Demo 0 | Demo 1 | Demo 2 | Demo 3 | Demo 4 | Demo 5 | Code | Matt Smith

Demo 2

Array
(
    [1] => data
    [2] => mining
    [4] => wikipedia
    [5] => data
    [6] => mining
    [8] => wikipedia
    [10] => free
    [11] => encyclopedia
    [12] => jump
    [14] => navigation
    [15] => search
    [19] => confused
    [21] => analytics
    [22] => information
    [23] => extraction
    [25] => data
    [26] => analysis
    [27] => machine
    [28] => learning
    [30] => data
    [31] => mining
    [32] => problems
    [33] => classification
    [34] => clustering
    [35] => regression
    [36] => anomaly
    [37] => detection
    [38] => association
    [39] => rules
    [40] => reinforcement
    [41] => learning
    [42] => structured
    [43] => prediction
    [44] => feature
    [45] => engineering
    [46] => feature
    [47] => learning
    [48] => online
    [49] => learning
    [50] => semi-supervised
    [51] => learning
    [52] => unsupervised
    [53] => learning
    [54] => learning
    [56] => rank
    [57] => grammar
    [58] => induction
    [59] => supervised
    [60] => learning
    [61] => classification
    [62] => regression
    [63] => decision
    [64] => trees
    [65] => ensembles
    [66] => bagging
    [67] => boosting
    [68] => random
    [69] => forest
    [70] => k
    [71] => -nn
    [72] => linear
    [73] => regression
    [74] => naive
    [75] => bayes
    [76] => neural
    [77] => networks
    [78] => logistic
    [79] => regression
    [80] => perceptron
    [81] => relevance
    [82] => vector
    [83] => machine
    [84] => rvm
    [85] => support
    [86] => vector
    [87] => machine
    [88] => svm
    [89] => clustering
    [90] => birch
    [91] => hierarchical
    [92] => k
    [93] => -means
    [94] => expectation-maximization
    [95] => em
    [96] => dbscan
    [97] => optics
    [98] => mean-shift
    [99] => dimensionality
    [100] => reduction
    [101] => factor
    [102] => analysis
    [103] => cca
    [104] => ica
    [105] => lda
    [106] => nmf
    [107] => pca
    [108] => t-sne
    [109] => structured
    [110] => prediction
    [111] => graphical
    [112] => models
    [113] => bayes
    [114] => net
    [115] => crf
    [116] => hmm
    [117] => anomaly
    [118] => detection
    [119] => k
    [120] => -nn
    [121] => local
    [122] => outlier
    [123] => factor
    [124] => neural
    [125] => nets
    [126] => autoencoder
    [127] => deep
    [128] => learning
    [129] => multilayer
    [130] => perceptron
    [131] => rnn
    [132] => restricted
    [133] => boltzmann
    [134] => machine
    [135] => som
    [136] => convolutional
    [137] => neural
    [138] => network
    [139] => reinforcement
    [140] => learning
    [141] => q-learning
    [142] => sarsa
    [143] => temporal
    [144] => difference
    [145] => td
    [146] => theory
    [147] => bias-variance
    [148] => dilemma
    [149] => computational
    [150] => learning
    [151] => theory
    [152] => empirical
    [153] => risk
    [154] => minimization
    [155] => occam
    [156] => learning
    [157] => pac
    [158] => learning
    [159] => statistical
    [160] => learning
    [161] => vc
    [162] => theory
    [163] => machine
    [164] => learning
    [165] => venues
    [166] => nips
    [167] => icml
    [168] => ml
    [169] => jmlr
    [170] => arxiv
    [171] => cs
    [172] => lg
    [173] => machine
    [174] => learning
    [175] => portal
    [176] => v
    [177] => t
    [178] => e
    [179] => data
    [180] => mining
    [183] => computing
    [184] => process
    [186] => discovering
    [187] => patterns
    [189] => large
    [190] => data
    [191] => sets
    [192] => involving
    [193] => methods
    [196] => intersection
    [198] => machine
    [199] => learning
    [200] => statistics
    [202] => database
    [203] => systems
    [204] => 1
    [208] => interdisciplinary
    [209] => subfield
    [211] => computer
    [212] => science
    [213] => 1
    [214] => 2
    [215] => 3
    [218] => goal
    [221] => data
    [222] => mining
    [223] => process
    [226] => extract
    [227] => information
    [230] => data
    [231] => set
    [233] => transform
    [237] => understandable
    [238] => structure
    [242] => 1
    [246] => raw
    [247] => analysis
    [248] => step
    [250] => involves
    [251] => database
    [253] => data
    [254] => management
    [255] => aspects
    [256] => data
    [257] => pre-processing
    [258] => model
    [260] => inference
    [261] => considerations
    [262] => interestingness
    [263] => metrics
    [264] => complexity
    [265] => considerations
    [266] => post-processing
    [268] => discovered
    [269] => structures
    [270] => visualization
    [272] => online
    [273] => updating
    [274] => 1
    [275] => data
    [276] => mining
    [279] => analysis
    [280] => step
    [283] => knowledge
    [284] => discovery
    [286] => databases
    [287] => process
    [289] => kdd
    [290] => 4
    [292] => term
    [295] => misnomer
    [298] => goal
    [301] => extraction
    [303] => patterns
    [305] => knowledge
    [307] => large
    [308] => amounts
    [310] => data
    [313] => extraction
