Running Experiment 0 ... Experiment 0 Trained Neural Network [{'weights': [1.7219639782337814, -7.671385717221755, 2.965677377615711, 4.753818459952673, -4.611063801781801, 3.712926935222722, 3.2730265744541835, -4.020534534855411, 3.9834353821788833, 0.584619843630479], 'output': 0.5441475034647596, 'delta': 0.09045435245556271}, {'weights': [0.5121381185596855, -2.7995312725500594, -2.1661109721018117, 0.1745716542843275, 0.2828366094565609, 2.946280759074134, 0.602394220455405, 3.889756612400113, 2.354317854302109, 0.843293482385876], 'output': 0.32217607487834304, 'delta': -0.030363612861583154}, {'weights': [-2.782512558138085, 0.4086578503198196, -2.823111256485617, 3.5089549227772996, 1.5371741137830817, 2.339559385597835, -3.162585422777265, 5.009685332070872, -2.753564529802523, -0.8665867652603317], 'output': 0.10520462024943496, 'delta': 0.001819435822596062}, {'weights': [4.3210895606710595, -0.13901441129535352, -2.280381629562784, -2.595252901632626, -2.876850165640183, -1.2446929173616696, 2.4745057410451206, 1.2547251455531494, 1.090521197452116, -2.0826816471887923], 'output': 0.0411614408842517, 'delta': 0.00868065893465478}, {'weights': [1.6547580262507442, -3.260427899600266, -3.748774938456661, 4.426704396689403, -2.718011661924907, 2.411991386645446, 1.4960881185940995, 6.410411711526412, 0.8111678198689694, 0.48500881021787123], 'output': 0.2702683188270204, 'delta': -0.0012848733249216193}, {'weights': [-1.757329212420334, 2.211263822748498, -4.410227742861041, 8.122858808106777, -1.7354672958250048, 1.1001808674287756, -1.0441914875877385, 2.3127699600655656, 3.1056601810916953, 2.067156580833007], 'output': 0.7572891974696492, 'delta': 0.13740588192672676}, {'weights': [1.064063084863082, -0.37997087344251507, 6.135578697582353, -7.829489914405349, 0.42346241745252844, -0.015096492850519658, 0.4101079683815514, -0.21499804019164317, 2.03019578896958, -1.5850735493498866], 'output': 0.7758974427564869, 'delta': -0.07223055483337713}, {'weights': [-0.08995119267548388, 2.5482196313876675, -0.8897213596367833, 0.04241532796880704, -1.302321084072277, -1.1430705568183421, 0.6591794406139796, -0.8072984594124049, 2.079560987495621, -0.29583384776445665], 'output': 0.4279907692587742, 'delta': -0.030508562905447054}] [{'weights': [0.6823821003568562, -0.04881204470736292, -3.465025476918139, -1.175295572667282, -4.530647109708833, -3.250617555676596, 2.3067132312532346, -1.227872976039594, 0.9355209132916538], 'output': 0.17599869522244593, 'delta': -0.10576712918622257}, {'weights': [3.0099784592916103, -1.1398181061212083, -2.377277706901097, 4.691558197399478, -3.689648658072181, 3.6204618979711007, -2.4485296186729317, -1.7033328693160275, -1.7347891820697179], 'output': 0.19695975478425332, 'delta': 0.14714160969799578}, {'weights': [-1.0653376865254536, -0.4507125046980532, -1.2072709886881563, -1.3559584886490594, -1.771974706989118, -0.11990002538513955, 0.5092338909264237, -0.07357347616453998, -1.2136098631384296], 'output': 0.08887685560773596, 'delta': -0.015645476549664198}, {'weights': [4.059510533708362, 1.1466231269844642, -2.9703756989609715, -5.072374643696238, 2.4470624179771505, 1.648268589582733, -8.349271382968588, -3.1740560017015156, -3.0866962068096906], 'output': 0.0009513676237416025, 'delta': -1.4497845661316083e-07}, {'weights': [-3.6163911322555418, -5.59933793893187, -2.230865046309892, 0.44765414715779295, -3.2931096203455987, 4.8113883660303225, -4.357257450113737, 1.053950650134115, 0.2676533801431207], 'output': 0.019907404679401764, 'delta': -0.001453527764916086}, {'weights': [-8.650240501323996, 1.313211699524707, 3.7513467118073596, -1.172614160451894, 4.946214354206274, 0.2843836917876381, -0.25196891142128436, -3.2695653917314873, -2.5627197110508657], 'output': 0.0014381928640675248, 'delta': -1.3442454072125944e-08}] Experiment 0 Classifications on Test Instances Refractive Index Sodium ... Predicted Class Prediction Correct? 