LDA

Graphlab, similar params to convergence

Topic 0: adhering(948), amplification(838), autonomous(766), bower(748), airborne(748), amplifying(738), bination(698), acl(695), buy(688), assume(663), acldey(658), bypass(657), account(653), appendix(641), busy(636),
Topic 1: aut(1107), biggest(1020), accents(1020), associative(955), barron(954), barrier(945), adap(927), austin(906), adam(906), aration(882), burges(806), affecting(801), affects(794), afferent(759), acyclic(757),
Topic 2: boser(876), apex(716), berlin(704), automaton(654), atypical(608), aliasing(608), ariaboost(585), barak(571), accumulated(559), attias(555), ang(531), antennas(525), antennae(516), annu(498), biological(490),
Topic 3: activating(1192), acceleration(836), accent(798), ary(794), bahl(792), brosch(791), acceptance(751), aggregate(707), blowfly(662), aggregation(648), beneath(635), bringing(630), benchmarks(623), backprop(617), caption(601),
Topic 4: arl(949), boot(907), baluja(884), carefully(769), capacitances(734), bonn(728), bfilthoff(720), ballard(704), buffer(690), carpenter(686), buckingham(680), bibliography(676), arrivals(676), bullock(657), brighton(652),
Topic 5: capacitive(1049), blur(988), building(914), cartoon(887), cascades(852), buildup(848), broomhead(800), borhood(795), browsing(705), axes(697), aertsen(655), bull(654), capacitors(623), carries(622), casdagli(610),
Topic 6: coincidences(1154), commercial(1091), confidence(1051), conceivable(994), conditionally(920), commerce(915), charge(912), columbia(908), clas(908), coincidental(892), choose(889), chemically(882), collective(870), ciently(821), characterizes(809),
Topic 7: bra(1376), accomplishes(1234), calcium(1078), biosci(995), average(933), bol(921), categorization(883), began(846), beer(825), bins(765), ameters(760), budget(746), arbitrarily(738), ance(722), arid(717),
Topic 8: ala(1220), braun(1138), asym(954), analysing(944), availability(927), axis(826), assessment(784), asterisks(777), called(774), aviv(770), analysers(753), ambitious(712), ata(691), breakdown(678), acquisition(649),
Topic 9: cavity(813), binds(786), basing(785), biolog(715), aptic(680), assures(660), batteries(652), cbms(633), cad(594), bradford(582), cease(576), break(574), bbn(570), alex(566), bird(558),
Topic 10: brains(1401), biomedical(1165), brand(1105), biomed(1043), cam(1012), census(1009), biol(1000), calibrate(997), caltech(993), branches(962), attaining(896), ceils(890), cca(888), attainable(875), calibrating(854),
Topic 11: avoidance(924), awe(897), avlsi(804), ative(769), birds(741), amplifier(727), bipolar(662), caudal(659), cauwenberghs(639), categorize(635), bishop(609), atiya(600), aspect(599), areas(593), amplified(589),
Topic 12: bipartite(824), activation(670), category(635), aries(581), bottleneck(580), adapts(571), aperiodic(550), cen(501), asr(467), altering(436), albus(415), camp(377), acm(374), calculate(366), acid(346),
Topic 13: additively(1480), abc(1310), capability(1048), canonical(1012), act(994), alternation(992), bregman(974), ascent(966), behaviorally(939), adaptive(904), alternating(888), bitrary(830), aixi(803), breiman(796), awij(783),
Topic 14: abrash(891), ampli(724), alternatively(572), advocates(546), carded(505), broadened(504), blurred(498), bellcore(424), action(410), actively(409), anticipated(390), brown(385), acero(383), accurate(380), attending(379),
Topic 15: conducted(1401), coil(1235), christopher(1179), collec(1045), concert(974), clark(967), cknowle(944), collectively(940), comment(904), concavity(889), computational(849), command(845), coincident(842), compres(831), conclusions(830),
Topic 16: answer(1017), anal(888), assignment(804), army(783), ana(765), applicable(756), administration(658), autonomously(648), bytes(642), acous(637), apr(636), autoregression(615), assp(605), audio(593), admissible(593),
Topic 17: approximately(1561), ama(1274), approximators(1176), addresses(1143), bound(989), approzimation(985), agrees(969), addressing(940), aha(939), ame(929), approximator(915), autocorrelation(912), ambient(896), approximations(886), base(885),
