Running Experiment 0 ... Experiment 0 Trained Neural Network [{'weights': [-2.5305990346621843, 0.008867964045553765, -2.2574228323166596, 6.846163996038196, -2.753604715997194, 0.7264597148279589, -0.6084067284938505, 2.5472222204885533, 5.6533965389404, 1.514702669020593], 'output': 0.6005337288382258, 'delta': 0.10391876877775355}, {'weights': [1.7228374825627708, -1.8569807788618706, -1.480949680541025, 2.177104981146146, -5.522172566645939, 1.3362259760659352, 2.8071005410005427, -0.5053305929622055, -0.38242071672143607, -0.6160760198142534], 'output': 0.08094914668285137, 'delta': 0.007095982868634904}, {'weights': [-2.3650574640247704, -0.30090987488562787, -3.49698611287857, 7.74573399755272, 1.2586324923866474, 1.0367433019817192, -3.1989301495342506, 6.402315198394606, -2.4034440250732616, 0.48535447275667337], 'output': 0.5091674633627722, 'delta': 0.09751861804262293}, {'weights': [1.2691432780969016, -2.4941156725110982, 1.1565440950495716, 1.279037053122001, -1.5002460935102606, 0.3108159376380672, 2.4872099644867904, -1.4081258305330273, 1.7865738887410665, -0.4329574278895193], 'output': 0.5397849059436958, 'delta': -0.040173272496695854}, {'weights': [2.3716896237907026, -5.8531318388475775, -5.919379993465042, 8.00732826958073, -0.6112742600974422, 0.6798170640392989, 1.814603913260164, 6.970693491190115, -0.3823734804961102, -0.2588561893465539], 'output': 0.08748675678481273, 'delta': 0.008261305414527539}] [{'weights': [-0.8207718683448195, 5.6481926065132, -3.574118449522601, 3.5658889882217575, -7.853854221077794, 4.0939536246883215], 'output': 0.9700014581485195, 'delta': 0.00507053374620661}, {'weights': [-5.3505353316429645, -1.6231339662945525, -2.312855220327041, 0.23044333049207624, -4.3240337334271555, 2.5057646802957483], 'output': 0.09360935657559573, 'delta': -0.07809156722093229}, {'weights': [0.019022936023542915, 1.1365310920038176, -5.73015090113963, 3.0871395498191787, -5.987591371877047, 1.8279826160234234], 'output': 0.5390099906609299, 'delta': -0.06400847913385695}, {'weights': [1.3330757959679262, 3.108038232637781, 0.16577120490595607, 0.5817735795361728, 2.5395618752462896, -1.7438220740907149], 'output': 0.4822434404541924, 'delta': 0.11941150019933802}, {'weights': [0.4648413208605323, -6.128163207405532, 4.050121778449843, -5.595393571494567, 1.4564052310435258, -1.5034184485745197], 'output': 0.07235680069979643, 'delta': 0.00592104078786936}] [{'weights': [3.0343603080451254, 1.8475148799531627, 2.3758098284493334, -4.812493486090633, -4.686120003998362, -3.4928162047695093], 'output': 0.1473148250530831, 'delta': -0.1080941493384773}, {'weights': [6.963373062378242, -4.315769797415226, -3.7838883687314917, -0.5623746148405715, -2.627015366160792, -2.7051255313754727], 'output': 0.7585090126962636, 'delta': 0.1315884546538095}, {'weights': [1.0357796970232171, -1.386586809119394, 0.5989569216767382, -2.248186036949377, -2.285784368210669, -2.1713782170388813], 'output': 0.09768733747117794, 'delta': -0.017862980415523016}, {'weights': [-4.614281993526059, -2.4708933540544153, -5.008327085131329, 2.3493957587289884, -6.763750558451887, 0.552056746831483], 'output': 0.0020030818972652225, 'delta': -9.600494910306511e-08}, {'weights': [1.3107245814912623, -1.114686777268506, -2.5899598975343325, -2.4489646152945217, 0.8230977825844162, -0.8643572546833312], 'output': 0.09843353031366647, 'delta': -0.001934241589425509}, {'weights': [-6.873421072449414, -2.408514042926777, -1.7640225033104613, -1.0343913948923942, 5.705031452430482, -1.5121839021063124], 'output': 7.933687357765409e-05, 'delta': -7.988062221313179e-10}] Experiment 0 Classifications on Test Instances Refractive Index Sodium ... Predicted Class Prediction Correct? 