    [314] => mining
    [316] => data
    [318] => 5
    [323] => buzzword
    [324] => 6
    [327] => frequently
    [328] => applied
    [331] => form
    [333] => large-scale
    [334] => data
    [336] => information
    [337] => processing
    [338] => collection
    [339] => extraction
    [340] => warehousing
    [341] => analysis
    [343] => statistics
    [348] => application
    [350] => computer
    [351] => decision
    [352] => support
    [353] => system
    [354] => including
    [355] => artificial
    [356] => intelligence
    [357] => machine
    [358] => learning
    [360] => business
    [361] => intelligence
    [363] => book
    [364] => data
    [365] => mining
    [366] => practical
    [367] => machine
    [368] => learning
    [369] => tools
    [371] => techniques
    [373] => java
    [374] => 7
    [376] => covers
    [378] => machine
    [379] => learning
    [380] => material
    [382] => originally
    [385] => named
    [387] => practical
    [388] => machine
    [389] => learning
    [392] => term
    [393] => data
    [394] => mining
    [397] => added
    [399] => marketing
    [400] => reasons
    [401] => 8
    [405] => general
    [406] => terms
    [407] => large
    [408] => scale
    [409] => data
    [410] => analysis
    [412] => analytics
    [415] => referring
    [417] => actual
    [418] => methods
    [419] => artificial
    [420] => intelligence
    [422] => machine
    [423] => learning
    [428] => actual
    [429] => data
    [430] => mining
    [431] => task
    [434] => semi-automatic
    [436] => automatic
    [437] => analysis
    [439] => large
    [440] => quantities
    [442] => data
    [444] => extract
    [445] => previously
    [446] => unknown
    [447] => interesting
    [448] => patterns
    [451] => groups
    [453] => data
    [454] => records
    [455] => cluster
    [456] => analysis
    [457] => unusual
    [458] => records
    [459] => anomaly
    [460] => detection
    [462] => dependencies
    [463] => association
    [464] => rule
    [465] => mining
    [466] => sequential
    [467] => pattern
    [468] => mining
    [471] => involves
    [473] => database
    [474] => techniques
    [477] => spatial
    [478] => indices
    [480] => patterns
    [487] => kind
    [489] => summary
    [492] => input
    [493] => data
    [500] => analysis
    [505] => machine
    [506] => learning
    [508] => predictive
    [509] => analytics
    [513] => data
    [514] => mining
    [515] => step
    [517] => identify
    [518] => multiple
    [519] => groups
    [522] => data
    [529] => obtain
    [531] => accurate
    [532] => prediction
    [533] => results
    [536] => decision
    [537] => support
    [538] => system
    [541] => data
    [542] => collection
    [543] => data
    [544] => preparation
    [546] => result
    [547] => interpretation
    [549] => reporting
    [551] => part
    [554] => data
    [555] => mining
    [556] => step
    [559] => belong
    [563] => kdd
    [564] => process
    [566] => additional
    [567] => steps
    [569] => related
    [570] => terms
    [571] => data
    [572] => dredging
    [573] => data
    [574] => fishing
    [576] => data
    [577] => snooping
    [578] => refer
    [583] => data
    [584] => mining
    [585] => methods
    [587] => sample
    [588] => parts
    [591] => larger
    [592] => population
    [593] => data
    [594] => set
    [601] => small
    [603] => reliable
    [604] => statistical
    [605] => inferences
    [608] => made
    [611] => validity
    [614] => patterns
    [615] => discovered
    [617] => methods
    [623] => creating
    [625] => hypotheses
    [627] => test
    [630] => larger
    [631] => data
    [632] => populations
    [633] => contents
    [634] => 1
    [635] => etymology
    [636] => 2
    [637] => background
    [638] => 3
    [639] => process
    [640] => 3
    [641] => 1
    [642] => pre-processing
    [643] => 3
    [644] => 2
    [645] => data
    [646] => mining
    [647] => 3
    [648] => 3
    [649] => results
    [650] => validation
    [651] => 4
    [652] => research
    [653] => 5
    [654] => standards
    [655] => 6
    [656] => notable
    [658] => 7
    [659] => privacy
    [660] => concerns
    [662] => ethics
    [663] => 7
    [664] => 1
    [665] => situation
    [667] => europe
    [668] => 7
    [669] => 2
    [670] => situation
    [673] => united
    [674] => states
    [675] => 8
    [676] => copyright
    [677] => law
    [678] => 8
    [679] => 1
    [680] => situation
    [682] => europe
    [683] => 8
    [684] => 2
    [685] => situation
    [688] => united
    [689] => states
    [690] => 9
    [691] => software
    [692] => 9
    [693] => 1
    [694] => free
    [695] => open-source
    [696] => data
    [697] => mining
    [698] => software
    [700] => applications
    [701] => 9
    [702] => 2
    [703] => proprietary
    [704] => data-mining
    [705] => software
    [707] => applications
    [708] => 9
    [709] => 3
    [710] => marketplace
    [711] => surveys
    [712] => 10
    [715] => 11
    [716] => references
    [717] => 12
    [719] => reading
    [720] => 13
    [721] => external
    [722] => links
    [723] => etymology