Topic 18: colliding(1215), concentrations(1139), concisely(1066), commitment(1026), chose(1022), chrisman(1012), clamp(1001), concomitant(991), compete(981), clues(954), compiler(928), collisions(916), condi(910), concrete(872), concurrent(866),
Topic 19: argued(865), caption(699), bols(695), acc(631), absorption(608), balancing(603), area(571), argues(568), atoms(566), analyzer(560), bert(546), awij(538), achieving(529), capac(516), bucket(507),
Topic 20: closest(1317), consequences(1146), combinatorial(1098), complementary(1079), cons(1076), cit(1011), conquer(1002), consid(976), clique(966), close(958), connor(957), clocks(953), ciency(945), connell(941), charged(935),
Topic 21: band(968), benefits(958), boltzmann(954), bengio(936), bruno(879), approach(845), boahen(823), anders(815), bend(791), care(768), boa(767), carl(755), bold(723), cascade(696), capacity(662),
Topic 22: access(1307), biophys(1130), alarms(1018), attempted(1006), calibration(989), calling(980), apl(949), analogies(842), apparatus(810), calculations(772), assemblies(734), bauer(724), admitted(719), cent(706), attempt(700),
Topic 23: accomplishing(1032), accumulating(844), baylor(783), amos(588), activate(586), anand(585), assembly(556), binomial(537), adjust(518), calculation(509), acknowledge(464), actu(463), bcs(431), accounted(429), acceptably(402),
Topic 24: concatenating(929), concentrates(928), concise(910), ciative(890), conduc(848), confer(841), cil(836), comple(827), committees(823), coincide(816), collaboration(810), collect(804), collaterals(791), cesa(788), cially(783),
Topic 25: absorbing(2136), abil(1335), additional(1080), ascertain(1025), adding(982), ates(961), affords(892), axial(791), adaptively(764), adatron(757), ation(754), abstract(735), axon(723), archives(669), acquiring(665),
Topic 26: addressable(943), alphabet(940), aro(833), ballistic(796), award(791), berry(781), avoiding(723), anterior(718), boring(682), cas(674), allerton(664), abstracting(651), built(646), ban(623), cart(590),
Topic 27: analyzed(985), bergen(950), articulation(828), bio(821), cda(746), bcm(741), bernardo(736), blobs(715), bandpass(715), anticipate(708), allocation(702), anytime(697), belgium(684), antisymmetric(684), calcula(680),
Topic 28: author(1020), cation(768), actual(751), boulder(714), astronomy(706), caught(664), bij(647), approximating(646), adapting(632), cauchy(630), barrow(628), burr(613), barto(610), biologically(603), anandan(595),
Topic 29: ase(1083), alters(1026), acquire(1000), abbreviate(968), briefly(914), athena(900), atick(753), aforementioned(700), arg(668), afosr(588), cavendish(582), aeronautical(526), bright(504), alternate(493), ating(443),
Topic 30: cobh(1352), constituted(1185), constr(1063), cfi(1051), connectivity(1045), clutter(1039), coexistence(1037), constitute(998), constrain(992), complete(986), complezity(910), centrally(909), compares(886), completed(878), considered(875),
Topic 31: abilistic(1206), abstracts(1094), accelerate(922), attrac(867), abnormal(715), accord(699), bors(697), activations(676), adopt(654), algorith(612), algorit(558), allowable(536), abundant(525), affirmative(503), abstracted(489),
Topic 32: anonymous(1439), aeronautics(1100), approxi(1075), answered(989), card(985), abandoned(947), blink(906), alp(852), atkeson(822), anesthetized(809), backgrounds(801), bachtach(747), arriving(743), arti(691), arrives(675),
Topic 33: alexandre(835), attitude(610), angle(583), availability(573), admission(539), alent(536), appearing(529), analogs(517), bandwidth(505), accidental(479), antecedent(478), assoc(460), akin(442), ack(442), assets(433),
Topic 34: connecfionist(1215), clever(1166), comparably(1165), connec(1158), click(1157), climbing(1156), comparison(1155), clin(1137), conjunctive(1121), cleeremans(1007), companies(997), comparative(996), change(994), configurations(972), company(958),