0 0.280070 0.276692 ... building_windows_non_float_processed No 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_non_float_processed No 9 0.339333 0.640602 ... headlamps No 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 ... headlamps No 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_non_float_processed Yes 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_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': [1.7469975691658037, -1.8134139496326291, -3.699558500230207, 1.4037648312682014, -1.905940587291391, 1.3080837456999184, 2.429658843164589, -0.560463863095135, 1.9107300337597368, -1.006303918553245], 'output': 0.20103741968331057, 'delta': 0.017297208853503866}, {'weights': [4.385470559542857, 2.1460171938552017, -4.77252809985757, 2.1862036052316483, -4.905555496801063, -0.2392033463103534, 2.295901420922834, 1.2224896144591741, 4.104095431517638, 0.19601978311353932], 'output': 0.9212862205219179, 'delta': 0.18406758413788832}, {'weights': [6.871430543747445, -3.637855364513117, 6.295351403634412, -12.630728064779806, -2.467171346380847, -0.62205662415017, 7.030453741917685, -2.0659369152936193, 2.735734513285546, -1.156518333713014], 'output': 0.00023478813864713315, 'delta': -0.5111945468569489}, {'weights': [-1.9416841890064533, -0.5722872916732361, 1.5337170588688263, 1.878451016504769, -1.4949628561550818, 0.8164793832728633, 0.16526912703907018, -4.819540555599871, 2.1693988223059075, -0.45165603396879367], 'output': 0.036885766694852724, 'delta': 0.23108006205007692}, {'weights': [0.41981337852655864, 1.5870406044277152, 1.5439947147637842, 1.9438126064359633, -2.1091044688592437, -0.7668402912349767, -0.9394223749194437, 3.435042368246707, 0.5099750468659042, -1.198682433775133], 'output': 0.7398216053578595, 'delta': 0.10570081722773723}] [{'weights': [-2.6782118791523595, -6.568933845722975, 9.847431082272811, -2.893505067679174, -2.571321402937245, -2.2644626340678173], 'output': 1.9182597329494746e-05, 'delta': -0.25935096790068213}, {'weights': [2.6227985242253764, -0.077966894039247, 2.3138335880234204, 3.9205181170565653, -4.54018169779063, -0.18729196776232163], 'output': 0.049944354555126066, 'delta': 0.04712640258527337}, {'weights': [1.3488923279605791, 1.5083129830054665, -1.3204490194130045, 1.0074350144186586, -0.8824254196585752, -1.0190536530828986], 'output': 0.5064308313617811, 'delta': 0.03294123497615974}, {'weights': [-1.4757076539700928, -1.002744042572483, 2.469302375221703, -0.07442952849954092, 0.8930932490737087, 0.3418643514477279], 'output': 0.44520635927728935, 'delta': 0.005750560178255732}, {'weights': [2.4041462424088973, 4.041507521866703, -8.738047973229996, -2.1332008351794873, 0.3340529234133603, 0.37781627324728956], 'output': 0.9914304030618448, 'delta': -0.00101430427292498}] [{'weights': [5.652195511295624, -1.3383573541971208, -2.129496667961408, 0.22699995083516042, -4.680000357046585, -3.330563988347346], 'output': 0.00012160941539756649, 'delta': -0.07724095390012967}, {'weights': [-6.062667322508635, 1.571858095099263, 0.46747892527728374, 0.716585691788154, -7.700350315426157, 2.172520935563858], 'output': 0.007941522135906676, 'delta': 0.12808846139172497}, {'weights': [-0.5414581959352112, 0.1927478766989077, -1.3383864094179518, -0.10310200698373957, -2.5192337085549057, -1.5834236160782447], 