Neural Comput - Toward unified hybrid simulation techniques for spiking neural networks.

Tópicos

{ model(3480) simul(1196) paramet(876) }
{ method(1219) similar(1157) match(930) }
{ network(2748) neural(1063) input(814) }
{ method(984) reconstruct(947) comput(926) }
{ howev(809) still(633) remain(590) }
{ algorithm(1844) comput(1787) effici(935) }
{ cost(1906) reduc(1198) effect(832) }
{ structur(1116) can(940) graph(676) }
{ use(976) code(926) identifi(902) }
{ data(1737) use(1416) pattern(1282) }
{ imag(2830) propos(1344) filter(1198) }
{ take(945) account(800) differ(722) }
{ studi(2440) review(1878) systemat(933) }
{ chang(1828) time(1643) increas(1301) }
{ learn(2355) train(1041) set(1003) }
{ concept(1167) ontolog(924) domain(897) }
{ method(1557) propos(1049) approach(1037) }
{ data(1714) softwar(1251) tool(1186) }
{ control(1307) perform(991) simul(935) }
{ research(1085) discuss(1038) issu(1018) }
{ compound(1573) activ(1297) structur(1058) }
{ perform(1367) use(1326) method(1137) }
{ state(1844) use(1261) util(961) }
{ model(2656) set(1616) predict(1553) }
{ data(3008) multipl(1320) sourc(1022) }
{ can(981) present(881) function(850) }
{ use(1733) differ(960) four(931) }
{ result(1111) use(1088) new(759) }
{ 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) }
{ 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) }
{ 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) }
{ problem(2511) optim(1539) algorithm(950) }
{ error(1145) method(1030) estim(1020) }
{ clinic(1479) use(1117) guidelin(835) }
{ extract(1171) text(1153) clinic(932) }
{ design(1359) user(1324) use(1319) }
{ model(2220) cell(1177) simul(1124) }
{ care(1570) inform(1187) nurs(1089) }
{ general(901) number(790) one(736) }
{ search(2224) databas(1162) retriev(909) }
{ featur(1941) imag(1645) propos(1176) }
{ 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) }
{ system(1050) medic(1026) inform(1018) }
{ import(1318) role(1303) understand(862) }
{ model(2341) predict(2261) use(1141) }
{ visual(1396) interact(850) tool(830) }
{ 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) }
{ monitor(1329) mobil(1314) devic(1160) }
{ ehr(2073) health(1662) electron(1139) }
{ research(1218) medic(880) student(794) }
{ patient(2837) hospit(1953) medic(668) }
{ data(2317) use(1299) case(1017) }
{ age(1611) year(1155) adult(843) }
{ medic(1828) order(1363) alert(1069) }
{ signal(2180) analysi(812) frequenc(800) }
{ group(2977) signific(1463) compar(1072) }
{ sampl(1606) size(1419) use(1276) }
{ gene(2352) biolog(1181) express(1162) }
{ first(2504) two(1366) second(1323) }
{ intervent(3218) particip(2042) group(1664) }
{ activ(1138) subject(705) human(624) }
{ 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) }
{ high(1669) rate(1365) level(1280) }
{ cancer(2502) breast(956) screen(824) }
{ drug(1928) target(777) effect(648) }
{ 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) }
{ method(2212) result(1239) propos(1039) }
{ detect(2391) sensit(1101) algorithm(908) }

Resumo

In the field of neural network simulation techniques, the common conception is that spiking neural network simulators can be divided in two categories: time-step-based and event-driven methods. In this letter, we look at state-of-the art simulation techniques in both categories and show that a clear distinction between both methods is increasingly difficult to define. In an attempt to improve the weak points of each simulation method, ideas of the alternative method are, sometimes unknowingly, incorporated in the simulation engine. Clearly the ideal simulation method is a mix of both methods. We formulate the key properties of such an efficient and generally applicable hybrid approach.