Topic 35: compromises(1112), constraint(1031), constructed(959), constraining(958), compromising(955), constrained(898), comprises(889), compressed(850), construction(816), cogsci(793), constraints(738), constructs(736), constitutes(736), construct(726), computation(722),
Topic 36: candidates(1056), bounding(991), append(978), basis(930), blank(915), acteristics(877), ain(845), atively(822), brenner(804), alternatives(776), appli(761), aimed(759), accesses(751), behave(745), blend(742),
Topic 37: aperture(1067), bianchi(1024), austria(880), arts(772), attributable(732), accumulates(725), arbors(672), backer(648), anti(634), bar(625), allman(613), animal(606), amorphous(592), causality(573), anisotropy(570),
Topic 38: barnard(938), augment(908), arising(856), berkeley(823), accepted(802), brute(741), animation(704), attentive(684), automatically(681), arithmetic(654), boo(640), boundary(635), builds(633), basically(631), bennett(624),
Topic 39: aerial(1163), agreed(1023), anderson(899), accuracy(867), andrews(849), bloomington(812), andreou(778), behavioural(772), brittle(768), attach(733), backtracking(709), cards(708), beliefs(703), apply(701), blob(688),
Topic 40: compensates(1367), cod(1363), connectionists(1339), compartments(1339), compartment(1222), componentwise(1209), compensating(1094), chii(1085), clipped(1081), code(1076), chap(1072), compo(1065), connection(1036), considerably(1024), complicated(1021),
Topic 41: admit(1324), bridges(1316), bayes(1064), boy(862), abeles(768), capable(673), boyan(649), awi(630), axo(620), analytic(587), baxter(581), analyzes(556), academic(556), alepolarizing(511), assist(508),
Topic 42: attached(1078), bachrach(887), atomic(851), benchmark(799), backed(751), arrow(746), ben(662), ator(652), arrived(639), atom(607), atlantic(605), bach(600), captured(589), achieved(582), ally(570),
Topic 43: confusions(1646), communications(1633), confusing(1553), compact(1395), communication(1370), conflicts(1327), congress(1313), conformation(1300), clean(1300), classically(1296), comp(1231), commutative(1211), congruence(1196), classifiers(1164), conform(1155),
Topic 44: clipping(1133), concen(1086), consequent(984), cie(968), conductance(939), communicating(889), conserved(866), conceived(859), clus(824), concept(792), competi(762), constructive(760), communities(754), competitors(744), charts(733),
Topic 45: braverman(970), atlanta(916), candidate(846), alu(733), alx(719), cancellation(706), capacitance(684), bregman(675), capa(657), brevity(657), adder(631), artificial(570), aren(551), afforded(538), ations(480),
Topic 46: accommodated(1641), arc(1049), arccos(1018), angeles(923), allen(908), algebraically(904), asymmetries(903), alg(899), amer(898), adjusting(848), activ(842), birth(807), america(802), adjustment(790), asymmetric(781),
Topic 47: comprehension(1317), constituent(1232), compositionality(1093), chir(1090), constants(966), chess(945), compositional(903), coding(831), comprehensive(830), confirms(824), coef(789), cheng(768), centres(739), centred(705), compositions(700),
Topic 48: asymmetry(1514), attributed(1187), adv(1157), ace(949), abstr(914), adults(885), accuracies(785), agreeing(750), accepts(696), accelerated(696), acts(648), achieve(643), arrays(639), achievable(583), attracting(571),
Topic 49: adjustments(1033), amit(893), amir(745), answering(715), barlow(706), arch(698), bernhard(679), arnold(665), asa(661), baltimore(658), attractions(626), bition(615), canals(607), amine(589), attended(568),

Number of token changes: 2844082

Number of updates:       973580
INFO:     distributed_aggregator.hpp(decrement_finalize_counter:840): 0Reschedule of topk at 460.1
INFO:     distributed_aggregator.hpp(decrement_distributed_counter:787): Distributed Aggregation of global_counts. 0 remaining.
INFO:     distributed_aggregator.hpp(decrement_distributed_counter:793): Aggregate completion of global_counts
Total Tokens: 3280303
INFO:     distributed_aggregator.hpp(decrement_finalize_counter:840): 0Reschedule of global_counts at 455.2
INFO:     distributed_aggregator.hpp(decrement_distributed_counter:787): Distributed Aggregation of likelihood. 0 remaining.