    [724] => edit
    [727] => 1960s
    [728] => statisticians
    [730] => terms
    [732] => data
    [733] => fishing
    [735] => data
    [736] => dredging
    [738] => refer
    [742] => considered
    [744] => bad
    [745] => practice
    [747] => analyzing
    [748] => data
    [751] => a-priori
    [752] => hypothesis
    [754] => term
    [755] => data
    [756] => mining
    [757] => appeared
    [759] => 1990
    [762] => database
    [763] => community
    [766] => short
    [767] => time
    [769] => 1980s
    [771] => phrase
    [772] => database
    [773] => mining
    [780] => trademarked
    [782] => hnc
    [784] => san
    [785] => diego-based
    [786] => company
    [788] => pitch
    [790] => database
    [791] => mining
    [792] => workstation
    [793] => 9
    [794] => researchers
    [796] => turned
    [798] => data
    [799] => mining
    [801] => terms
    [803] => include
    [804] => data
    [805] => archaeology
    [806] => information
    [807] => harvesting
    [808] => information
    [809] => discovery
    [810] => knowledge
    [811] => extraction
    [813] => gregory
    [814] => piatetsky-shapiro
    [815] => coined
    [817] => term
    [818] => knowledge
    [819] => discovery
    [821] => databases
    [825] => workshop
    [829] => topic
    [830] => kdd-1989
    [833] => term
    [836] => popular
    [838] => ai
    [840] => machine
    [841] => learning
    [842] => community
    [845] => term
    [846] => data
    [847] => mining
    [850] => popular
    [853] => business
    [855] => press
    [856] => communities
    [857] => 10
    [860] => terms
    [861] => data
    [862] => mining
    [864] => knowledge
    [865] => discovery
    [868] => interchangeably
    [871] => academic
    [872] => community
    [874] => major
    [875] => forums
    [877] => research
    [878] => started
    [880] => 1995
    [884] => international
    [885] => conference
    [887] => data
    [888] => mining
    [890] => knowledge
    [891] => discovery
    [892] => kdd-95
    [894] => started
    [896] => montreal
    [898] => aaai
    [899] => sponsorship
    [902] => co-chaired
    [904] => usama
    [905] => fayyad
    [907] => ramasamy
    [908] => uthurusamy
    [910] => year
    [913] => 1996
    [914] => usama
    [915] => fayyad
    [916] => launched
    [918] => journal
    [920] => kluwer
    [921] => called
    [922] => data
    [923] => mining
    [925] => knowledge
    [926] => discovery
    [929] => founding
    [930] => editor-in-chief
    [933] => started
    [935] => sigkddd
    [936] => newsletter
    [937] => sigkdd
    [938] => explorations
    [939] => 11
    [941] => kdd
    [942] => international
    [943] => conference
    [946] => primary
    [947] => highest
    [948] => quality
    [949] => conference
    [951] => data
    [952] => mining
    [955] => acceptance
    [956] => rate
    [958] => research
    [959] => paper
    [960] => submissions
    [962] => 18
    [964] => journal
    [965] => data
    [966] => mining
    [968] => knowledge
    [969] => discovery
    [972] => primary
    [973] => research
    [974] => journal
    [977] => field
    [978] => background
    [979] => edit
    [981] => manual
    [982] => extraction
    [984] => patterns
    [986] => data
    [988] => occurred
    [990] => centuries
    [991] => early
    [992] => methods
    [994] => identifying
    [995] => patterns
    [997] => data
    [998] => include
    [999] => bayes'
    [1000] => theorem
    [1001] => 1700s
    [1003] => regression
    [1004] => analysis
    [1005] => 1800s
    [1007] => proliferation
    [1008] => ubiquity
    [1010] => increasing
    [1011] => power
    [1013] => computer
    [1014] => technology
    [1016] => dramatically
    [1017] => increased
    [1018] => data
    [1019] => collection
    [1020] => storage
    [1022] => manipulation
    [1023] => ability
    [1025] => data
    [1026] => sets
    [1028] => grown
    [1030] => size
    [1032] => complexity
    [1033] => direct
    [1034] => hands-on
    [1035] => data
    [1036] => analysis
    [1038] => increasingly
    [1040] => augmented
    [1042] => indirect
    [1043] => automated
    [1044] => data
    [1045] => processing
    [1046] => aided
    [1049] => discoveries
    [1051] => computer
    [1052] => science
    [1055] => neural
    [1056] => networks
    [1057] => cluster
    [1058] => analysis
    [1059] => genetic
    [1060] => algorithms
    [1061] => 1950s
    [1062] => decision
    [1063] => trees
    [1065] => decision
    [1066] => rules
    [1067] => 1960s
    [1069] => support
    [1070] => vector
    [1071] => machines
    [1072] => 1990s
    [1073] => data
    [1074] => mining
    [1077] => process
    [1079] => applying
    [1081] => methods
    [1084] => intention
    [1086] => uncovering
    [1087] => hidden
    [1088] => patterns
    [1089] => 12
    [1091] => large
    [1092] => data
    [1093] => sets
    [1095] => bridges
    [1097] => gap
    [1099] => applied
    [1100] => statistics
    [1102] => artificial
    [1103] => intelligence
    [1106] => provide
    [1108] => mathematical
    [1109] => background
    [1111] => database
    [1112] => management
    [1114] => exploiting
