comput - Sparse coding on the spot: spontaneous retinal waves suffice for orientation selectivity. ( 0,598276468652872 )
Spat Spatiotemporal Epidemiol - Spatial correlation in Bayesian logistic regression with misclassification. ( 0,595586062997669 )
Neural Comput - Learning coefficient of generalization error in Bayesian estimation and vandermonde matrix-type singularity. ( 0,594168529418166 )
Med Biol Eng Comput - Comparison of the influences of structural characteristics on bulk mechanical behaviour: experimental study using a bone surrogate. ( 0,592741952259133 )
Neural Comput - Ambient GABA responsible for age-related changes in multistable perception. ( 0,585506172490927 )
Neural Comput - Bayesian sparse partial least squares. ( 0,579973043112265 )
Med Biol Eng Comput - Estimation of flexible needle deflection in layered soft tissues with different elastic moduli. ( 0,579857689229897 )
Med Biol Eng Comput - Biomechanical analysis of the wrist arthroplasty in rheumatoid arthritis: a finite element analysis. ( 0,576675675508782 )
J Med Syst - Functional and mechanical evaluation of nerve stretch injury. ( 0,576174378360957 )
Med Biol Eng Comput - Effect of heterogeneities in the cellular microstructure on propagation of the cardiac action potential. ( 0,575964716881675 )
J Chem Inf Model - Machine learning methods for property prediction in chemoinformatics: Quo Vadis? ( 0,57464089043477 )
IEEE Trans Pattern Anal Mach Intell - Bayesian Nonparametric Methods for Partially-Observable Reinforcement Learning. ( 0,574032381185782 )
Wiley Interdiscip Rev Syst Biol Med - In silico models of bone remodeling from macro to nano--from organ to cell. ( 0,573160145230793 )
Med Biol Eng Comput - The effects of femoral neck cut, cable tension, and muscles forces on the greater trochanter fixation. ( 0,570926156737209 )
Comput. Biol. Med. - Estimation of saline-mixed tissue conductivity and ablation lesion size. ( 0,568381692381375 )
Comput Math Methods Med - Optimisation of ionic models to fit tissue action potentials: application to 3D atrial modelling. ( 0,568238633014854 )
Neural Comput - Determination and the no-free-lunch paradox. ( 0,566964452757281 )
Neural Comput - Optimality and saturation in axonal chemotaxis. ( 0,566719334603377 )
IEEE Trans Image Process - Probabilistic image modeling with an extended chain graph for human activity recognition and image segmentation. ( 0,563413839154166 )
Comput Biol Chem - On the geometric modeling approach to empirical null distribution estimation for empirical Bayes modeling of multiple hypothesis testing. ( 0,562793158156946 )
IEEE Trans Image Process - A Bayesian framework for image segmentation with spatially varying mixtures. ( 0,561966954834519 )
Neural Comput - Universal approximation depth and errors of narrow belief networks with discrete units. ( 0,560138393685276 )
Wiley Interdiscip Rev Syst Biol Med - Excitable behavior in amoeboid chemotaxis. ( 0,558197815063287 )
Med Biol Eng Comput - Modeling of the dielectric properties of trabecular bone samples at microwave frequency. ( 0,556442173185472 )
Med Biol Eng Comput - System identification of evoked mechanomyogram from abductor pollicis brevis muscle in isometric contraction. ( 0,556143678579108 )
Lifetime Data Anal - A new threshold regression model for survival data with a cure fraction. ( 0,555039778805854 )
IEEE Trans Pattern Anal Mach Intell - Negative Binomial Process Count and Mixture Modeling. ( 0,553467485414089 )
IEEE Trans Pattern Anal Mach Intell - Modeling Natural Images Using Gated MRFs. ( 0,55331998716581 )
J. Comput. Biol. - Characterizing the empirical distribution of prokaryotic genome n-mers in the presence of nullomers. ( 0,55308196043431 )
Neural Comput - Mismatched training and test distributions can outperform matched ones. ( 0,551103311038639 )
Comput Math Methods Med - An empirical Bayes optimal discovery procedure based on semiparametric hierarchical mixture models. ( 0,551078309236471 )