INFO:     distributed_aggregator.hpp(decrement_distributed_counter:793): Aggregate completion of likelihood
Likelihood: -2.65317e+07
INFO:     distributed_aggregator.hpp(decrement_finalize_counter:840): 0Reschedule of likelihood at 460
INFO:     distributed_aggregator.hpp(decrement_distributed_counter:787): Distributed Aggregation of global_counts. 0 remaining.
INFO:     distributed_aggregator.hpp(decrement_distributed_counter:793): Aggregate completion of global_counts
Total Tokens: 3280303
INFO:     distributed_aggregator.hpp(decrement_finalize_counter:840): 0Reschedule of global_counts at 460.2

K=50, Iterations=10, Alpha=.1, Beta=.1, 15 Words

Topic 0: 199*function 214*model 203*pattern 227*data 268*figure 240*x 211*used 258*neural 255*two 360*set 388*network 253*networks 255*error 319*learning 241*training
Topic 1: 169*pairwise 185*models 183*x 203*algorithm 203*operator 206*system 186*time 229*number 280*vector 321*data 282*neural 211*learning 348*set 371*model 202*training
Topic 2: 188*system 193*function 200*trajectory 208*set 230*algorithm 271*using 262*network 229*time 221*learning 390*model 240*target 306*motor 290*neural 314*figure 274*used
Topic 3: 167*probability 186*hidden 176*chain 191*algorithm 214*input 177*figure 209*training 322*function 206*structure 244*model 257*using 178*method 263*set 254*neural 245*network
Topic 4: 158*unit 159*will 159*form 201*models 216*two 162*using 203*neural 225*time 400*learning 309*model 258*input 165*use 235*function 282*figure 263*network
Topic 5: 132*data 189*input 161*used 190*learning 219*system 196*output 187*using 325*neural 217*control 274*model 248*two 213*units 234*time 347*network 318*figure
Topic 6: 186*units 187*error 187*x 194*number 201*figure 216*model 253*training 283*learning 237*networks 257*using 347*neural 273*hidden 490*network 306*data 277*used
Topic 7: 143*memory 147*gaussian 148*two 171*function 185*set 171*output 209*synaptic 183*data 364*input 312*learning 234*model 256*figure 178*networks 277*neural 213*network
Topic 8: 177*used 183*error 179*system 190*input 186*function 223*two 205*model 231*state 215*figure 200*vector 340*learning 314*network 241*neural 236*number 221*training
Topic 9: 179*x 195*figure 181*two 226*will 203*model 191*system 209*neural 241*number 274*training 309*error 235*function 249*using 429*learning 280*set 264*network
Topic 10: 175*cell 184*set 184*two 205*function 229*neural 262*neurons 257*learning 226*neuron 226*v 248*circuit 276*input 272*visual 471*model 367*network 266*lateral
Topic 11: 197*linear 197*data 214*set 207*t 207*number 315*learning 227*algorithm 326*model 275*function 271*using 382*network 341*error 465*training 297*neural 232*used
Topic 12: 169*x 178*input 210*training 221*algorithm 194*networks 227*time 212*model 242*two 422*policy 251*using 256*number 246*figure 259*neural 485*learning 305*network
Topic 13: 164*figure 193*function 173*two 193*learning 220*error 180*output 188*training 245*input 329*network 224*using 223*time 204*model 242*number 256*neural 193*used
Topic 14: 173*will 186*set 180*neural 195*dominance 234*networks 226*using 209*time 204*field 279*input 300*model 244*hidden 281*figure 344*units 378*learning 327*network
Topic 15: 162*time 170*data 193*algorithm 216*function 189*will 198*probability 200*network 301*neural 225*set 200*x 212*figure 248*learning 251*model 235*input 206*problem
Topic 16: 170*using 180*output 172*number 189*set 197*pattern 213*two 186*color 230*model 230*data 235*network 203*figure 271*input 240*neural 188*function 222*image
Topic 17: 181*function 192*stimulus 186*cortex 197*set 192*spikes 211*two 192*neural 260*visual 237*network 340*model 204*data 300*time 245*input 255*spike 222*used
Topic 18: 191*function 196*will 195*problem 224*use 199*learning 222*figure 210*used 229*using 296*training 289*network 253*algorithm 257*two 254*data 241*number 216*kernel
Topic 19: 176*function 177*input 177*algorithm 206*hidden 188*number 185*figure 247*used 512*network 221*using 405*neural 231*learning 281*set 199*performance 420*data 389*training
Topic 20: 178*error 193*input 180*recognition 208*using 227*speaker 191*facial 185*neural 220*time 209*set 241*network 251*data 310*training 324*learning 254*function 196*used
Topic 21: 149*used 151*oscillators 149*using 164*data 154*time 196*two 156*output 313*model 170*set 204*learning 232*network 217*input 264*neural 296*figure 178*visual