    [1117] => data
    [1119] => stored
    [1121] => indexed
    [1123] => databases
    [1125] => execute
    [1127] => actual
    [1128] => learning
    [1130] => discovery
    [1131] => algorithms
    [1133] => efficiently
    [1134] => allowing
    [1136] => methods
    [1139] => applied
    [1142] => larger
    [1143] => data
    [1144] => sets
    [1145] => process
    [1146] => edit
    [1148] => knowledge
    [1149] => discovery
    [1151] => databases
    [1152] => kdd
    [1153] => process
    [1155] => commonly
    [1156] => defined
    [1159] => stages
    [1160] => 1
    [1161] => selection
    [1162] => 2
    [1163] => pre-processing
    [1164] => 3
    [1165] => transformation
    [1166] => 4
    [1167] => data
    [1168] => mining
    [1169] => 5
    [1170] => interpretation
    [1171] => evaluation
    [1172] => 4
    [1174] => exists
    [1178] => variations
    [1181] => theme
    [1185] => cross
    [1186] => industry
    [1187] => standard
    [1188] => process
    [1190] => data
    [1191] => mining
    [1192] => crisp-dm
    [1194] => defines
    [1196] => phases
    [1197] => 1
    [1198] => business
    [1199] => understanding
    [1200] => 2
    [1201] => data
    [1202] => understanding
    [1203] => 3
    [1204] => data
    [1205] => preparation
    [1206] => 4
    [1207] => modeling
    [1208] => 5
    [1209] => evaluation
    [1210] => 6
    [1211] => deployment
    [1214] => simplified
    [1215] => process
    [1218] => 1
    [1219] => pre-processing
    [1220] => 2
    [1221] => data
    [1222] => mining
    [1224] => 3
    [1225] => results
    [1226] => validation
    [1227] => polls
    [1228] => conducted
    [1230] => 2002
    [1231] => 2004
    [1232] => 2007
    [1234] => 2014
    [1235] => show
    [1238] => crisp-dm
    [1239] => methodology
    [1242] => leading
    [1243] => methodology
    [1246] => data
    [1247] => miners
    [1248] => 13
    [1252] => data
    [1253] => mining
    [1254] => standard
    [1255] => named
    [1258] => polls
    [1260] => semma
    [1262] => 3
    [1263] => 4
    [1264] => times
    [1267] => people
    [1268] => reported
    [1270] => crisp-dm
    [1272] => teams
    [1274] => researchers
    [1276] => published
    [1277] => reviews
    [1279] => data
    [1280] => mining
    [1281] => process
    [1282] => models
    [1283] => 14
    [1284] => 15
    [1286] => azevedo
    [1288] => santos
    [1289] => conducted
    [1291] => comparison
    [1293] => crisp-dm
    [1295] => semma
    [1297] => 2008
    [1298] => 16
    [1299] => pre-processing
    [1300] => edit
    [1302] => data
    [1303] => mining
    [1304] => algorithms
    [1309] => target
    [1310] => data
    [1311] => set
    [1314] => assembled
    [1316] => data
    [1317] => mining
    [1320] => uncover
    [1321] => patterns
    [1323] => present
    [1326] => data
    [1328] => target
    [1329] => data
    [1330] => set
    [1333] => large
    [1338] => patterns
    [1340] => remaining
    [1341] => concise
    [1345] => mined
    [1348] => acceptable
    [1349] => time
    [1350] => limit
    [1352] => common
    [1353] => source
    [1355] => data
    [1358] => data
    [1359] => mart
    [1361] => data
    [1362] => warehouse
    [1363] => pre-processing
    [1365] => essential
    [1367] => analyze
    [1369] => multivariate
    [1370] => data
    [1371] => sets
    [1373] => data
    [1374] => mining
    [1376] => target
    [1377] => set
    [1380] => cleaned
    [1381] => data
    [1382] => cleaning
    [1383] => removes
    [1385] => observations
    [1387] => noise
    [1391] => missing
    [1392] => data
    [1393] => data
    [1394] => mining
    [1395] => edit
    [1396] => data
    [1397] => mining
    [1398] => involves
    [1400] => common
    [1401] => classes
    [1403] => tasks
    [1404] => 4
    [1405] => anomaly
    [1406] => detection
    [1407] => outlier
    [1408] => change
    [1409] => deviation
    [1410] => detection
    [1412] => identification
    [1414] => unusual
    [1415] => data
    [1416] => records
    [1420] => interesting
    [1422] => data
    [1423] => errors
    [1425] => require
    [1427] => investigation
    [1428] => association
    [1429] => rule
    [1430] => learning
    [1431] => dependency
    [1432] => modelling
    [1433] => searches
    [1435] => relationships
    [1437] => variables
    [1441] => supermarket
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    [4405] => bouckaert
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    [4562] => 2014
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    [4648] => 1017
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    [4650] => azevedo
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    [5119] => james
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    [5136] => herschel
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    [5139] => quadrant
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    [5144] => gartner
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    [5170] => haughton
    [5171] => dominique
    [5172] => deichmann
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    [5174] => eshghi
    [5175] => abdolreza