Neural Comput - Attention as reward-driven optimization of sensory processing. ( 0,55065221235099 )
Comput Math Methods Med - Bayesian hierarchical modeling for categorical longitudinal data from sedation measurements. ( 0,550182697000502 )
Comput Math Methods Med - The influence of the specimen shape and loading conditions on the parameter identification of a viscoelastic brain model. ( 0,549816838525186 )
Comput Math Methods Med - Immune response to a variable pathogen: a stochastic model with two interlocked Darwinian entities. ( 0,549006524827147 )
Res Synth Methods - Methods for the joint meta-analysis of multiple tests. ( 0,548326118354692 )
AMIA Annu Symp Proc - Testing the calibration of classification models from first principles. ( 0,546031084970977 )
Comput Math Methods Med - Excitation-contraction coupling between human atrial myocytes with fibroblasts and stretch activated channel current: a simulation study. ( 0,545153303394104 )
Comput Math Methods Med - Spreading out muscle mass within a Hill-type model: a computer simulation study. ( 0,544500737513218 )
J Biomed Inform - Error-correction learning for artificial neural networks using the Bayesian paradigm. Application to automated medical diagnosis. ( 0,542343923982915 )
Neural Comput - Impact of spike train autostructure on probability distribution of joint spike events. ( 0,541182372323369 )
Spat Spatiotemporal Epidemiol - The detection of spatially localised outbreaks in campylobacteriosis notification data. ( 0,539986903190802 )
Med Biol Eng Comput - Effects of simulated injury on the anteroinferior glenohumeral capsule. ( 0,539720341255689 )
Comput. Biol. Med. - Simulation of the microscopic process during initiation of stent thrombosis. ( 0,53495510646056 )
Med Biol Eng Comput - Sensitivity of patient-specific vertebral finite element model from low dose imaging to material properties and loading conditions. ( 0,534739096577399 )
IEEE J Biomed Health Inform - Supervised hierarchical Bayesian model-based electomyographic control and analysis. ( 0,533851567710267 )
Neural Comput - Multistability and perceptual inference. ( 0,533185657489264 )
IEEE Trans Image Process - Learning conditional random fields for classification of hyperspectral images. ( 0,533022805078544 )
IEEE Trans Pattern Anal Mach Intell - Causal Inference on Discrete Data using Additive Noise Models. ( 0,532754744854485 )
Med Biol Eng Comput - The influence of skeletal muscle anisotropy on electroporation: in vivo study and numerical modeling. ( 0,532056982010769 )
IEEE Trans Image Process - Joint NDT image restoration and segmentation using Gauss-Markov-Potts prior models and variational Bayesian computation. ( 0,532024115011034 )
IEEE Trans Pattern Anal Mach Intell - Are Gibbs-Type Priors the Most Natural Generalization of the Dirichlet Process? ( 0,531966875789326 )
Res Synth Methods - Critical interpretation of Cochran's Q test depends on power and prior assumptions about heterogeneity. ( 0,530872989632754 )
IEEE Trans Neural Netw Learn Syst - Variational Bayesian Inference Algorithms for Infinite Relational Model of Network Data. ( 0,53084582720582 )
Med Biol Eng Comput - Influence of heterogeneous and anisotropic tissue conductivity on electric field distribution in deep brain stimulation. ( 0,528585006881173 )
Comput Math Methods Med - Bayesian inference of the Weibull model based on interval-censored survival data. ( 0,526728005872062 )
Wiley Interdiscip Rev Syst Biol Med - Reprogramming cells and tissue patterning via bioelectrical pathways: molecular mechanisms and biomedical opportunities. ( 0,526377669166172 )
Neural Comput - A semiparametric Bayesian model for detecting synchrony among multiple neurons. ( 0,5261099507233 )
Spat Spatiotemporal Epidemiol - A Bayesian space-time model for discrete spread processes on a lattice. ( 0,525540188049655 )
IEEE Trans Pattern Anal Mach Intell - Temporal Analysis of Motif Mixtures using Dirichlet Processes. ( 0,525098001944957 )