Topic 22: 175*layer 178*input 184*gain 197*figure 180*using 202*data 187*optimal 255*case 199*units 198*vector 189*model 241*two 252*learning 323*function 238*network
Topic 23: 170*used 200*visual 186*field 256*input 220*output 240*figure 189*feedback 278*energy 305*neural 301*network 231*function 259*using 248*model 339*learning 240*hand
Topic 24: 174*output 178*set 179*networks 178*model 195*weight 283*function 191*figure 368*network 541*input 240*using 437*learning 312*training 415*neural 275*number 196*used
Topic 25: 156*time 173*error 160*learning 177*figure 250*using 187*threshold 234*data 184*function 245*two 286*model 325*neural 238*network 290*training 511*ii 235*used
Topic 26: 169*linear 198*number 170*state 219*two 270*data 226*time 184*networks 239*set 248*figure 334*learning 438*model 357*input 410*network 304*neural 240*training
Topic 27: 179*time 184*networks 180*set 198*will 216*algorithm 217*data 284*network 330*function 202*number 254*weight 250*using 258*x 490*neural 352*learning 333*state
Topic 28: 186*system 219*sound 189*set 237*neural 238*model 223*state 210*two 604*learning 268*function 270*figure 332*algorithm 271*reinforcement 271*using 286*time 235*used
Topic 29: 182*recurrent 190*output 186*set 204*neuron 219*system 221*learning 255*two 285*neural 238*cortical 364*model 348*input 238*networks 231*figure 320*neurons 635*network
Topic 30: 168*error 172*input 185*two 192*set 186*approach 207*networks 231*training 240*model 254*data 499*neural 216*will 393*learning 210*using 277*figure 309*network
Topic 31: 161*response 187*current 162*function 263*neural 197*output 187*motion 176*visual 362*input 429*model 200*data 253*using 233*two 200*figure 223*learning 279*network
Topic 32: 172*used 180*function 176*x 183*number 194*using 201*networks 179*component 245*input 521*learning 276*network 239*hidden 297*neural 324*set 286*training 183*model
Topic 33: 208*used 216*time 209*output 250*input 231*models 387*training 264*net 312*hidden 304*function 363*model 232*error 548*neural 471*learning 336*network 279*two
Topic 34: 199*problem 200*function 206*used 248*using 208*set 237*input 209*linear 369*tangent 280*network 256*figure 224*neural 378*data 359*training 229*feature 216*number
Topic 35: 160*image 203*set 162*net 256*input 220*images 207*model 162*number 363*network 271*training 230*using 515*neural 264*two 218*recognition 266*figure 201*used
Topic 36: 158*spatial 182*set 191*using 188*networks 189*model 208*units 222*two 451*network 263*input 201*output 217*learning 286*figure 276*neural 287*cells 246*image
Topic 37: 173*probability 176*data 179*used 189*error 212*function 237*neural 192*two 403*learning 467*network 221*set 226*model 258*algorithm 241*figure 406*using 307*training
Topic 38: 131*performance 142*distance 165*using 151*algorithm 165*model 192*x 172*used 283*neural 241*network 172*time 261*learning 203*two 267*function 220*figure 173*training
Topic 39: 168*object 192*output 207*set 234*system 242*two 214*function 211*time 395*learning 246*using 299*neural 282*figure 330*network 341*model 229*input 277*used
Topic 40: 170*image 179*learning 173*system 181*spectral 184*two 196*model 185*used 296*input 303*using 358*network 237*time 225*signal 442*neural 486*figure 186*output
Topic 41: 170*set 198*function 198*used 210*algorithm 211*two 273*input 212*using 272*figure 215*error 338*training 251*number 374*learning 499*network 335*neural 279*model
Topic 42: 177*problem 180*points 178*learning 180*input 186*function 191*using 180*training 189*figure 232*neural 192*x 247*will 333*data 204*number 203*model 189*network
Topic 43: 194*time 225*set 257*system 240*state 235*figure 270*input 276*network 249*experts 324*model 369*algorithm 324*using 284*data 308*training 382*learning 292*neural
Topic 44: 183*components 194*figure 190*networks 231*method 202*algorithm 193*x 200*network 313*model 274*two 204*using 203*learning 193*output 298*number 398*data 270*neural
Topic 45: 175*number 181*set 200*weight 198*system 223*function 244*error 209*network 261*neural 306*model 261*tree 290*learning 249*data 303*training 260*algorithm 226*input
Topic 46: 186*model 187*activation 191*real 213*neurons 226*response 229*output 211*time 217*signal 14/10/13 16:03:20 INFO remote.RemoteActorRefProvider$RemotingTerminator: Shutting down remote daemon.