    [5176] => sayek
    [5177] => selin
    [5178] => teebagy
    [5179] => nicholas
    [5181] => topi
    [5182] => heikki
    [5183] => 2003
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    [5193] => american
    [5194] => statistician
    [5195] => vol
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    [5202] => goebel
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    [5204] => gruenwald
    [5205] => le
    [5206] => 1999
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    [5218] => explorations
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    [5220] => 1
    [5221] => issue
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    [5225] => 33
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    [5234] => rolf
    [5235] => verhees
    [5236] => jaap
    [5237] => zanasi
    [5238] => alessandro
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    [5244] => concept
    [5246] => implementation
    [5247] => prentice
    [5248] => hall
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    [5250] => 0-13-743980-6
    [5251] => m
    [5252] => s
    [5253] => chen
    [5254] => j
    [5255] => han
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    [5257] => s
    [5258] => yu
    [5259] => 1996
    [5260] => data
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    [5277] => 866
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    [5279] => feldman
    [5280] => ronen
    [5281] => sanger
    [5282] => james
    [5283] => 2007
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    [5293] => guo
    [5294] => yike
    [5296] => grossman
    [5297] => robert
    [5298] => editors
    [5299] => 1999
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    [5306] => applications
    [5308] => systems
    [5309] => kluwer
    [5310] => academic
    [5311] => publishers
    [5312] => han
    [5313] => jiawei
    [5314] => micheline
    [5315] => kamber
    [5317] => jian
    [5318] => pei
    [5319] => data
    [5320] => mining
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    [5323] => techniques
    [5324] => morgan
    [5325] => kaufmann
    [5326] => 2006
    [5327] => hastie
    [5328] => trevor
    [5329] => tibshirani
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    [5332] => friedman
    [5333] => jerome
    [5334] => 2001
    [5336] => elements
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    [5339] => learning
    [5340] => data
    [5341] => mining
    [5342] => inference
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    [5345] => springer
    [5346] => isbn
    [5347] => 0-387-95284-5
    [5348] => liu
    [5349] => bing
    [5350] => 2007
    [5351] => web
    [5352] => data
    [5353] => mining
    [5354] => exploring
    [5355] => hyperlinks
    [5356] => contents
    [5358] => usage
    [5359] => data
    [5360] => springer
    [5361] => isbn
    [5362] => 3-540-37881-2
    [5363] => murphy
    [5364] => chris
    [5365] => 16
    [5367] => 2011
    [5369] => data
    [5370] => mining
    [5371] => free
    [5372] => speech
    [5373] => informationweek
    [5374] => umb
    [5375] => 12
    [5376] => nisbet
    [5377] => robert
    [5378] => elder
    [5379] => john
    [5380] => miner
    [5381] => gary
    [5382] => 2009
    [5383] => handbook
    [5385] => statistical
    [5386] => analysis
    [5387] => data
    [5388] => mining
    [5389] => applications
    [5390] => academic
    [5391] => press
    [5392] => elsevier
    [5393] => isbn
    [5394] => 978-0-12-374765-5
    [5395] => poncelet
    [5396] => pascal
    [5397] => masseglia
    [5398] => florent
    [5400] => teisseire
    [5401] => maguelonne
    [5402] => editors
    [5403] => october
    [5404] => 2007
    [5405] => data
    [5406] => mining
    [5407] => patterns
    [5409] => methods
    [5411] => applications
    [5412] => information
    [5413] => science
    [5414] => reference
    [5415] => isbn
    [5416] => 978-1-59904-162-9
    [5417] => tan
    [5418] => pang-ning
    [5419] => steinbach
    [5420] => michael
    [5422] => kumar
    [5423] => vipin
    [5424] => 2005
    [5425] => introduction
    [5427] => data
    [5428] => mining
    [5429] => isbn
    [5430] => 0-321-32136-7
    [5431] => theodoridis
    [5432] => sergios
    [5434] => koutroumbas
    [5435] => konstantinos
    [5436] => 2009
    [5437] => pattern
    [5438] => recognition
    [5439] => 4th
    [5440] => edition
    [5441] => academic
    [5442] => press
    [5443] => isbn
    [5444] => 978-1-59749-272-0
    [5445] => weiss
    [5446] => sholom
    [5447] => m
    [5449] => indurkhya
    [5450] => nitin
    [5451] => 1998
    [5452] => predictive
    [5453] => data
    [5454] => mining
    [5455] => morgan
    [5456] => kaufmann
    [5457] => witten
    [5458] => ian
    [5459] => h
    [5460] => frank
    [5461] => eibe
    [5462] => hall
    [5463] => mark
    [5465] => 30
    [5466] => january
    [5467] => 2011
    [5468] => data
    [5469] => mining
    [5470] => practical
    [5471] => machine
    [5472] => learning
    [5473] => tools
    [5475] => techniques
    [5476] => 3
    [5477] => ed
    [5478] => elsevier
    [5479] => isbn
    [5480] => 978-0-12-374856-0
    [5483] => free