0 0.280070 0.276692 ... building_windows_float_processed Yes 1 0.526778 0.407519 ... building_windows_float_processed No 2 0.317823 0.318797 ... building_windows_non_float_processed Yes 3 0.201493 0.621053 ... building_windows_non_float_processed Yes 4 0.209833 0.354887 ... building_windows_non_float_processed Yes 5 0.341089 0.410526 ... building_windows_float_processed No 6 0.417032 0.545865 ... headlamps Yes 7 0.254170 0.320301 ... building_windows_float_processed No 8 0.277875 0.320301 ... building_windows_float_processed Yes 9 0.339333 0.640602 ... tableware Yes 10 0.266023 0.321805 ... building_windows_float_processed Yes 11 0.208516 0.344361 ... building_windows_non_float_processed Yes 12 0.220808 0.342857 ... building_windows_non_float_processed Yes 13 0.374890 0.287218 ... containers Yes 14 0.444249 0.539850 ... building_windows_float_processed No 15 0.356014 0.371429 ... building_windows_non_float_processed No 16 0.466198 0.371429 ... building_windows_float_processed No 17 0.245391 0.321805 ... building_windows_non_float_processed Yes 18 0.279192 0.312782 ... building_windows_float_processed Yes 19 0.210272 0.354887 ... building_windows_non_float_processed Yes 20 0.385865 0.381955 ... containers Yes 21 0.306409 0.406015 ... building_windows_float_processed No 22 0.280509 0.413534 ... building_windows_float_processed Yes 23 0.314750 0.390977 ... building_windows_non_float_processed No 24 0.241879 0.320301 ... headlamps No 25 0.193591 0.472180 ... headlamps Yes 26 0.260755 0.341353 ... building_windows_non_float_processed Yes 27 0.311238 0.321805 ... building_windows_float_processed Yes 28 0.287094 0.258647 ... building_windows_non_float_processed No 29 0.486392 0.372932 ... building_windows_float_processed Yes 30 0.208516 0.377444 ... building_windows_non_float_processed Yes 31 0.316945 0.362406 ... building_windows_non_float_processed No 32 0.261633 0.324812 ... building_windows_non_float_processed Yes 33 0.314311 0.550376 ... headlamps Yes 34 0.268657 0.596992 ... headlamps Yes 35 0.245391 0.309774 ... building_windows_non_float_processed Yes 36 0.318701 0.330827 ... building_windows_float_processed No 37 0.299385 0.302256 ... building_windows_float_processed Yes 38 0.215101 0.326316 ... building_windows_non_float_processed Yes 39 0.373573 0.607519 ... building_windows_float_processed Yes 40 0.360843 0.460150 ... building_windows_non_float_processed No 41 0.284460 0.282707 ... building_windows_float_processed Yes 42 0.496927 0.621053 ... building_windows_non_float_processed No 43 0.441615 0.496241 ... building_windows_float_processed No 44 0.378402 0.463158 ... building_windows_non_float_processed No [45 rows x 12 columns] Running Experiment 1 ... Experiment 1 Trained Neural Network [{'weights': [3.321404984679144, -1.0197562325112353, -2.8591283046856546, -4.504719121687464, 1.1437084249922749, 1.9155537431608574, 6.582115756281376, -6.2666198666185835, 2.309424104977794, 0.6385399841292451], 'output': 0.1547671707646748, 'delta': -0.17374887788424143}, {'weights': [-2.0534275567090603, 2.556167668884248, -5.215682543981027, 6.536861951219314, -1.0497597011577688, -0.0018288211075425012, -1.0400806282528094, 4.505040123277122, -6.668624834525102, -1.037208990641897], 'output': 0.9768772210129316, 'delta': -0.0016439394004367366}, {'weights': [0.8451009061659059, 1.8410660097597225, -0.4993650001893862, -1.6899079578055116, 1.5019733992821127, 0.3635609998488723, -1.0070672936342517, 1.330461852034372, 1.995365636481077, -0.182628538235114], 'output': 0.8556831448252658, 'delta': 0.057270116906468604}, {'weights': [3.9065213591804486, -1.0112566944190617, -4.137721820357152, -3.2444583769147384, 1.3053420546084336, 1.0933511005534955, 6.289337374138306, -1.401522542115611, 0.5012706785481792, 1.2583007277060516], 'output': 0.8731802086257543, 'delta': -0.20789529127479425}, {'weights': [1.8359394908553153, -7.05454316296713, 1.17922693807713, -1.7900899473035348, 2.7634712432919857, 4.744344702655889, 1.4687885067812172, -3.3636072963311565, 3.8371633496257473, 0.8733972261440615], 'output': 0.06386658849605294, 'delta': 