'output': 0.00820189745378086, 'delta': -0.010284867261588159}, {'weights': [-3.194086063089135, 4.405746945353376, 0.6964207627346917, -3.697791964249574, 1.9033491230268418, -3.8468577882915564], 'output': 0.04593825254631077, 'delta': -9.896779104833896e-06}, {'weights': [-2.644697515651594, -1.1007792502294222, -0.9469273250342598, -0.7357757992806729, -0.6306927524639342, -0.5185849563814218], 'output': 0.11857161578618089, 'delta': -0.00028471724912930863}, {'weights': [-4.634825383808989, -6.158605100217023, -0.8342287871537122, -1.0557929659573608, 4.553545168320816, -0.5183817549897507], 'output': 0.9424560336163248, 'delta': -3.288398714192524e-09}] 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 ... building_windows_non_float_processed No 6 0.706760 0.461654 ... building_windows_non_float_processed Yes 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_non_float_processed No 15 0.351185 0.300752 ... building_windows_non_float_processed No 16 0.240123 0.318797 ... building_windows_non_float_processed Yes 17 0.440737 0.336842 ... containers Yes 18 0.217296 0.404511 ... building_windows_non_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_non_float_processed No 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_float_processed No 31 0.230465 0.547368 ... headlamps Yes 32 0.080773 0.551880 ... building_windows_non_float_processed No 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_non_float_processed No 40 0.308604 0.449624 ... building_windows_non_float_processed Yes 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': [-1.708639272303938, 2.463492976012817, 2.0080698635917993, 3.896522628727762, -2.5854574808363555, -3.4165856492797912, -3.9631473871282132, 6.831189801324179, 2.9189370510224064, -0.9942227993498541], 'output': 0.3440063829623257, 'delta': 0.20625885191923773}, {'weights': [-0.8793850145799321, -3.5374682483011415, 5.549858582340644, -0.9227177218618768, -0.6965124383763079, 3.8770014079091935, -1.3220197470109356, -4.519665400554927, 2.8449096100711144, -1.4863763123642846], 'output': 0.6088544127568771, 'delta': 0.0022959778023157137}, {'weights': [-1.4157918854247222, -0.268478249168422, -1.8108578718014126, 2.1713571028427134, 0.6680117991744605, 0.07997063789964344, -0.6507605162383971, 0.9567460827662502, 2.125161381961078, -0.3895994115499743], 'output': 0.19817374496024498, 'delta': 0.007793321960832513}, {'weights': [5.067229272869356, -0.9311387863512439, 3.3795796376105107, -9.88279082885446, -0.5911818055607156, 3.8950105827376325, 4.919073861893465, -5.3953820612555905, 6.533412286978927, -0.9187940057915219], 'output': 0.7434455792925095, 'delta': -0.10098714892358802}, {'weights': [3.42883625425213, -0.4052387504510046, -5.135237479229569, 1.5124127067392612, -3.2543211946035324, -2.396305491320447, 4.918415458477632, 2.935072135814854, 3.520773466149581, -0.12148555418774315], 'output': 0.040782012678378665, 'delta': 0.049965309560058284}] [{'weights': [5.196213225211931, 0.2239098359297853, -1.9078348740183226, -0.8056115748020347, 0.7964917376930474, -1.7177475784782583], 'output': 0.32335035991854927, 'delta': 0.10302695699598581}, {'weights': [-3.2244859963665813, 6.602588148058006, -2.754680248226485, 5.736637691573288, -1.418827651733301, -1.98748154258977], 'output': 0.9898933101718514, 'delta': 0.007093423641052051}, {'weights': [-3.2131134389077816, 0.6314048208263827, -1.8434117177828233, 8.534726132682477, -7.131353088319072, -3.043710445134251], 'output': 0.8726226539794867, 