268*neural 230*frequency 383*input 308*figure 261*spike 262*function 456*network
Topic 47: 154*markov 168*using 156*used 169*set 198*networks 186*input 171*network 184*function 468*analog 246*figure 348*neural 222*model 257*time 275*learning 191*two
Topic 48: 185*distribution 191*using 201*training 206*input 242*neural 245*basis 221*will 259*model 286*field 305*learning 249*networks 285*algorithm 261*figure 367*function 249*network
14/10/13 16:03:20 INFO remote.RemoteActorRefProvider$RemotingTerminator: Remote daemon shut down; proceeding with flushing remote transports.
Topic 49: 206*vector 210*probability 208*function 226*optimal 256*data 229*number 211*used 280*weights 314*state 309*neural 346*networks 696*network 313*weight 798*learning 277*training
[success] Total time: 78 s, completed Oct 13, 2014 4:03:20 PM

K=50, Iterations=50, Alpha=.1, Beta=.1, 15 Words

Topic 0: 200*classification 232*used 212*will 241*binary 394*algorithm 223*machine 213*two 571*set 414*decision 483*learning 399*trees 1029*tree 897*nodes 1219*node 224*number
Topic 1: 229*problem 269*states 262*algorithm 385*probabilities 269*number 311*transition 358*clustering 410*data 445*sequence 1061*model 343*sequences 536*markov 815*models 533*probability 518*state
Topic 2: 198*using 226*two 208*used 273*figure 228*visual 314*view 235*representations 428*representation 445*target 260*recognition 948*object 422*human 524*objects 727*model 292*views
Topic 3: 94*precursor 105*human 103*vector 110*mouse 137*v 153*bits 174*chain 243*codes 176*protein 251*decoding 152*region 181*structure 526*code 222*encoding 295*coding
Topic 4: 71*correlations 73*analysis 72*changes 78*ocular 75*normal 74*artifacts 72*eye 88*dominance 342*eeg 156*brain 98*map 90*time 118*ica 186*activity 80*gradient
Topic 5: 100*building 110*connections 103*activation 113*data 116*simulation 108*processing 111*clause 243*network 128*communication 242*neural 290*parallel 109*approach 182*time 175*processors 208*processor
Topic 6: 219*set 262*sampling 233*search 315*using 292*hidden 289*figure 253*neural 317*monte 392*map 357*feature 489*features 321*carlo 311*input 337*level 365*training
Topic 7: 155*performance 183*memories 192*synapses 214*learning 213*figure 229*hebbian 211*storage 615*associative 585*capacity 230*recall 509*synaptic 288*patterns 1409*memory 295*number 294*stored
Topic 8: 160*state 174*performance 164*figure 195*two 180*agent 233*time 182*knowledge 733*task 281*action 2226*learning 225*actions 367*learned 478*learn 421*tasks 189*environment
Topic 9: 575*error 637*will 634*number 648*functions 906*x 676*probability 663*class 764*bounds 709*loss 1262*learning 1149*function 784*theorem 731*examples 931*bound 691*algorithm
Topic 10: 287*position 418*cortex 308*cell 423*connections 617*input 420*eye 398*map 597*neurons 526*cortical 1370*model 1138*visual 539*layer 558*activity 667*cells 529*lateral
Topic 11: 436*nonlinear 483*errors 446*performance 712*test 761*model 448*figure 835*generalization 2300*error 1015*data 884*prediction 896*set 617*regression 646*function 2129*training 916*linear
Topic 12: 420*using 437*stochastic 441*dynamic 529*reinforcement 594*learning 537*control 657*action 596*states 1236*value 882*algorithm 2127*state 831*time 907*function 1083*optimal 1041*policy
Topic 13: 36*sleep 36*relevant 37*thc 42*suppression 51*preference 44*latent 79*region 51*retrieval 96*words 74*document 80*text 70*word 98*cholinergic 86*semantic 119*documents