0.10439720990645225}, {'weights': [-1.5729734652819487, 0.8024400501110328, -5.5002070478119585, 12.681174295523675, -2.2289597300680106, -1.926345139632227, -0.48801184636431794, -2.1280236015450673, -1.1998031747020983, 0.49346933157704315], 'output': 0.9888951200189873, 'delta': 0.14967800221476346}, {'weights': [-2.2585182584442913, 0.12973638330580894, 4.522475135331011, 0.8124297851579213, 2.8544199715593397, 0.8382585292811089, -3.1668363676644065, 1.836708932316982, 0.7579038510428546, -0.468131979541131], 'output': 0.7949493955757115, 'delta': -0.012455674482771567}, {'weights': [4.006266019152833, 3.448369165073517, -3.013897495860599, 0.5608862209312747, -4.387592401367414, -3.348419028026244, 0.2136890622802094, 4.4088189598517635, 5.630838735549799, -1.1760700641900224], 'output': 0.9175314064736966, 'delta': 0.10559701613774435}] [{'weights': [1.9875589310031065, -5.337645017759407, -0.9178532962199414, 3.1448091045822344, -0.9369837055019866, -6.368026525845509, 2.320982561775033, -5.484521935777999, -2.019383527576024], 'output': 4.994715185051066e-07, 'delta': -0.10752502297932161}, {'weights': [-4.3599020783679565, -7.569342860220768, 1.8626714123916206, -4.452285800941138, 5.072846160118116, 4.686691407116153, -3.8731919350016186, 3.0925873057065143, 1.9895373862934709], 'output': 0.02518114358015008, 'delta': 0.11209054880078587}, {'weights': [0.1105876593825376, -2.255673111702743, -0.6631588237213876, -0.2821021638410687, -1.2993233916401765, -2.819141311959456, 0.3920133616102759, 2.6782001465181433, -1.0182262054295212], 'output': 0.01598073866914951, 'delta': -0.007404509554231022}, {'weights': [2.6915371768279104, 1.0830722727165087, -4.919697070582389, 0.08126215354475738, 2.605558880762419, 6.2047616194744375, -3.378077362726604, -5.040590161444892, -4.204542459943558], 'output': 0.0003793274714750106, 'delta': -3.9509001419686795e-07}, {'weights': [4.5126954396661505, -0.11016752465347557, -1.7521502171674657, 1.2345991399607321, -6.258039804851179, 1.0375545350534114, 0.2240547451084268, -3.927499048282878, -1.1955202174401718], 'output': 0.021350054800405825, 'delta': -8.925500724351648e-05}, {'weights': [-4.967054141161574, 4.540031854422797, -0.6266664300053019, -2.0827685956114257, -5.065113327051413, 1.7831929338985122, -0.09998237159030511, 4.439783944721253, -0.8812781438379786], 'output': 0.9971688524323993, 'delta': -4.80657817922314e-08}] Experiment 1 Classifications on Test Instances Refractive Index Sodium ... Predicted Class Prediction Correct? 0 0.285777 0.372932 ... building_windows_float_processed Yes 1 0.275680 0.221053 ... building_windows_float_processed No 2 0.455224 0.359398 ... building_windows_float_processed Yes 3 0.251975 0.291729 ... building_windows_non_float_processed Yes 4 0.200176 0.299248 ... building_windows_non_float_processed No 5 0.374890 0.575940 ... tableware Yes 6 0.706760 0.461654 ... vehicle_windows_float_processed No 7 0.286655 0.275188 ... building_windows_float_processed Yes 8 0.232660 0.407519 ... building_windows_non_float_processed Yes 9 0.175154 0.493233 ... headlamps No 10 0.208516 0.314286 ... building_windows_non_float_processed Yes 11 0.232660 0.633083 ... headlamps Yes 12 0.208077 0.323308 ... building_windows_non_float_processed No 13 0.317384 0.539850 ... headlamps Yes 14 0.528973 0.449624 ... building_windows_float_processed Yes 15 0.351185 0.300752 ... containers Yes 16 0.240123 0.318797 ... building_windows_non_float_processed Yes 17 0.440737 0.336842 ... building_windows_non_float_processed No 18 0.217296 0.404511 ... building_windows_float_processed No 19 1.000000 0.236090 ... building_windows_non_float_processed Yes 20 0.332309 0.330827 ... building_windows_non_float_processed Yes 21 0.220808 0.421053 ... building_windows_non_float_processed No 22 0.209833 0.378947 ... building_windows_non_float_processed Yes 23 0.681299 0.490226 ... building_windows_float_processed Yes 24 0.309482 0.284211 ... building_windows_float_processed No 25 0.233099 0.347368 ... building_windows_float_processed No 26 