'delta': -0.14058498593678237}, {'weights': [1.1911040780937345, -3.105610703374012, 0.5257480908611967, -1.5275371723803886, 0.2790530853176744, 0.7995855411149286], 'output': 0.1542560490063889, 'delta': -0.010654254351649068}, {'weights': [5.8407295677072355, -2.502121982996633, -1.4368300697535776, -2.9415930203719247, 0.7887006432074568, -1.780261709221823], 'output': 0.023340842752949762, 'delta': 7.605364998523545e-05}] [{'weights': [-3.216193657305065, 1.2639655782472798, 5.293736779864655, -3.4044742259763363, -2.548436892646318, -3.8821885237730296], 'output': 0.5899688001153024, 'delta': -0.08012137296001003}, {'weights': [1.4623967392182582, 7.722708350005252, -7.034558892652337, -2.686782144779214, -1.4742840507852475, -2.4495555369888597], 'output': 0.2850780091674637, 'delta': 0.14755165343445897}, {'weights': [0.7499276613920944, 0.6057344124403133, -0.1300033129813558, -2.042884920258873, -0.9690068958511919, -2.5339115544537303], 'output': 0.10498731457270111, 'delta': -0.015276742697959107}, {'weights': [-3.819339071695, -3.57671627961271, -6.550558636126855, 0.11641611680832926, -5.054087992603432, 2.302666639800328], 'output': 0.00025118736953254686, 'delta': -2.434579270207578e-09}, {'weights': [-1.0265335139350567, -2.2388492616085314, -1.7512554876914195, 0.3096385639251999, -1.060135922709644, -0.6378086108148937], 'output': 0.009092903087109373, 'delta': -3.458772184336299e-05}, {'weights': [2.194394931442765, -6.7136730286727335, -3.6428531036737897, 0.06014732454628404, 4.66316540561172, -3.7951297395868653], 'output': 2.782641244416742e-06, 'delta': -4.043675803053852e-11}] Experiment 2 Classifications on Test Instances Refractive Index Sodium ... Predicted Class Prediction Correct? 0 0.882353 0.000000 ... headlamps 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 ... containers No 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 ... containers No 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_non_float_processed No 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 ... headlamps No 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': [4.381259806917113, -0.23596147976246107, -7.610711645612728, 3.9620720880249545, -4.25181498370076, 0.7032934570764332, 2.755810315542768, 8.41479538200296, 2.7067737494076045, 1.6612974611039382], 'output': 0.1801896649589731, 'delta': 0.0805408217958237}, {'weights': [2.5812020240893427, 2.0126728386636206, 3.899113887308039, -9.6571971953413, -0.32000594890257855, 0.9069167701961942, 3.8691339205218003, -5.859900897756548, 4.10594176883191, -1.3537826640917567], 'output': 0.9871489672317438, 'delta': -0.1274504109470774}, {'weights': [-2.3286546531058407, 0.4603249356491111, 0.8139829932081044, 2.458043492949832, -0.029742867459834146, 0.6232292302748986, -3.2368941861962437, 1.532949841463444, 3.728417254347706, -0.7813656577851527], 'output': 0.8369313159004941, 'delta': 0.2267828828382022}, {'weights': [3.04856640377729, -7.464852510334214, -1.2398521834138478, -3.5134774256692762, 3.486252313705381, 3.4873588499891555, 4.993809154624181, -1.5542198162773475, 1.7352333310798846, -0.3757161079230356], 'output': 0.3250032780761022, 'delta': -0.14345045228098027}, {'weights': [1.644809392955392, -5.132702159365811, 0.9855380948437885, 2.9471633138575464, -1.779306426280948, 4.437665868299343, 0.8832824480711575, -1.3862624948013764, 5.3374320764881755, -0.28046660822167707], 'output': 0.9543893386690686, 'delta': 0.09830036578097867}] [{'weights': [3.621738844561023, -6.818140487478112, 