    [5484] => weka
    [5485] => software
    [5486] => ye
    [5487] => nong
    [5488] => 2003
    [5490] => handbook
    [5492] => data
    [5493] => mining
    [5494] => mahwah
    [5495] => nj
    [5496] => lawrence
    [5497] => erlbaum
    [5498] => external
    [5499] => links
    [5500] => edit
    [5501] => wikimedia
    [5502] => commons
    [5504] => media
    [5505] => related
    [5507] => data
    [5508] => mining
    [5509] => knowledge
    [5510] => discovery
    [5511] => software
    [5513] => dmoz
    [5514] => data
    [5515] => mining
    [5516] => tool
    [5517] => vendors
    [5519] => dmoz
    [5520] => v
    [5521] => t
    [5522] => e
    [5523] => data
    [5524] => storage
    [5525] => analysis
    [5526] => cleansing
    [5527] => compression
    [5528] => corruption
    [5529] => curation
    [5530] => editing
    [5531] => farming
    [5532] => fusion
    [5533] => integration
    [5534] => integrity
    [5535] => loss
    [5536] => mining
    [5537] => pre-processing
    [5538] => quality
    [5539] => reduction
    [5540] => scraping
    [5541] => scrubbing
    [5542] => security
    [5543] => validation
    [5544] => warehouse
    [5545] => wrangling
    [5546] => munging
    [5547] => protection
    [5548] => privacy
    [5549] => v
    [5550] => t
    [5551] => e
    [5552] => data
    [5553] => warehouse
    [5554] => creating
    [5556] => data
    [5557] => warehouse
    [5558] => concepts
    [5559] => database
    [5560] => dimension
    [5561] => dimensional
    [5562] => modeling
    [5563] => fact
    [5564] => olap
    [5565] => star
    [5566] => schema
    [5567] => aggregate
    [5568] => variants
    [5569] => anchor
    [5570] => modeling
    [5571] => column-oriented
    [5572] => dbms
    [5573] => data
    [5574] => vault
    [5575] => modeling
    [5576] => holap
    [5577] => molap
    [5578] => rolap
    [5579] => operational
    [5580] => data
    [5581] => store
    [5582] => elements
    [5583] => data
    [5584] => dictionary
    [5585] => metadata
    [5586] => data
    [5587] => mart
    [5588] => sixth
    [5589] => normal
    [5590] => form
    [5591] => surrogate
    [5592] => key
    [5593] => fact
    [5594] => fact
    [5595] => table
    [5596] => early-arriving
    [5597] => fact
    [5598] => measure
    [5599] => dimension
    [5600] => dimension
    [5601] => table
    [5602] => degenerate
    [5603] => slowly
    [5604] => changing
    [5605] => filling
    [5606] => extract-transform-load
    [5607] => etl
    [5608] => extract
    [5609] => transform
    [5610] => load
    [5613] => data
    [5614] => warehouse
    [5615] => concepts
    [5616] => business
    [5617] => intelligence
    [5618] => dashboard
    [5619] => data
    [5620] => mining
    [5621] => decision
    [5622] => support
    [5623] => system
    [5624] => dss
    [5625] => olap
    [5626] => cube
    [5627] => data
    [5628] => warehouse
    [5629] => automation
    [5630] => languages
    [5631] => data
    [5632] => mining
    [5633] => extensions
    [5634] => dmx
    [5635] => multidimensional
    [5636] => expressions
    [5637] => mdx
    [5638] => xml
    [5640] => analysis
    [5641] => xmla
    [5642] => tools
    [5643] => business
    [5644] => intelligence
    [5645] => tools
    [5646] => reporting
    [5647] => software
    [5648] => spreadsheet
    [5649] => related
    [5650] => people
    [5651] => bill
    [5652] => inmon
    [5653] => ralph
    [5654] => kimball
    [5655] => products
    [5656] => comparison
    [5658] => olap
    [5659] => servers
    [5660] => data
    [5661] => warehousing
    [5662] => products
    [5665] => producers
    [5666] => v
    [5667] => t
    [5668] => e
    [5669] => major
    [5670] => fields
    [5672] => computer
    [5673] => science
    [5674] => note
    [5676] => template
    [5677] => roughly
    [5680] => 2012
    [5681] => acm
    [5682] => computing
    [5683] => classification
    [5684] => system
    [5685] => hardware
    [5686] => printed
    [5687] => circuit
    [5688] => board
    [5689] => peripheral
    [5690] => integrated
    [5691] => circuit
    [5692] => very-large-scale
    [5693] => integration
    [5694] => energy
    [5695] => consumption
    [5696] => electronic
    [5697] => design
    [5698] => automation
    [5699] => computer
    [5700] => systems
    [5701] => organization
    [5702] => computer
    [5703] => architecture
    [5704] => embedded
    [5705] => system
    [5706] => real-time
    [5707] => computing
    [5708] => dependability
    [5709] => networks
    [5710] => network
    [5711] => architecture
    [5712] => network
    [5713] => protocol
    [5714] => network
    [5715] => components
    [5716] => network
    [5717] => scheduler
    [5718] => network
    [5719] => performance
    [5720] => evaluation
    [5721] => network
    [5722] => service
    [5723] => software
    [5724] => organization
    [5725] => interpreter
    [5726] => middleware
    [5727] => virtual
    [5728] => machine
    [5729] => operating
    [5730] => system
    [5731] => software
    [5732] => quality
    [5733] => software
    [5734] => notations
    [5736] => tools
    [5737] => programming
    [5738] => paradigm