0.213784 0.619549 ... headlamps Yes 27 0.224759 0.341353 ... building_windows_non_float_processed Yes 28 0.272608 0.308271 ... building_windows_float_processed Yes 29 0.237050 0.403008 ... building_windows_float_processed No 30 0.313433 0.377444 ... building_windows_non_float_processed Yes 31 0.230465 0.547368 ... headlamps Yes 32 0.080773 0.551880 ... tableware Yes 33 0.520193 0.387970 ... building_windows_float_processed Yes 34 0.272169 0.344361 ... building_windows_non_float_processed No 35 0.235733 0.425564 ... building_windows_non_float_processed Yes 36 0.231782 0.215038 ... building_windows_float_processed No 37 0.223003 0.521805 ... headlamps Yes 38 0.198420 0.384962 ... building_windows_float_processed Yes 39 0.291045 0.372932 ... building_windows_float_processed Yes 40 0.308604 0.449624 ... building_windows_float_processed No 41 0.286655 0.288722 ... building_windows_float_processed Yes 42 0.323090 0.371429 ... building_windows_float_processed No 43 0.249342 0.575940 ... headlamps Yes [44 rows x 12 columns] Running Experiment 2 ... Experiment 2 Trained Neural Network [{'weights': [-0.2913879214423756, -3.3144588286925805, 5.260454370991937, -5.3146749677818805, 3.3307267171901063, 2.352246361650865, -0.7833405546851836, 2.1425033984834996, 2.6960840316180725, -1.507742869141203], 'output': 0.7629780489433022, 'delta': -0.06149751992320245}, {'weights': [1.783887355931162, -2.342779486552272, -1.3909765045516562, 0.08390680190689666, 1.6049488640325527, 2.7428029932702125, -0.0063307694519977595, 2.1022231033914665, 1.2892309476197945, -0.3193434113740721], 'output': 0.35620082534801906, 'delta': 0.019596169315521942}, {'weights': [1.7954093357553416, 2.973298374521787, -4.6716013148815785, 8.4493689462663, -2.558981848439568, 0.8173221065978022, -0.6682635266459943, 0.642753447851747, 5.109089125051674, 1.428299010361912], 'output': 0.6908745906031829, 'delta': 0.13341237892617322}, {'weights': [3.234484520904334, -0.43655981314607684, 4.219218378038764, -7.065052746859439, 1.6002309850949625, -0.755835437051639, 1.4294275422362057, -3.5433359839080976, 5.029971313946114, -1.0669038507434632], 'output': 0.8582243256886831, 'delta': 0.013916248511078507}, {'weights': [4.689297445874509, -0.032102041223003086, -7.051970403755656, -2.9248634315178506, -0.9529900228598618, 1.112890534586448, 9.392806589154645, 3.4754313746701806, 4.658084828128053, 3.7674506409181805], 'output': 0.7707571756617116, 'delta': -0.2221695214161136}, {'weights': [0.170785486109343, 1.406575553596417, -2.0017498236086664, -0.7798896224483444, 1.0231750330258085, -0.195596492519021, 0.498317379454101, 0.49645102359673465, 0.48999612403719156, -0.630053538290515], 'output': 0.23994591970671458, 'delta': 0.030702208555107035}, {'weights': [2.117650927891137, -5.720815697146441, -0.330563320434245, 2.0569239904992624, -3.033043004721606, 2.9850758634806294, 2.750724039960679, 1.1353144455452895, 1.808788518892866, 0.5908443532567046], 'output': 0.266030364309404, 'delta': 0.04975123920450518}, {'weights': [-0.09995650837559142, 3.757834844947785, 0.19379481850326005, 4.912658445532432, -5.032500343953471, -2.549584698953618, -2.683263731525027, 8.166325819486207, 2.069303073014442, -1.5426483586622814], 'output': 0.1077713445067056, 'delta': 0.042065513941398534}] [{'weights': [1.5485282697214204, -0.10351902368063216, -3.3185802989568347, 4.578570234862156, 2.986071880719568, -2.2523101394933516, -0.8875964966041969, -4.962030660939345, -3.641155273766368], 'output': 0.5325521799307028, 'delta': -0.09757658755989727}, {'weights': [-3.112988688121238, 0.34183909801287443, 6.821351407182541, 6.252230856890463, -8.52219829794142, -0.5731788484857862, 2.0167671220113887, -1.923490055523279, -2.2378506973605434], 'output': 0.31226151606076563, 'delta': 0.13215266642515808}, {'weights': [-0.4208563995600574, -1.8881250678327377, -2.8582386323359747, 1.976996780712721, 0.8896041057258346, -0.6485255640522882, -0.9405048241104138, 1.5375891936512007, -1.32266749460371], 'output': 0.10444919113710553, 