1.4687048217737715, 2.949683803797996, 3.0416421339600714, -3.245025442848134], 'output': 0.014312965570959069, 'delta': -0.0007075839194165706}, {'weights': [-3.9828193012646724, 2.8760014726015064, 1.1841336323655485, 4.389767953984261, 5.644627178615615, -2.1372620226729078], 'output': 0.9995859114233733, 'delta': 0.0036168089077472346}, {'weights': [1.0881053043068933, -0.44586311995931527, 0.6474782592551438, -0.7631119231283404, 1.6227683854962813, -0.4896152581816605], 'output': 0.7519334106648008, 'delta': 0.013542152180262158}, {'weights': [-9.823841649131772, 6.565829206737228, -4.136926859336543, 5.376439878383232, -0.154119027626141, -3.713774614035099], 'output': 0.2963936765429591, 'delta': -0.22442432310584573}, {'weights': [1.2004867375354888, 0.90499346756179, -0.6849274525416574, -4.241571380269174, -5.973080249031636, 2.2149829991731935], 'output': 0.0130253836814644, 'delta': -0.054506500846359884}] [{'weights': [-2.2594939464028956, 1.6387957509002196, -1.7230055684625216, 4.897203077651483, -0.12193532729979031, -4.111492004630743], 'output': 0.086955462187563, 'delta': -0.0653044839968194}, {'weights': [-5.063878920591442, 6.373399139028114, -0.711477247199648, -5.791019937902203, -3.351767327863181, -1.7056540554702149], 'output': 0.9086750519850116, 'delta': 0.10071057338206822}, {'weights': [-3.4488824681172683, 0.9470392650817963, -1.943801632548939, 0.28172671866204724, 1.483972893751634, -2.5397323767252544], 'output': 0.047370469354222317, 'delta': -0.007845765129673159}, {'weights': [5.155468689845746, -0.16259592798966904, -1.1716782090202023, -5.700146383347767, -5.756406931199435, -2.0389663500214796], 'output': 0.008382463439951703, 'delta': -6.443932827371605e-07}, {'weights': [-5.662501723777494, -2.0121053482826508, -1.7427413697094556, -4.134335658958909, 3.7562519302341544, 0.04096397631491467], 'output': 0.01057904040034781, 'delta': -0.0001224327679854424}, {'weights': [1.1127714449627928, -8.147991027675747, 0.3024982267298426, -4.0335840903869205, 1.6894602660766365, 0.40850701050740734], 'output': 0.00017227479958046142, 'delta': -7.2045981666114054e-09}] 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_non_float_processed Yes 23 0.348551 0.475188 ... building_windows_non_float_processed No 24 0.351624 0.514286 ... headlamps 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': [4.298840127919411, -3.1480359194146166, -0.5553762538309197, -6.581468201091883, 1.6918403394960857, -4.432523802514645, 8.727314883314515, -2.141853682684941, 5.664940060128054, 0.055339190237366304], 'output': 0.7917712499040463, 'delta': -0.031617058897622265}, {'weights': [0.7997079251635572, 0.17570303336359122, -0.5381611640611608, 0.46194432360250287, -0.08876690281780274, 0.33800165165097446, 0.0744477185154798, 0.7918547519900844, 1.873093321246983, -0.31305155329922674], 'output': 0.54124013846834, 'delta': 0.06755397993314417}, {'weights': [-0.7654395744330709, -1.88385212538657, -3.514748759168865, 6.10067282066007, 0.7671811240732477, 2.7302300612623025, -0.7842990914763689, 1.3515332269918217, 7.589184137050573, 1.2823473231679563], 'output': 0.8537091452899288, 'delta': 0.021595834420390928}, {'weights': [-2.6763634941591783, 0.5395565786157401, 7.832644425220353, -3.770093118425491, 0.20662841953661146, -0.34179725687193335, -1.5137433197433308, -2.9618130699568055, 0.7095761276925799, -1.532975884110372], 'output': 0.9564098698297555, 'delta': -0.014697019329539186}, {'weights': [2.052963253042915, -1.356398777268239, 