    [5739] => programming
    [5740] => language
    [5741] => compiler
    [5742] => domain-specific
    [5743] => language
    [5744] => modeling
    [5745] => language
    [5746] => software
    [5747] => framework
    [5748] => integrated
    [5749] => development
    [5750] => environment
    [5751] => software
    [5752] => configuration
    [5753] => management
    [5754] => software
    [5755] => library
    [5756] => software
    [5757] => repository
    [5758] => software
    [5759] => development
    [5760] => software
    [5761] => development
    [5762] => process
    [5763] => requirements
    [5764] => analysis
    [5765] => software
    [5766] => design
    [5767] => software
    [5768] => construction
    [5769] => software
    [5770] => deployment
    [5771] => software
    [5772] => maintenance
    [5773] => programming
    [5774] => team
    [5775] => open-source
    [5776] => model
    [5777] => theory
    [5779] => computation
    [5780] => model
    [5782] => computation
    [5783] => formal
    [5784] => language
    [5785] => automata
    [5786] => theory
    [5787] => computational
    [5788] => complexity
    [5789] => theory
    [5790] => logic
    [5791] => semantics
    [5792] => algorithms
    [5793] => algorithm
    [5794] => design
    [5795] => analysis
    [5797] => algorithms
    [5798] => randomized
    [5799] => algorithm
    [5800] => computational
    [5801] => geometry
    [5802] => mathematics
    [5804] => computing
    [5805] => discrete
    [5806] => mathematics
    [5807] => probability
    [5808] => statistics
    [5809] => mathematical
    [5810] => software
    [5811] => information
    [5812] => theory
    [5813] => mathematical
    [5814] => analysis
    [5815] => numerical
    [5816] => analysis
    [5817] => information
    [5818] => systems
    [5819] => database
    [5820] => management
    [5821] => system
    [5822] => information
    [5823] => storage
    [5824] => systems
    [5825] => enterprise
    [5826] => information
    [5827] => system
    [5828] => social
    [5829] => information
    [5830] => systems
    [5831] => geographic
    [5832] => information
    [5833] => system
    [5834] => decision
    [5835] => support
    [5836] => system
    [5837] => process
    [5838] => control
    [5839] => system
    [5840] => multimedia
    [5841] => information
    [5842] => system
    [5843] => data
    [5844] => mining
    [5845] => digital
    [5846] => library
    [5847] => computing
    [5848] => platform
    [5849] => digital
    [5850] => marketing
    [5851] => world
    [5852] => wide
    [5853] => web
    [5854] => information
    [5855] => retrieval
    [5856] => security
    [5857] => cryptography
    [5858] => formal
    [5859] => methods
    [5860] => security
    [5861] => services
    [5862] => intrusion
    [5863] => detection
    [5864] => system
    [5865] => hardware
    [5866] => security
    [5867] => network
    [5868] => security
    [5869] => information
    [5870] => security
    [5871] => application
    [5872] => security
    [5873] => human
    [5874] => computer
    [5875] => interaction
    [5876] => interaction
    [5877] => design
    [5878] => social
    [5879] => computing
    [5880] => ubiquitous
    [5881] => computing
    [5882] => visualization
    [5883] => accessibility
    [5884] => concurrency
    [5885] => concurrent
    [5886] => computing
    [5887] => parallel
    [5888] => computing
    [5889] => distributed
    [5890] => computing
    [5891] => multithreading
    [5892] => multiprocessing
    [5893] => artificial
    [5894] => intelligence
    [5895] => natural
    [5896] => language
    [5897] => processing
    [5898] => knowledge
    [5899] => representation
    [5901] => reasoning
    [5902] => computer
    [5903] => vision
    [5904] => automated
    [5905] => planning
    [5907] => scheduling
    [5908] => search
    [5909] => methodology
    [5910] => control
    [5911] => method
    [5912] => philosophy
    [5914] => artificial
    [5915] => intelligence
    [5916] => distributed
    [5917] => artificial
    [5918] => intelligence
    [5919] => machine
    [5920] => learning
    [5921] => supervised
    [5922] => learning
    [5923] => unsupervised
    [5924] => learning
    [5925] => reinforcement
    [5926] => learning
    [5927] => multi-task
    [5928] => learning
    [5929] => cross-validation
    [5930] => graphics
    [5931] => animation
    [5932] => rendering
    [5933] => image
    [5934] => manipulation
    [5935] => graphics
    [5936] => processing
    [5937] => unit
    [5938] => mixed
    [5939] => reality
    [5940] => virtual
    [5941] => reality
    [5942] => image
    [5943] => compression
    [5944] => solid
    [5945] => modeling
    [5946] => applied
    [5947] => computing
    [5948] => e-commerce
    [5949] => enterprise
    [5950] => software
    [5951] => computational
    [5952] => mathematics
    [5953] => computational
    [5954] => physics
    [5955] => computational
    [5956] => chemistry
    [5957] => computational
    [5958] => biology
    [5959] => computational
    [5960] => social
    [5961] => science
    [5962] => computational
    [5963] => engineering
    [5964] => computational