IEEE Trans Image Process - Bayesian robust principal component analysis. ( 0,524876826999904 )
Comput Math Methods Med - A mathematical model of immune-system-melanoma competition. ( 0,523573082918846 )
Lifetime Data Anal - Bayesian semiparametric modeling for stochastic precedence, with applications in epidemiology and survival analysis. ( 0,522840661187507 )
Neural Comput - Deficient GABAergic gliotransmission may cause broader sensory tuning in schizophrenia. ( 0,518999978005115 )
IEEE Trans Image Process - A study of multiplicative watermark detection in the contourlet domain using alpha-stable distributions. ( 0,518989322615574 )
Lifetime Data Anal - Estimation and assessment of markov multistate models with intermittent observations on individuals. ( 0,517939886618015 )
Comput. Biol. Med. - Empirical modeling of renal motion for improved targeting during focused ultrasound surgery. ( 0,516519758421143 )
IEEE Trans Pattern Anal Mach Intell - Efficient Human Pose Estimation from Single Depth Images. ( 0,516050131056123 )
Sci Data - Parallel genome-scale loss of function screens in 216 cancer cell lines for the identification of context-specific genetic dependencies. ( 0,515248618171763 )
IEEE Trans Image Process - Multipath exploitation in through-wall radar imaging via point spread functions. ( 0,514850729928024 )
IEEE Trans Image Process - Rate-distortion analysis of dead-zone plus uniform threshold scalar quantization and its application--part II: two-pass VBR coding for H.264/AVC. ( 0,514337027439781 )
Med Biol Eng Comput - Finite element modeling of mitral leaflet tissue using a layered shell approximation. ( 0,511364284392769 )
Comput Math Methods Med - Contribution to the determination of in vivo mechanical characteristics of human skin by indentation test. ( 0,511334055910225 )
Med Biol Eng Comput - Extracting the parameters of the double-dispersion Cole bioimpedance model from magnitude response measurements. ( 0,511038401617852 )
IEEE Trans Image Process - Bayesian nonparametric dictionary learning for compressed sensing MRI. ( 0,510892935953291 )
Wiley Interdiscip Rev Syst Biol Med - A systems biology approach to synovial joint lubrication in health, injury, and disease. ( 0,510722197564714 )
Artif Intell Med - On the interplay of machine learning and background knowledge in image interpretation by Bayesian networks. ( 0,510533703080667 )
Comput. Biol. Med. - Non-invasive estimation of skin thickness from hyperspectral imaging and validation using echography. ( 0,510253898091713 )
Med Decis Making - Assessing uncertainties surrounding combined endpoints for use in economic models. ( 0,508325451894752 )
IEEE Trans Pattern Anal Mach Intell - Human3.6M: Large Scale Datasets and Predictive Methods for 3D Human Sensing in Natural Environments. ( 0,507940499671688 )
IEEE Trans Image Process - Unsupervised amplitude and texture classification of SAR images with multinomial latent model. ( 0,50785881027465 )
Med Biol Eng Comput - Improved numerical approach for electrical modeling of biological cell clusters. ( 0,506414726597411 )
Comput. Biol. Med. - Simulating a dual-array electrode configuration to investigate the influence of skeletal muscle fatigue following functional electrical stimulation. ( 0,505631168087432 )
Comput. Biol. Med. - Protein transport in the connecting cilium of a photoreceptor cell: modeling the effects of bidirectional protein transitions between the diffusion-driven and motor-driven kinetic states. ( 0,504503923975487 )
IEEE Trans Image Process - Studentized dynamical system for robust object tracking. ( 0,504259590058659 )
Comput Methods Programs Biomed - Experiment and hydro-mechanical coupling simulation study on the human periodontal ligament. ( 0,503617478887411 )
J. Comput. Biol. - Probabilistic cellular automata. ( 0,503164300616883 )
Spat Spatiotemporal Epidemiol - Goodness-of-fit measures for individual-level models of infectious disease in a Bayesian framework. ( 0,503060525920771 )