0.019380685585468176, -2.837524665984836, -1.5577555570234913, -0.8183189104683086, 2.0435373994870205, 0.9515761946416061, 0.72271799589508, -1.2217004528471729], 'output': 0.07694343318433101, 'delta': 0.05208086760719194}] [{'weights': [4.374031650142034, -0.8419342245760578, -3.6036878874622875, 5.8167554022549455, 3.3341207682157616, -1.023059988346467], 'output': 0.9912309892324555, 'delta': 0.0016284650197877465}, {'weights': [1.7344554978600295, -0.24150018006554716, -0.18584409836770582, -0.8402419215432875, -2.4195993899163915, -0.09503912968845461], 'output': 0.4997746299357749, 'delta': -0.07518280218445274}, {'weights': [0.48764758378261464, 1.3756039504887312, 1.0065929825259818, 0.41107725142692003, 0.5833202627137893, 1.567441285205835], 'output': 0.9819333783246028, 'delta': -0.002432328100615361}, {'weights': [-3.8677460451496097, 0.9377988312986593, 0.35880794123146154, 1.1989792631997154, 1.1874359885615549, 1.2751331407371493], 'output': 0.5658001502681491, 'delta': 0.033134271651157864}, {'weights': [-6.322617407126071, 1.5634327068915543, 7.524822220384606, -3.541861524765796, 0.9400271498775727, 1.1725409981472883], 'output': 0.5303461539363676, 'delta': 0.1809936918296812}] [{'weights': [5.518110079731885, -0.08083183235340966, -1.6213924865185838, -1.3820613433123816, -3.5311261729289036, -2.1443299651948067], 'output': 0.27651893919306875, 'delta': -0.0668773991965114}, {'weights': [6.535813802599663, -2.914005745498494, -3.186504022640972, 0.3261100235171831, 4.580820378672279, -4.125687978185726], 'output': 0.5942266282944569, 'delta': 0.10735548643979942}, {'weights': [1.5518324115583577, -1.2104802498312377, -1.3492692657656509, 0.22604872911254187, -1.1865200559140576, -1.5016511654172984], 'output': 0.0835812207875789, 'delta': -0.0058330093416883695}, {'weights': [-0.8833128002788757, 1.3109847340296827, -1.4875291451626593, -4.376742016149879, 3.4137665390639635, -1.3796586836992901], 'output': 0.023509357158308465, 'delta': -0.0013400251919584469}, {'weights': [-0.4013187354012596, -0.861323923855826, -1.2693188770082349, -1.0545225301182288, 1.241130144223326, -1.1174976042688467], 'output': 0.04186365761191885, 'delta': -0.001964183561748348}, {'weights': [-8.371927304696346, -1.8859679455835692, 0.1446872396993045, 1.3182053393679132, 2.0934639789872813, 0.08823539638221839], 'output': 0.0007806031648335824, 'delta': -4.0538390579072296e-07}] 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_non_float_processed Yes 10 0.597015 0.108271 ... building_windows_non_float_processed Yes 11 0.261633 0.526316 ... headlamps Yes 12 0.344601 0.415038 ... building_windows_float_processed Yes 13 0.346795 0.491729 ... building_windows_non_float_processed No 14 0.658033 0.446617 ... building_windows_non_float_processed Yes 15 0.568481 0.466165 ... building_windows_float_processed No 16 0.175154 0.619549 ... headlamps Yes 17 0.485953 0.556391 ... containers No 18 0.297629 0.372932 ... building_windows_float_processed Yes 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_float_processed Yes 25 0.327041 0.395489 ... building_windows_float_processed No 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_non_float_processed No 35 0.293240 0.294737 ... building_windows_float_processed Yes 36 0.238367 0.612030 ... headlamps Yes 37 0.305531 0.335338 ... building_windows_non_float_processed Yes 38 0.090430 0.341353 ... headlamps No 39 0.218613 0.479699 ... building_windows_non_float_processed Yes [40 rows x 12 columns] Experiments Completed.