    [5965] => healthcare
    [5966] => digital
    [5967] => art
    [5968] => electronic
    [5969] => publishing
    [5970] => cyberwarfare
    [5971] => electronic
    [5972] => voting
    [5973] => video
    [5974] => game
    [5975] => word
    [5976] => processing
    [5977] => operations
    [5978] => research
    [5979] => educational
    [5980] => technology
    [5981] => document
    [5982] => management
    [5983] => computer
    [5984] => science
    [5985] => portal
    [5986] => authority
    [5987] => control
    [5988] => gnd
    [5989] => 4428654-5
    [5990] => ndl
    [5991] => 00948240
    [5992] => retrieved
    [5994] => https
    [5996] => wikipedia
    [5997] => org
    [5998] => w
    [5999] => index
    [6000] => php
    [6001] => title
    [6002] => data
    [6003] => mining
    [6004] => oldid
    [6005] => 786899621
    [6006] => categories
    [6007] => data
    [6008] => mining
    [6009] => formal
    [6010] => sciences
    [6011] => hidden
    [6012] => categories
    [6013] => webarchive
    [6014] => template
    [6015] => wayback
    [6016] => links
    [6017] => articles
    [6020] => expanded
    [6022] => september
    [6023] => 2011
    [6025] => articles
    [6027] => unsourced
    [6028] => statements
    [6029] => articles
    [6031] => unsourced
    [6032] => statements
    [6034] => april
    [6035] => 2014
    [6036] => articles
    [6038] => dmoz
    [6039] => links
    [6040] => wikipedia
    [6041] => articles
    [6043] => gnd
    [6044] => identifiers
    [6045] => navigation
    [6046] => menu
    [6047] => personal
    [6048] => tools
    [6050] => logged
    [6052] => talk
    [6053] => contributions
    [6054] => create
    [6055] => account
    [6056] => log
    [6058] => namespaces
    [6059] => article
    [6060] => talk
    [6061] => variants
    [6062] => views
    [6063] => read
    [6064] => edit
    [6065] => view
    [6066] => history
    [6068] => search
    [6069] => navigation
    [6070] => main
    [6071] => page
    [6072] => contents
    [6073] => featured
    [6074] => content
    [6075] => current
    [6076] => events
    [6077] => random
    [6078] => article
    [6079] => donate
    [6081] => wikipedia
    [6082] => wikipedia
    [6083] => store
    [6084] => interaction
    [6087] => wikipedia
    [6088] => community
    [6089] => portal
    [6090] => recent
    [6092] => contact
    [6093] => page
    [6094] => tools
    [6096] => links
    [6098] => related
    [6100] => upload
    [6101] => file
    [6102] => special
    [6103] => pages
    [6104] => permanent
    [6105] => link
    [6106] => page
    [6107] => information
    [6108] => wikidata
    [6109] => item
    [6110] => cite
    [6112] => page
    [6113] => print
    [6114] => export
    [6115] => create
    [6117] => book
    [6118] => download
    [6120] => pdf
    [6121] => printable
    [6122] => version
    [6125] => projects
    [6126] => wikimedia
    [6127] => commons
    [6128] => languages
    [6129] => az
    [6130] => rbaycanca
    [6131] => catal
    [6132] => e
    [6133] => tina
    [6134] => dansk
    [6135] => deutsch
    [6136] => eesti
    [6137] => espa
    [6138] => ol
    [6139] => euskara
    [6140] => fran
    [6141] => ais
    [6142] => hrvatski
    [6143] => bahasa
    [6144] => indonesia
    [6145] => italiano
    [6146] => latvie
    [6147] => u
    [6148] => lietuvi
    [6149] => magyar
    [6150] => nederlands
    [6151] => norsk
    [6152] => bokm
    [6153] => l
    [6154] => polski
    [6155] => portugu
    [6156] => s
    [6157] => rom
    [6158] => n
    [6159] => shqip
    [6160] => simple
    [6161] => english
    [6162] => sloven
    [6163] => ina
    [6164] => sloven
    [6165] => ina
    [6166] => srpski
    [6167] => srpskohrvatski
    [6168] => basa
    [6169] => sunda
    [6170] => suomi
    [6171] => svenska
    [6172] => t
    [6173] => rk
    [6174] => e
    [6175] => ti
    [6176] => ng
    [6177] => vi
    [6178] => t
    [6179] => edit
    [6180] => links
    [6182] => page
    [6185] => edited
    [6187] => 22
    [6188] => june
    [6189] => 2017
    [6191] => 07
    [6192] => 42
    [6193] => text
    [6198] => creative
    [6199] => commons
    [6200] => attribution-sharealike
    [6201] => license
    [6202] => additional
    [6203] => terms
    [6205] => apply
    [6209] => site
    [6211] => agree
    [6214] => terms
    [6218] => privacy
    [6219] => policy
    [6220] => wikipedia
    [6223] => registered
    [6224] => trademark
    [6227] => wikimedia
    [6228] => foundation
    [6231] => non-profit
    [6232] => organization
    [6233] => privacy
    [6234] => policy
    [6236] => wikipedia
    [6237] => disclaimers
    [6238] => contact
    [6239] => wikipedia
    [6240] => developers
    [6241] => cookie
    [6242] => statement
    [6243] => mobile
    [6244] => view
)
======================
Text: data mining - wikipedia data mining from wikipedia the free encyclopedia...
Total Keywords: 4381
======================

Demo2.php

<?php

//All Keywords as an array
$tm = new TextMiner();

$tm->addFile("http://en.wikipedia.org/wiki/Data_mining");
$tm->process();

printa($tm->getKeywords());
echo 
$tm->printSummary();
        
?>