'delta': -0.00985025277968839}, {'weights': [-3.2025828263236815, -0.44861923043877017, 3.0109941442880213, -6.614992970413944, -1.4629683212200213, -2.4000386107811433, 5.665627461524929, -5.275486943042933, 0.2727542454306221], 'output': 0.0012389350298431696, 'delta': -3.0685019640689656e-08}, {'weights': [-3.489244492727451, -4.447912273696372, 1.9902023589715148, -0.46158274818226613, 1.9836063608863104, -0.43097193130750433, -4.666726568839695, -3.5201185821492125, 0.5807649300377293], 'output': 0.053032825812220484, 'delta': -0.003639401072427252}, {'weights': [0.22489901028338036, -1.0528200269531587, -0.10509930474572679, -4.591643702329699, 0.908566229451711, 0.41318443857941584, -4.355570884348077, 5.831886458858039, -1.9829709300797023], 'output': 0.0026502645069634563, 'delta': -4.291705470134809e-05}] Experiment 2 Classifications on Test Instances Refractive Index Sodium ... Predicted Class Prediction Correct? 0 0.882353 0.000000 ... containers No 1 0.287094 0.439098 ... building_windows_float_processed No 2 0.455224 0.348872 ... building_windows_float_processed Yes 3 0.321335 0.356391 ... building_windows_float_processed No 4 0.188762 0.512782 ... headlamps Yes 5 0.223003 0.512782 ... headlamps Yes 6 0.269974 0.243609 ... building_windows_non_float_processed Yes 7 0.182616 0.548872 ... headlamps Yes 8 0.413960 0.318797 ... building_windows_non_float_processed No 9 0.300702 0.448120 ... building_windows_non_float_processed Yes 10 0.220369 0.634586 ... headlamps Yes 11 0.251097 0.375940 ... building_windows_non_float_processed Yes 12 0.320018 0.378947 ... building_windows_float_processed No 13 0.303336 0.341353 ... building_windows_float_processed No 14 0.284899 0.338346 ... building_windows_float_processed Yes 15 0.280948 0.341353 ... building_windows_float_processed Yes 16 0.000000 1.000000 ... tableware Yes 17 0.454785 0.045113 ... building_windows_non_float_processed No 18 0.290167 0.421053 ... building_windows_non_float_processed No 19 0.432836 0.437594 ... building_windows_float_processed Yes 20 0.275680 0.386466 ... building_windows_float_processed Yes 21 0.323529 0.505263 ... tableware Yes 22 0.482002 0.523308 ... building_windows_float_processed Yes 23 0.232660 0.401504 ... building_windows_non_float_processed Yes 24 0.397278 0.488722 ... building_windows_non_float_processed Yes 25 0.548727 0.760902 ... headlamps Yes 26 0.712906 0.043609 ... building_windows_non_float_processed Yes 27 0.283582 0.475188 ... building_windows_non_float_processed No 28 0.294557 0.300752 ... building_windows_float_processed Yes 29 0.729587 0.287218 ... building_windows_non_float_processed Yes 30 0.235294 0.548872 ... headlamps Yes 31 0.482002 0.523308 ... building_windows_float_processed Yes 32 0.207638 0.359398 ... building_windows_non_float_processed Yes 33 0.346795 0.431579 ... building_windows_float_processed Yes 34 0.129061 0.529323 ... building_windows_non_float_processed Yes 35 0.225637 0.297744 ... building_windows_non_float_processed Yes 36 0.431958 0.445113 ... building_windows_float_processed Yes 37 0.463565 0.124812 ... building_windows_non_float_processed No 38 0.488147 0.517293 ... building_windows_float_processed Yes 39 0.244952 0.386466 ... building_windows_non_float_processed Yes 40 0.217296 0.390977 ... building_windows_non_float_processed No 41 0.349429 0.476692 ... building_windows_float_processed Yes 42 0.291484 0.372932 ... building_windows_float_processed Yes [43 rows x 12 columns] Running Experiment 3 ... Experiment 3 Trained Neural Network [{'weights': [3.3121254868515626, -5.717017559794782, -2.0640534673926068, 3.153301574336106, 1.3717370827683304, 4.582780705497058, -0.4340521496209118, -0.6807443649987599, 4.710793287490279, 0.387674135222822], 'output': 0.8698586175350356, 'delta': 0.13337564543046296}, {'weights': [-0.49686286855351625, 4.212556504612836, 3.6691587986955754, 4.6180605764197065, -4.693120762098674, -3.6161654009743165, -4.256258734592449, 7.29048385507958, -1.6689658209847789, -1.4241191138334026], 'output': 