Topic 14: 383*structure 476*activation 398*representation 518*learning 514*pattern 537*figure 406*representations 912*hidden 2249*units 557*two 741*input 1565*unit 564*patterns 543*connectionist 888*network
Topic 15: 107*solution 110*negative 110*polynomial 124*function 119*will 122*return 134*expected 171*algorithm 154*x 222*variables 206*optimization 165*point 272*risk 273*problem 134*positive
Topic 16: 77*selective 84*maps 77*fusion 128*map 104*contour 119*input 82*bulb 198*saliency 208*olfactory 115*sensor 124*odor 126*receptor 158*attention 228*color 231*image
Topic 17: 493*cortical 640*rate 523*membrane 674*neuron 641*response 645*time 779*synaptic 676*input 808*neurons 747*stimulus 1345*firing 816*cells 1276*spike 989*cell 847*model
Topic 18: 3514/10/13 16:13:13 INFO remote.RemoteActorRefProvider$RemotingTerminator: Shutting down remote daemon.
5*pattern 362*feature 372*using 523*decision 606*data 400*problem 14/10/13 16:13:13 INFO remote.RemoteActorRefProvider$RemotingTerminator: Remote daemon shut down; proceeding with flushing remote transports.
621*class 581*support 927*vector 616*classifiers 1016*classifier 896*classification 572*set 1008*training 872*kernel
Topic 19: 387*based 759*number 402*two 1285*data 862*using 620*trained 757*table 1872*network 1431*neural 1123*performance 982*set 663*test 1195*networks 1583*training 896*used
Topic 20: 281*nearest 288*methods 308*radial 310*local 392*using 346*data 371*set 365*selection 331*method 399*basis 599*rbf 489*classification 437*performance 405*used 446*class
Topic 21: 99*stimulus 108*synchronization 136*stress 174*direction 127*attention 142*feature 139*perceptual 183*visual 218*two 195*oscillators 182*tuning 204*oscillator 239*model 438*phase 203*population
Topic 22: 44*normal 51*amplitude 57*reflex 58*function 62*rotation 60*oculomotor 60*power 80*adaptation 151*velocity 153*vestibular 209*head 201*vor 62*scaling 201*eye 282*gain
Topic 23: 349*position 359*figure 360*movement 417*arm 410*inverse 416*forward 391*feedback 612*controller 497*learning 884*motor 417*trajectory 1045*model 1930*control 477*system 403*hand
Topic 24: 786*weight 795*function 1309*neural 1427*training 939*net 1488*weights 1408*number 1997*hidden 1442*units 2926*output 1160*unit 1540*layer 3390*input 1480*networks 3415*network
Topic 25: 29*area 30*access 31*confidence 54*ill 41*mn 39*fraud 35*border 58*risk 60*patients 503*ii 49*mlp 122*iiii 47*cmm 77*iii 35*logistic
Topic 26: 125*languages 137*symbol 130*machine 181*automata 172*input 187*string 133*network 547*recurrent 220*strings 195*language 204*time 201*neural 617*state 209*finite 138*length
Topic 27: 461*v 487*consider 474*vector 508*theorem 558*t 489*set 534*will 566*functions 911*matrix 1366*function 826*w 1697*neural 588*case 1250*x 688*linear
Topic 28: 131*song 131*navigation 138*used 175*time 173*place 215*td 145*environment 184*using 438*robot 302*system 680*reinforcement 432*figure 265*goal 976*learning 155*control
Topic 29: 411*recurrent 626*dynamics 431*pattern 739*networks 630*state 483*connections 469*fixed 1638*neurons 766*model 1203*neural 952*time 547*input 1569*neuron 652*system 2011*network
Topic 30: 67*training 83*approach 93*missing 92*extraction 105*data 94*input 93*system 636*rules 437*rule 117*cell 108*knowledge 134*network 104*value 292*neural 144*fuzzy
Topic 31: 134*current 137*silicon 135*feedback 183*inhibitory 140*retina 259*direction 157*light 194*circuit 369*model 277*response 207*system 324*figure 388*cell 507*cells 166*inhibition