Resumo Limpo

field neural network simul techniqu common concept spike neural network simul can divid two categori timestepbas eventdriven method letter look stateofth art simul techniqu categori show clear distinct method increas difficult defin attempt improv weak point simul method idea altern method sometim unknow incorpor simul engin clear ideal simul method mix method formul key properti effici general applic hybrid approach

Resumos Similares

Neural Comput - Statistical mechanics of reward-modulated learning in decision-making networks. ( 0,732052482902776 )
Neural Comput - Effect of phase response curve skewness on synchronization of electrically coupled neuronal oscillators. ( 0,714762177466176 )
Neural Comput - Analytical integrate-and-fire neuron models with conductance-based dynamics and realistic postsynaptic potential time course for event-driven simulation strategies. ( 0,705002372633305 )
Neural Comput - Computing confidence intervals for point process models. ( 0,698160659831868 )
Comput Biol Chem - An efficient nonlinear finite-difference approach in the computational modeling of the dynamics of a nonlinear diffusion-reaction equation in microbial ecology. ( 0,692848953741162 )
J. Comput. Biol. - Rich parameterization improves RNA structure prediction. ( 0,683987747113888 )
Comput Methods Programs Biomed - Development of a computer algorithm for feedback controlled electrical nerve fiber stimulation. ( 0,658508643552713 )
Neural Comput - Functional identification of spike-processing neural circuits. ( 0,65401977975218 )
J Chem Inf Model - Full and partial agonism of ionotropic glutamate receptors indicated by molecular dynamics simulations. ( 0,641400950235301 )
Neural Comput - A principled dimension-reduction method for the population density approach to modeling networks of neurons with synaptic dynamics. ( 0,635356584853358 )
Comput. Biol. Med. - An implicit evolution scheme for active contours and surfaces based on IIR filtering. ( 0,631963930021748 )
Comput Math Methods Med - Analytical solutions for the mathematical model describing the formation of liver zones via Adomian's method. ( 0,631187544463038 )
Comput Math Methods Med - ModeLang: a new approach for experts-friendly viral infections modeling. ( 0,630588041149908 )
Neural Comput - Theoretical and evolutionary parameter tuning of neural oscillators with a double-chain structure for generating rhythmic signals. ( 0,625329665886076 )
Comput. Biol. Med. - Volume conductor models in surface electromyography: computational techniques. ( 0,624663340364902 )
IEEE Trans Neural Netw Learn Syst - Global exponential synchronization of multiple memristive neural networks with time delay via nonlinear coupling. ( 0,6206276880016 )
Comput Math Methods Med - Global hopf bifurcation on two-delays leslie-gower predator-prey system with a prey refuge. ( 0,619539512346565 )
Neural Comput - A calcium-based simple model of multiple spike interactions in spike-timing-dependent plasticity. ( 0,618281131259524 )
Brief. Bioinformatics - Choosing appropriate models for protein-protein interaction networks: a comparison study. ( 0,618068512183589 )
Comput Methods Programs Biomed - A model of cerebral cortex formation during fetal development using reaction-diffusion-convection equations with Turing space parameters. ( 0,608362642759321 )
J Chem Inf Model - Fitting of dihedral terms in classical force fields as an analytic linear least-squares problem. ( 0,608301561960805 )
Comput Biol Chem - Parameter sensitivity analysis of stochastic models: application to catalytic reaction networks. ( 0,607391004974417 )
Int J Neural Syst - A generalized Leaky Integrate-and-Fire neuron model with fast implementation method. ( 0,606705635454071 )
Neural Comput - Projective clustering using neural networks with adaptive delay and signal transmission loss. ( 0,603795078220575 )
Neural Comput - A systematic method for configuring VLSI networks of spiking neurons. ( 0,603079029372918 )
Neural Comput - How sample paths of leaky integrate-and-fire models are influenced by the presence of a firing threshold. ( 0,599619266030059 )
J Integr Bioinform - An advanced environment for hybrid modeling of biological systems based on modelica. ( 0,599079973818725 )
Comput Math Methods Med - Dynamics analysis and simulation of a modified HIV infection model with a saturated infection rate. ( 0,597913963430394 )
Int J Neural Syst - Understanding Networks of Computing Chemical Droplet Neurons Based on Information Flow. ( 0,595972671773151 )
Neural Comput - The computational power of interactive recurrent neural networks. ( 0,595017339595634 )
IEEE Trans Image Process - Principal curves for lumen center extraction and flow channel width estimation in 3-D arterial networks: theory, algorithm, and validation. ( 0,593598937961221 )