0.6283462361728296, 'delta': 0.14198528917412268}, {'weights': [4.4079473623122185, 1.764913444334136, -5.50078393774953, -0.36245206863933926, -0.934202844049314, -0.02382707182053106, 6.068153209895413, 3.120378062950844, -2.119094678983787, 1.440470245928536], 'output': 0.2173363507271377, 'delta': -0.18963230558723485}, {'weights': [0.05916121656755085, -1.2884038171556047, -3.4219568215664125, 2.466857742328395, -0.04576973953553531, 1.120562488471736, -0.42300404450706824, 4.413476733888042, 2.2497670808023984, -0.23874128424067106], 'output': 0.16770993576137916, 'delta': -0.013751604573297261}, {'weights': [3.969503240865604, 2.349210671478991, -3.4294323017142805, -3.8125725484107935, -3.690768505311162, -0.7009712158896091, 3.2768864112494316, 0.42198129342974994, 0.7678750147251139, -1.0034039283350376], 'output': 0.05049927891942607, 'delta': 0.022856546042157297}, {'weights': [1.8543251352397683, -2.6579251595067492, 7.6979193516375215, -12.215490186959364, 3.985975948390648, -0.5484812148656589, 1.6275455041445204, -0.22741120962244984, 2.857659373159375, -3.2161911356058073], 'output': 0.9445810617443156, 'delta': -0.15256093726345699}, {'weights': [1.8731583090472081, -4.643940975798995, 3.6912128388104324, -3.80849746354736, 2.082590037288625, 2.4803372321354296, 1.5149320155504618, -4.302063784651972, 7.233316798372474, 0.4897346208381106], 'output': 0.9991244579957641, 'delta': 0.00986033722626426}, {'weights': [-0.9453534989054488, 0.9323681178737346, 0.8109656886602679, 1.0600844471310682, 1.009676299539265, 0.5960780401096485, -0.008991348728601401, 0.016137449058506257, 0.8025890200800503, -0.23628586365630677], 'output': 0.861856187811209, 'delta': -0.008777021198077387}] [{'weights': [-1.6483806984652603, -2.1841841397731416, 2.1230277124057393, -1.7122916472928047, -3.9273579333146382, 4.783086515971461, 1.468736508255262, -1.5472763174740705, -2.489025566230308], 'output': 0.33906588143930966, 'delta': -0.12441736386343939}, {'weights': [2.3203542330146574, 2.760875450526159, -5.715979401374316, -3.516629556029427, 6.151851136471743, -4.644585010076004, 7.028689015192198, -2.3528139515460817, -1.5687750428402352], 'output': 0.7808371932885078, 'delta': 0.11237268951006815}, {'weights': [-4.136319848593495, -1.1597423720541993, -1.1383775200219168, -1.5250471731766368, -1.936449098710445, 0.5196912158220236, 0.9969673009148998, -0.22920822556688755, 0.16345072078067263], 'output': 0.030037587860997302, 'delta': -0.017140877301213338}, {'weights': [4.93235800213282, -7.509476382749193, 1.993147161075734, -1.0107963860386688, -5.096764579031022, -5.6979964587535, -0.7009712224301355, -1.0947921192883463, -0.9085880550090235], 'output': 0.00023480137963738173, 'delta': -1.0205604025436926e-08}, {'weights': [-6.158173642916646, -3.83071348346714, 3.771703537603561, -4.435681786109529, -1.847539188208334, -3.9705199359070686, -1.5453914005580294, 2.1113773774251987, 1.853934498013353], 'output': 8.254272624123171e-05, 'delta': -1.0103627651557828e-05}, {'weights': [-1.3069998710597979, 5.702494977474462, 0.10558302171217211, 1.4075985451976372, -0.37019517457685575, -5.298465778504333, -7.880574045179376, -0.5592297002746178, -0.9650201708216215], 'output': 8.815910912292366e-06, 'delta': -6.563361969424101e-10}] Experiment 3 Classifications on Test Instances Refractive Index Sodium ... Predicted Class Prediction Correct? 0 0.277436 0.317293 ... building_windows_float_processed Yes 1 0.283582 0.312782 ... building_windows_float_processed Yes 2 0.209394 0.320301 ... building_windows_non_float_processed Yes 3 0.211150 0.344361 ... building_windows_non_float_processed Yes 4 0.293679 0.353383 ... building_windows_float_processed Yes 5 0.293679 0.293233 ... building_windows_float_processed Yes 6 0.313433 0.560902 ... tableware Yes 7 0.088235 0.344361 ... containers Yes 8 0.281387 0.363910 ... building_windows_float_processed Yes 9 0.218613 0.473684 ... headlamps Yes 10 0.304214 0.406015 ... building_windows_float_processed Yes 11 0.318701 0.344361 ... building_windows_float_processed No 12 0.284460 0.311278 ... building_windows_float_processed Yes 13 0.320896 0.403008 ... building_windows_float_processed No 14 0.305531 0.390977 ... building_windows_float_processed No 15 0.480685 0.451128 ... building_windows_float_processed Yes 16 0.226514 0.392481 ... building_windows_non_float_processed Yes 17 0.236172 0.183459 ... containers No 18 0.216857 0.643609 ... headlamps Yes 19 0.270852 0.634586 ... headlamps Yes 20 0.466198 0.454135 ... building_windows_non_float_processed Yes 21 0.280509 0.400000 ... building_windows_float_processed Yes 22 0.237050 0.303759 ... building_windows_float_processed No 23 0.348551 0.475188 ... building_windows_float_processed Yes 24 0.351624 0.514286 ... containers No 25 0.679982 0.075188 ... building_windows_non_float_processed Yes 26 0.199298 0.377444 ... building_windows_non_float_processed Yes 27 0.343723 0.428571 ... building_windows_float_processed Yes 28 0.359526 0.437594 ... building_windows_float_processed No 29 0.265145 0.604511 ... headlamps Yes 30 0.275241 0.381955 ... building_windows_float_processed Yes 31 0.250219 0.630075 ... headlamps Yes 32 0.211150 0.309774 ... building_windows_non_float_processed No 33 0.481124 0.520301 ... building_windows_non_float_processed No 34 0.418349 0.424060 ... building_windows_non_float_processed Yes 35 0.241440 0.362406 ... building_windows_non_float_processed No 36 0.407375 0.398496 ... containers Yes 37 0.295874 0.369925 ... building_windows_non_float_processed Yes 38 0.259877 0.413534 ... building_windows_non_float_processed Yes 39 0.233099 0.403008 ... building_windows_float_processed No 40 0.464004 0.418045 ... building_windows_float_processed Yes 41 0.321773 0.437594 ... building_windows_non_float_processed Yes [42 rows x 12 columns] Running Experiment 4 ... Experiment 4 Trained Neural Network [{'weights': [-3.3343565508155057, -2.6270557029933634, 1.0149319458517465, 7.1466886480075456, -1.251752690096254, 3.453479948314581, -4.831869401340013, 3.697082832541425, 7.593247917451656, 0.224680265516398], 'output': 0.8382638801566045, 'delta': 0.005187043912723383}, {'weights': [4.192271930136414, -0.4581277111022056, -6.326527446118983, -0.45353736822790147, 1.1071869177804252, 0.8940522085205771, 6.987490518394604, 4.620303571653857, 2.2726037843680795, 2.7347588489046504], 'output': 0.7773255375305931, 'delta': -0.04955229878498262}, {'weights': [1.6661568977303998, 1.1471854060499806, -2.635886143536372, -1.2267749304860367, 1.5467364791119178, 0.9413196803344296, 0.26401267055732514, 0.6239564212686731, -0.5162027304800028, -0.7490720591614264], 'output': 0.19093601967901086, 'delta': 0.0014622947131107606}, {'weights': [-0.0592849381157718, -6.912651475024112, 4.923963251572124, 0.156778824356923, 0.43482291632599707, 1.7369536955897114, 2.0821502690779674, -2.801254970910154, 7.305803771795814, -0.2876922214786475], 'output': 0.9578533471643529, 'delta': 0.0005869095239455368}, {'weights': [1.2599478067747154, -1.2096744727679998, -1.2824211136202053, -0.4251060223892236, 0.1378716644068774, 1.7162776777599296, 0.9929742147524095, 0.1093218399387617, 0.9975983557675209, -0.7153255539353133], 'output': 0.18704182354901133, 'delta': 0.013244901849023032}, {'weights': [2.818411832385546, -1.860940579432698, 5.0948291943503525, -10.880504042550509, 2.7302879096448605, 2.208716235694947, 1.3912030427630033, -1.8958861757136796, 4.858215277259685, -1.4582799490250629], 'output': 0.9082029631445768, 'delta': -0.004441949540138631}, {'weights': [3.408670126278403, -4.222090060439365, -4.69371770851368, 3.143637529274614, -3.4923725575381654, 0.9271910028278679, 3.421894816237884, 6.986533307090782, 0.816196782893527, 0.8596124556460221], 'output': 0.018036843411203592, 'delta': 0.007056164632303316}, {'weights': [0.021109585718251462, 7.891221628905917, 2.332942109792424, 1.43555789957291, -4.5532771467401245, -3.7502039886203167, -3.5248997568274176, 7.237845330271334, -1.6805610178613812, -0.5913646026859386], 'output': 0.8105718421776391, 