Topic 32: 125*stable 136*vectors 138*linear 187*point 159*points 179*eigenvectors 166*independent 242*learning 549*component 216*vector 322*pca 449*principal 347*analysis 378*components 356*matrix
Topic 33: 451*trained 564*time 470*hmm 678*hidden 677*input 591*output 538*used 828*system 1467*recognition 899*neural 1916*speech 1224*training 693*using 1162*word 855*network
Topic 34: 363*points 380*local 395*two 516*tangent 415*figure 509*using 399*set 691*feature 688*space 417*transformation 450*vectors 516*algorithm 970*distance 1260*data 420*linear
Topic 35: 336*using 363*input 388*used 407*features 459*set 486*character 396*training 843*network 649*face 582*system 607*feature 965*images 1258*recognition 641*neural 1462*image
Topic 36: 370*fields 399*direction 399*response 475*two 412*contrast 552*local 886*receptive 1268*motion 1462*visual 503*images 870*orientation 792*field 975*figure 1042*spatial 1100*image
Topic 37: 65*method 68*test 69*hessian 88*codebook 79*obd 85*wi 78*dialogue 407*ensemble 132*brain 176*optimal 199*weights 98*weight 87*pruned 315*pruning 126*obs
Topic 38: 43*target 43*adaptation 48*hit 44*gene 52*regulatory 66*cmac 54*alarm 48*oam 113*similarity 66*fom 68*faults 152*fault 167*false 155*detection 64*cluster
Topic 39: 87*articulator 115*state 109*differential 118*trajectory 135*systems 146*constrained 110*routing 319*time 167*method 441*system 278*network 192*dynamical 278*neural 393*dynamics 120*trajectories
Topic 40: 155*using 188*acoustic 155*channel 202*localization 226*signal 192*template 182*phase 456*sound 218*speech 238*figure 276*time 390*spectral 606*frequency 665*auditory 189*cochlear
Topic 41: 120*neural 126*capacity 121*binary 128*gate 129*size 139*vectors 125*lower 131*two 139*function 200*number 182*functions 728*threshold 156*polynomial 199*boolean 161*depth
Topic 42: 205*objective 210*constraints 260*number 298*two 222*hopfield 270*function 261*optimization 499*problem 365*local 576*points 391*energy 572*graph 352*matching 390*point 286*algorithm
Topic 43: 282*em 285*learning 284*sources 286*blind 329*model 305*data 305*linear 349*expert 425*experts 470*algorithm 440*mixture 358*separation 444*source 397*using 310*gating
Topic 44: 818*conditional 1017*posterior 1006*prior 1151*using 1184*parameters 1248*models 1099*likelihood 2713*data 1647*distribution 1620*gaussian 1365*bayesian 1494*probability 3323*model 1196*density 1132*mixture
Topic 45: 348*teacher 357*student 354*rate 442*optimal 395*equation 407*case 365*solution 523*order 928*learning 413*dynamics 724*noise 481*equations 411*t 452*stochastic 424*generalization
Topic 46: 199*performance 206*data 208*frequency 281*system 216*response 221*processing 269*detection 332*temporal 330*neural 848*noise 1237*signal 385*signals 465*filter 548*time 270*gamma
Topic 47: 397*synapse 440*using 422*circuits 734*output 459*neuron 438*digital 715*current 1139*circuit 989*chip 796*input 669*voltage 737*vlsi 938*figure 1582*analog 959*neural
Topic 48: 225*latent 316*using 284*gaussian 415*natural 574*field 313*matrix 426*gradient 591*approximation 466*entropy 611*learning 711*basis 580*functions 642*algorithm 873*function 453*distribution
Topic 49: 642*problem 954*input 857*training 1211*algorithm 983*function 1533*networks 947*output 2089*weight 1519*weights 3609*network 1624*error 1817*neural 1541*time 4582*learning 1111*gradient
[success] Total time: 307 s, completed Oct 13, 2014 4:13:14 PM