Comput Math Methods Med - Synchronization of coupled different chaotic FitzHugh-Nagumo neurons with unknown parameters under communication-direction-dependent coupling. ( 0,589462650399681 )
Comput. Biol. Med. - Modeling multiple experiments using regularized optimization: A case study on bacterial glucose utilization dynamics. ( 0,589138119972535 )
Comput Math Methods Med - Theorems and application of local activity of CNN with five state variables and one port. ( 0,588441935087731 )
Comput Methods Programs Biomed - System approach to modeling of liver glucose metabolism with physiologically interpreted model parameters outgoing from [18F]FDG concentrations measured by PET. ( 0,586950880381425 )
Neural Comput - On the performance of voltage stepping for the simulation of adaptive, nonlinear integrate-and-fire neuronal networks. ( 0,583321891804969 )
Neural Comput - Synchronization of stochastic competitive neural networks with different timescales and reaction-diffusion terms. ( 0,582921040791066 )
Comput Math Methods Med - Numerical solutions for a model of tissue invasion and migration of tumour cells. ( 0,580317376630514 )
Comput Math Methods Med - Uncertainty quantification in simulations of epidemics using polynomial chaos. ( 0,580306401672325 )
Comput Math Methods Med - Numerical stability of partitioned approach in fluid-structure interaction for a deformable thin-walled vessel. ( 0,579786073353255 )
Neural Comput - Neural dynamics, bifurcations, and firing rates in a quadratic integrate-and-fire model with a recovery variable. I: Deterministic behavior. ( 0,577986136125212 )
IEEE Trans Image Process - Correlation-coefficient-based fast template matching through partial elimination. ( 0,577389872047936 )
Comput. Biol. Med. - Phase lagging model of brain response to external stimuli-modeling of single action potential. ( 0,576855730253148 )
Comput Math Methods Med - Dynamics of Mycobacterium and bovine tuberculosis in a human-buffalo population. ( 0,576563045747249 )
Neural Comput - Fisher and Shannon information in finite neural populations. ( 0,574556612080716 )
Comput Methods Programs Biomed - Parametric-based brain Magnetic Resonance Elastography using a Rayleigh damping material model. ( 0,572548225048853 )
Neural Comput - Active data collection for efficient estimation and comparison of nonlinear neural models. ( 0,572298509377985 )
J Clin Monit Comput - The standard strong ion difference, standard total titratable base, and their relationship to the Boston compensation rules and the Van Slyke equation for extracellular fluid. ( 0,571333801488834 )
Brief. Bioinformatics - LC-MS alignment in theory and practice: a comprehensive algorithmic review. ( 0,570509658765238 )
Comput. Biol. Med. - epiModel: a system to build automatically systems of differential equations of compartmental type-epidemiological models. ( 0,570141583347001 )
Brief. Bioinformatics - Inference of dynamic networks using time-course data. ( 0,569260582020063 )
IEEE Trans Image Process - Efficiency of semi-implicit schemes for anisotropic diffusion in the hypercube. ( 0,568681708222262 )
IEEE Trans Neural Netw Learn Syst - Stochastic Stability of Delayed Neural Networks With Local Impulsive Effects. ( 0,568565974419211 )
IEEE Trans Vis Comput Graph - Turbulence Simulation by Adaptive Multi-Relaxation Lattice Boltzmann Modeling. ( 0,56812038979976 )
Comput Methods Programs Biomed - Solving delay differential equations in S-ADAPT by method of steps. ( 0,567194130950193 )
Comput Math Methods Med - Modeling schistosomiasis and HIV/AIDS codynamics. ( 0,567176506203483 )
Med Biol Eng Comput - CSF dynamic analysis of a predictive pulsatility-based infusion test for normal pressure hydrocephalus. ( 0,566172609640495 )
Med Biol Eng Comput - A fluid-structure interaction model of the aortic valve with coaptation and compliant aortic root. ( 0,564705256177692 )
Comput. Biol. Med. - ODE/PDE analysis of corneal curvature. ( 0,562892928536317 )
Comput Methods Programs Biomed - Functionality of the baroreceptor nerves in heart rate regulation. ( 0,562407845549779 )
Comput Math Methods Med - Computational modeling of microabscess formation. ( 0,561799587639051 )
Comput Biol Chem - A stochastic evolution model for residue Insertion-Deletion Independent from Substitution. ( 0,561478617304118 )
Neural Comput - On the continuous differentiability of inter-spike intervals of synaptically connected cortical spiking neurons in a neuronal network. ( 0,561125501220765 )
Neural Comput - Exact event-driven implementation for recurrent networks of stochastic perfect integrate-and-fire neurons. ( 0,560977669739131 )
J. Comput. Biol. - Is an intuitive convergence definition of molecular dynamics simulations solely based on the root mean square deviation possible? ( 0,5608670080477 )