'delta': 0.028114527296474835}] [{'weights': [-4.941503943446876, 2.2091500161852666, -1.4352307139658977, 3.4526825399230603, -1.0875618180156352, 3.6953502342708977, -7.033789455506706, -3.732364210588838, -1.9957062331978852], 'output': 0.19986414088408314, 'delta': -0.024835290371459703}, {'weights': [4.535983488563391, -7.433166726336316, -0.5819531840451307, 7.269133959830363, 0.5737203133274168, -4.31239742272836, -0.8638997384818288, 1.2463586076414248, -0.9486974081442127], 'output': 0.7526452768348625, 'delta': 0.061894289708497696}, {'weights': [-0.9660670348516938, -0.1563989167513311, -1.9503657084107406, 0.24457808264185774, -0.6338944278357407, -0.004953562598586767, -1.4676729252979615, 1.205282891929477, -1.9230340351018758], 'output': 0.10292687821030948, 'delta': -0.007020899737790223}, {'weights': [2.042713753295122, 1.51727768345502, -3.752931873084525, 2.376093468583958, -0.7696958147933288, -7.188890728107958, 4.773592187321597, -8.223943111755405, -0.3815404752480456], 'output': 0.00010272597994995802, 'delta': -3.9749609030717696e-08}, {'weights': [-3.709553895344238, 3.020997954867865, 0.08781231217369513, -4.7654230694768, -1.1450345663744481, -3.80358958780523, -6.028309441125328, 0.3680974833295143, 2.3496679671545864], 'output': 0.0015964246783121167, 'delta': -3.116535252802682e-07}, {'weights': [2.630834679670644, -1.3345482029656075, -1.7109881299233005, -5.35532924506342, -2.84660176874856, -4.207812191166033, 3.6153345610999454, 5.033192420892833, -3.5188048964734415], 'output': 0.0003299739805515827, 'delta': -4.13476453284094e-08}] Experiment 4 Classifications on Test Instances Refractive Index Sodium ... Predicted Class Prediction Correct? 0 0.289728 0.318797 ... building_windows_non_float_processed No 1 0.007024 0.445113 ... building_windows_non_float_processed No 2 0.043898 0.339850 ... building_windows_non_float_processed No 3 0.230465 0.273684 ... building_windows_non_float_processed Yes 4 0.280948 0.297744 ... building_windows_float_processed Yes 5 0.265584 0.398496 ... building_windows_float_processed Yes 6 0.278753 0.314286 ... building_windows_non_float_processed No 7 0.550483 0.407519 ... containers Yes 8 0.297629 0.309774 ... building_windows_float_processed Yes 9 0.239245 0.339850 ... building_windows_float_processed No 10 0.597015 0.108271 ... containers No 11 0.261633 0.526316 ... headlamps Yes 12 0.344601 0.415038 ... building_windows_float_processed Yes 13 0.346795 0.491729 ... tableware Yes 14 0.658033 0.446617 ... containers No 15 0.568481 0.466165 ... building_windows_float_processed No 16 0.175154 0.619549 ... headlamps Yes 17 0.485953 0.556391 ... tableware No 18 0.297629 0.372932 ... building_windows_non_float_processed No 19 0.223881 0.395489 ... building_windows_non_float_processed Yes 20 0.455224 0.348872 ... building_windows_float_processed Yes 21 0.474539 0.545865 ... building_windows_float_processed Yes 22 0.464004 0.413534 ... building_windows_float_processed Yes 23 0.242318 0.332331 ... building_windows_float_processed No 24 0.352502 0.497744 ... building_windows_non_float_processed No 25 0.327041 0.395489 ... building_windows_non_float_processed Yes 26 0.240562 0.330827 ... building_windows_non_float_processed Yes 27 0.172520 0.664662 ... headlamps Yes 28 0.291484 0.437594 ... building_windows_float_processed No 29 0.252414 0.390977 ... building_windows_non_float_processed Yes 30 0.424056 0.458647 ... building_windows_non_float_processed Yes 31 0.243635 0.377444 ... building_windows_non_float_processed No 32 0.260316 0.449624 ... building_windows_non_float_processed Yes 33 0.298946 0.416541 ... building_windows_non_float_processed No 34 0.330992 0.369925 ... building_windows_float_processed Yes 35 0.293240 0.294737 ... building_windows_float_processed Yes 36 0.238367 0.612030 ... headlamps Yes 37 0.305531 0.335338 ... building_windows_float_processed No 38 0.090430 0.341353 ... containers Yes 39 0.218613 0.479699 ... building_windows_non_float_processed Yes [40 rows x 12 columns] Experiments Completed.