Comput. Biol. Med. - Numerical investigation into blood clotting at the bone-dental implant interface in the presence of an electrical stimulus. ( 0,560496083747041 )
Neural Comput - Cross-talk induces bifurcations in nonlinear models of synaptic plasticity. ( 0,558623482763403 )
Comput Math Methods Med - Modeling innate immune response to early Mycobacterium infection. ( 0,558569881035768 )
Comput Math Methods Med - Theoretical Hill-type muscle and stability: numerical model and application. ( 0,556610346864062 )
Neural Comput - On antiperiodic solutions for Cohen-Grossberg shunting inhibitory neural networks with time-varying delays and impulses. ( 0,556456408574593 )
Comput Math Methods Med - Noninvasive monitoring of hepatic damage from hepatitis C virus infection. ( 0,554075469908626 )
Neural Comput - MOSAIC for multiple-reward environments. ( 0,553336181587481 )
Neural Comput - A low-order model of biological neural networks. ( 0,55285123735458 )
Neural Comput - Dynamical movement primitives: learning attractor models for motor behaviors. ( 0,55178609365146 )
IEEE Trans Vis Comput Graph - Anisotropic Elliptic PDEs for Feature Classification. ( 0,551482704158192 )
Comput Methods Programs Biomed - Reprint of Pharmacokinetic modelling of the anti-malarial drug artesunate and its active metabolite dihydroartemisinin. ( 0,550855308649622 )
Comput Math Methods Med - Multiscale coupling of transcranial direct current stimulation to neuron electrodynamics: modeling the influence of the transcranial electric field on neuronal depolarization. ( 0,550048312452104 )
Comput Methods Programs Biomed - A therapy parameter-based model for predicting blood glucose concentrations in patients with type 1 diabetes. ( 0,549358219659396 )
Comput Math Methods Med - Solutions of a linearized mathematical model for capillary formation in tumor angiogenesis: an initial data perturbation approximation. ( 0,549248570623021 )
Comput. Biol. Med. - A compartment model of alveolar-capillary oxygen diffusion with ventilation-perfusion gradient and dynamics of air transport through the respiratory tract. ( 0,54697865454753 )
IEEE Trans Pattern Anal Mach Intell - Flat Refractive Geometry. ( 0,546877857643418 )
Neural Comput - A new clustering approach on the basis of dynamical neural field. ( 0,545284178052907 )
Comput. Biol. Med. - A lack of statistical pitfalls in the comparison of multivariate causality measures for effective causality. ( 0,544664476821801 )
Comput. Biol. Med. - Computing the stability of steady-state solutions of mathematical models of the electrical activity in the heart. ( 0,54443346719803 )
Comput Math Methods Med - Solid dynamic models for analysis of stress and strain in human hearts. ( 0,544346804955306 )
Comput Math Methods Med - Effects of maximal sodium and potassium conductance on the stability of Hodgkin-Huxley model. ( 0,544058820349418 )
Neural Comput - A framework for simulating and estimating the state and functional topology of complex dynamic geometric networks. ( 0,542930914129358 )
Comput Math Methods Med - A numerical method of reduced complexity for simulating vascular hemodynamics using coupled 0D lumped and 1D wave propagation models. ( 0,542798306169262 )
Int J Neural Syst - Multiple oscillatory states in models of collective neuronal dynamics. ( 0,542207436465414 )
Comput Math Methods Med - A theoretical model for the transmission dynamics of the Buruli ulcer with saturated treatment. ( 0,539394651873415 )
Neural Comput - Noninvertibility, chaotic coding, and chaotic multiplexity of synaptically modulated neural firing. ( 0,539072103437004 )
Comput Math Methods Med - Hybrid mesh for nasal airflow studies. ( 0,537474801793882 )
Comput Math Methods Med - Robust synchronization of delayed chaotic FitzHugh-Nagumo neurons under external electrical stimulation. ( 0,536477444567329 )
Comput Math Methods Med - A meshfree method for simulating myocardial electrical activity. ( 0,535526621604059 )
Comput Methods Programs Biomed - Kinetic modelling of the role of the aldehyde dehydrogenase enzyme and the breast cancer resistance protein in drug resistance and transport. ( 0,530534807027005 )
Int J Neural Syst - Double-layered models can explain macro and micro structure of human sleep. ( 0,530354476237412 )
IEEE Trans Image Process - Geometrically induced force interaction for three-dimensional deformable models. ( 0,530322171176734 )
Comput. Biol. Med. - Network and Nakamura tridiagonal computational simulation of electrically-conducting biopolymer micro-morphic transport phenomena. ( 0,529730070206151 )
J Chem Inf Model - Design of novel FLT-3 inhibitors based on dual-layer 3D-QSAR model and fragment-based compounds in silico. ( 0,529663349370795 )
Comput. Biol. Med. - Mathematical modeling of brain glioma growth using modified reaction-diffusion equation on brain MR images. ( 0,529023991173529 )