TextMiner (version 1.0)

Demo 2

Array ( [1] => data [2] => mining [4] => wikipedia [5] => jump [7] => content [8] => main [9] => menu [10] => main [11] => menu [12] => move [14] => sidebar [15] => hide [16] => navigation [17] => main [18] => page [19] => contents [20] => current [21] => events [22] => random [23] => article [25] => wikipedia [26] => contact [28] => contribute [30] => learn [32] => edit [33] => community [34] => portal [35] => recent [37] => upload [38] => file [39] => search [40] => search [41] => appearance [42] => donate [43] => create [44] => account [45] => log [47] => personal [48] => tools [49] => donate [50] => create [51] => account [52] => log [54] => pages [56] => logged [58] => editors [59] => learn [61] => contributions [62] => talk [63] => contents [64] => move [66] => sidebar [67] => hide [68] => top [69] => 1 [70] => etymology [71] => 2 [72] => background [73] => 3 [74] => process [75] => toggle [76] => process [77] => subsection [78] => 3 [79] => 1 [80] => pre-processing [81] => 3 [82] => 2 [83] => data [84] => mining [85] => 3 [86] => 3 [87] => results [88] => validation [89] => 4 [90] => research [91] => 5 [92] => standards [93] => 6 [94] => notable [96] => 7 [97] => privacy [98] => concerns [100] => ethics [101] => toggle [102] => privacy [103] => concerns [105] => ethics [106] => subsection [107] => 7 [108] => 1 [109] => situation [111] => europe [112] => 7 [113] => 2 [114] => situation [117] => united [118] => states [119] => 8 [120] => copyright [121] => law [122] => toggle [123] => copyright [124] => law [125] => subsection [126] => 8 [127] => 1 [128] => situation [130] => europe [131] => 8 [132] => 2 [133] => situation [136] => united [137] => states [138] => 9 [139] => software [140] => toggle [141] => software [142] => subsection [143] => 9 [144] => 1 [145] => free [146] => open-source [147] => data [148] => mining [149] => software [151] => applications [152] => 9 [153] => 2 [154] => proprietary [155] => data-mining [156] => software [158] => applications [159] => 10 [162] => 11 [163] => references [164] => 12 [166] => reading [167] => 13 [168] => external [169] => links [170] => toggle [172] => table [174] => contents [175] => data [176] => mining [177] => 62 [178] => languages [179] => az [180] => rbaycanca [181] => catal [182] => e [183] => tina [184] => chavacano [186] => zamboanga [187] => cymraeg [188] => dansk [189] => deutsch [190] => eesti [191] => espa [192] => ol [193] => euskara [194] => fran [195] => ais [196] => galego [197] => hrvatski [198] => bahasa [199] => indonesia [200] => italiano [201] => latvie [202] => u [203] => magyar [204] => bahasa [205] => melayu [206] => nederlands [207] => norsk [208] => bokm [209] => l [210] => norsk [211] => nynorsk [212] => polski [213] => portugu [214] => s [215] => rom [216] => n [217] => shqip [218] => simple [219] => english [220] => sloven [221] => ina [222] => sloven [223] => ina [224] => srpski [225] => srpskohrvatski [226] => sunda [227] => suomi [228] => svenska [229] => t [230] => rk [231] => e [232] => ti [233] => ng [234] => vi [235] => t [236] => edit [237] => links [238] => article [239] => talk [240] => english [241] => read [242] => edit [243] => view [244] => history [245] => tools [246] => tools [247] => move [249] => sidebar [250] => hide [251] => actions [252] => read [253] => edit [254] => view [255] => history [256] => general [258] => links [260] => related [262] => upload [263] => file [264] => special [265] => pages [266] => permanent [267] => link [268] => page [269] => information [270] => cite [272] => page [274] => shortened [275] => url [276] => download [277] => qr [278] => code [279] => print [280] => export [281] => download [283] => pdf [284] => printable [285] => version [288] => projects [289] => wikimedia [290] => commons [291] => wikidata [292] => item [293] => appearance [294] => move [296] => sidebar [297] => hide [299] => wikipedia [301] => free [302] => encyclopedia [303] => process [305] => extracting [307] => discovering [308] => patterns [310] => large [311] => data [312] => sets [313] => web [314] => mining [315] => redirects [318] => web [319] => browser-based [320] => cryptocurrency [321] => mining [323] => cryptocurrency [324] => part [327] => series [329] => machine [330] => learning [332] => data [333] => mining [334] => paradigms [335] => supervised [336] => learning [337] => unsupervised [338] => learning [339] => semi-supervised [340] => learning [341] => self-supervised [342] => learning [343] => reinforcement [344] => learning [345] => meta-learning [346] => online [347] => learning [348] => batch [349] => learning [350] => curriculum [351] => learning [352] => rule-based [353] => learning [354] => neuro-symbolic [355] => ai [356] => neuromorphic [357] => engineering [358] => quantum [359] => machine [360] => learning [361] => problems [362] => classification [363] => generative [364] => modeling [365] => regression [366] => clustering [367] => dimensionality [368] => reduction [369] => density [370] => estimation [371] => anomaly [372] => detection [373] => data [374] => cleaning [375] => automl [376] => association [377] => rules [378] => semantic [379] => analysis [380] => structured [381] => prediction [382] => feature [383] => engineering [384] => feature [385] => learning [386] => learning [388] => rank [389] => grammar [390] => induction [391] => ontology [392] => learning [393] => multimodal [394] => learning [395] => supervised [396] => learning [397] => classification [398] => regression [399] => apprenticeship [400] => learning [401] => decision [402] => trees [403] => ensembles [404] => bagging [405] => boosting [406] => random [407] => forest [408] => k [409] => -nn [410] => linear [411] => regression [412] => naive [413] => bayes [414] => artificial [415] => neural [416] => networks [417] => logistic [418] => regression [419] => perceptron [420] => relevance [421] => vector [422] => machine [423] => rvm [424] => support [425] => vector [426] => machine [427] => svm [428] => clustering [429] => birch [430] => cure [431] => hierarchical [432] => k [433] => -means [434] => fuzzy [435] => expectation [436] => maximization [437] => em [438] => dbscan [439] => optics [441] => shift [442] => dimensionality [443] => reduction [444] => factor [445] => analysis [446] => cca [447] => ica [448] => lda [449] => nmf [450] => pca [451] => pgd [452] => t-sne [453] => sdl [454] => structured [455] => prediction [456] => graphical [457] => models [458] => bayes [459] => net [460] => conditional [461] => random [462] => field [463] => hidden [464] => markov [465] => anomaly [466] => detection [467] => ransac [468] => k [469] => -nn [470] => local [471] => outlier [472] => factor [473] => isolation [474] => forest [475] => artificial [476] => neural [477] => network [478] => autoencoder [479] => deep [480] => learning [481] => feedforward [482] => neural [483] => network [484] => recurrent [485] => neural [486] => network [487] => lstm [488] => gru [489] => esn [490] => reservoir [491] => computing [492] => boltzmann [493] => machine [494] => restricted [495] => gan [496] => diffusion [497] => model [498] => som [499] => convolutional [500] => neural [501] => network [502] => u-net [503] => lenet [504] => alexnet [505] => deepdream [506] => neural [507] => radiance [508] => field [509] => transformer [510] => vision [511] => mamba [512] => spiking [513] => neural [514] => network [515] => memtransistor [516] => electrochemical [517] => ram [518] => ecram [519] => reinforcement [520] => learning [521] => q-learning [522] => sarsa [523] => temporal [524] => difference [525] => td [526] => multi-agent [527] => self-play [528] => learning [530] => humans [531] => active [532] => learning [533] => crowdsourcing [534] => human-in-the-loop [535] => rlhf [536] => model [537] => diagnostics [538] => coefficient [540] => determination [541] => confusion [542] => matrix [543] => learning [544] => curve [545] => roc [546] => curve [547] => mathematical [548] => foundations [549] => kernel [550] => machines [551] => bias [552] => variance [553] => tradeoff [554] => computational [555] => learning [556] => theory [557] => empirical [558] => risk [559] => minimization [560] => occam [561] => learning [562] => pac [563] => learning [564] => statistical [565] => learning [566] => vc [567] => theory [568] => journals [570] => conferences [571] => ecml [572] => pkdd [573] => neurips [574] => icml [575] => iclr [576] => ijcai [577] => ml [578] => jmlr [579] => related [580] => articles [581] => glossary [583] => artificial [584] => intelligence [585] => list [587] => datasets [589] => machine-learning [590] => research [591] => list [593] => datasets [595] => computer [596] => vision [598] => image [599] => processing [600] => outline [602] => machine [603] => learning [604] => v [605] => t [606] => e [607] => data [608] => mining [611] => process [613] => extracting [615] => discovering [616] => patterns [618] => large [619] => data [620] => sets [621] => involving [622] => methods [625] => intersection [627] => machine [628] => learning [629] => statistics [631] => database [632] => systems [633] => 1 [634] => data [635] => mining [638] => interdisciplinary [639] => subfield [641] => computer [642] => science [644] => statistics [648] => goal [650] => extracting [651] => information [653] => intelligent [654] => methods [657] => data [658] => set [660] => transforming [662] => information [665] => comprehensible [666] => structure [670] => 1 [671] => 2 [672] => 3 [673] => 4 [674] => data [675] => mining [678] => analysis [679] => step [682] => knowledge [683] => discovery [685] => databases [686] => process [688] => kdd [689] => 5 [693] => raw [694] => analysis [695] => step [698] => involves [699] => database [701] => data [702] => management [703] => aspects [704] => data [705] => pre-processing [706] => model [708] => inference [709] => considerations [710] => interestingness [711] => metrics [712] => complexity [713] => considerations [714] => post-processing [716] => discovered [717] => structures [718] => visualization [720] => online [721] => updating [722] => 1 [724] => term [725] => data [726] => mining [729] => misnomer [732] => goal [735] => extraction [737] => patterns [739] => knowledge [741] => large [742] => amounts [744] => data [747] => extraction [748] => mining [750] => data [752] => 6 [757] => buzzword [758] => 7 [761] => frequently [762] => applied [765] => form [767] => large-scale [768] => data [770] => information [771] => processing [772] => collection [773] => extraction [774] => warehousing [775] => analysis [777] => statistics [782] => application [784] => computer [785] => decision [786] => support [787] => system [788] => including [789] => artificial [790] => intelligence [791] => e [792] => g [793] => machine [794] => learning [796] => business [797] => intelligence [801] => general [802] => terms [803] => large [804] => scale [805] => data [806] => analysis [808] => analytics [811] => referring [813] => actual [814] => methods [815] => artificial [816] => intelligence [818] => machine [819] => learning [824] => actual [825] => data [826] => mining [827] => task [830] => semi- [831] => automatic [833] => automatic [834] => analysis [836] => large [837] => quantities [839] => data [841] => extract [842] => previously [843] => unknown [844] => interesting [845] => patterns [848] => groups [850] => data [851] => records [852] => cluster [853] => analysis [854] => unusual [855] => records [856] => anomaly [857] => detection [859] => dependencies [860] => association [861] => rule [862] => mining [863] => sequential [864] => pattern [865] => mining [868] => involves [870] => database [871] => techniques [874] => spatial [875] => indices [877] => patterns [884] => kind [886] => summary [889] => input [890] => data [897] => analysis [902] => machine [903] => learning [905] => predictive [906] => analytics [910] => data [911] => mining [912] => step [914] => identify [915] => multiple [916] => groups [919] => data [926] => obtain [928] => accurate [929] => prediction [930] => results [933] => decision [934] => support [935] => system [938] => data [939] => collection [940] => data [941] => preparation [943] => result [944] => interpretation [946] => reporting [948] => part [951] => data [952] => mining [953] => step [957] => belong [961] => kdd [962] => process [964] => additional [965] => steps [967] => difference [969] => data [970] => analysis [972] => data [973] => mining [976] => data [977] => analysis [981] => test [982] => models [984] => hypotheses [987] => dataset [988] => e [989] => g [990] => analyzing [992] => effectiveness [995] => marketing [996] => campaign [1000] => amount [1002] => data [1004] => contrast [1005] => data [1006] => mining [1008] => machine [1009] => learning [1011] => statistical [1012] => models [1014] => uncover [1015] => clandestine [1017] => hidden [1018] => patterns [1021] => large [1022] => volume [1024] => data [1025] => 8 [1027] => related [1028] => terms [1029] => data [1030] => dredging [1031] => data [1032] => fishing [1034] => data [1035] => snooping [1036] => refer [1041] => data [1042] => mining [1043] => methods [1045] => sample [1046] => parts [1049] => larger [1050] => population [1051] => data [1052] => set [1059] => small [1061] => reliable [1062] => statistical [1063] => inferences [1066] => made [1069] => validity [1072] => patterns [1073] => discovered [1075] => methods [1081] => creating [1083] => hypotheses [1085] => test [1088] => larger [1089] => data [1090] => populations [1091] => etymology [1092] => edit [1095] => 1960s [1096] => statisticians [1098] => economists [1100] => terms [1102] => data [1103] => fishing [1105] => data [1106] => dredging [1108] => refer [1112] => considered [1114] => bad [1115] => practice [1117] => analyzing [1118] => data [1121] => a-priori [1122] => hypothesis [1124] => term [1125] => data [1126] => mining [1131] => similarly [1132] => critical [1135] => economist [1136] => michael [1137] => lovell [1140] => article [1141] => published [1144] => review [1146] => economic [1147] => studies [1149] => 1983 [1150] => 9 [1151] => 10 [1152] => lovell [1156] => practice [1157] => masquerades [1160] => variety [1162] => aliases [1163] => ranging [1165] => experimentation [1166] => positive [1168] => fishing [1170] => snooping [1171] => negative [1173] => term [1174] => data [1175] => mining [1176] => appeared [1178] => 1990 [1181] => database [1182] => community [1184] => generally [1185] => positive [1186] => connotations [1189] => short [1190] => time [1192] => 1980s [1194] => phrase [1195] => database [1196] => mining [1203] => trademarked [1205] => hnc [1207] => san [1208] => diego [1209] => based [1210] => company [1212] => pitch [1214] => database [1215] => mining [1216] => workstation [1217] => 11 [1218] => researchers [1220] => turned [1222] => data [1223] => mining [1225] => terms [1227] => include [1228] => data [1229] => archaeology [1230] => information [1231] => harvesting [1232] => information [1233] => discovery [1234] => knowledge [1235] => extraction [1237] => gregory [1238] => piatetsky-shapiro [1239] => coined [1241] => term [1242] => knowledge [1243] => discovery [1245] => databases [1249] => workshop [1253] => topic [1254] => kdd-1989 [1257] => term [1260] => popular [1263] => ai [1265] => machine [1266] => learning [1267] => communities [1270] => term [1271] => data [1272] => mining [1275] => popular [1278] => business [1280] => press [1281] => communities [1282] => 12 [1285] => terms [1286] => data [1287] => mining [1289] => knowledge [1290] => discovery [1293] => interchangeably [1294] => background [1295] => edit [1297] => manual [1298] => extraction [1300] => patterns [1302] => data [1304] => occurred [1306] => centuries [1307] => early [1308] => methods [1310] => identifying [1311] => patterns [1313] => data [1314] => include [1315] => bayes' [1316] => theorem [1317] => 1700s [1319] => regression [1320] => analysis [1321] => 1800s [1322] => 13 [1324] => proliferation [1325] => ubiquity [1327] => increasing [1328] => power [1330] => computer [1331] => technology [1333] => dramatically [1334] => increased [1335] => data [1336] => collection [1337] => storage [1339] => manipulation [1340] => ability [1342] => data [1343] => sets [1345] => grown [1347] => size [1349] => complexity [1350] => direct [1351] => hands-on [1352] => data [1353] => analysis [1355] => increasingly [1357] => augmented [1359] => indirect [1360] => automated [1361] => data [1362] => processing [1363] => aided [1366] => discoveries [1368] => computer [1369] => science [1370] => specially [1373] => field [1375] => machine [1376] => learning [1379] => neural [1380] => networks [1381] => cluster [1382] => analysis [1383] => genetic [1384] => algorithms [1385] => 1950s [1386] => decision [1387] => trees [1389] => decision [1390] => rules [1391] => 1960s [1393] => support [1394] => vector [1395] => machines [1396] => 1990s [1397] => data [1398] => mining [1401] => process [1403] => applying [1405] => methods [1408] => intention [1410] => uncovering [1411] => hidden [1412] => patterns [1413] => 14 [1415] => large [1416] => data [1417] => sets [1419] => bridges [1421] => gap [1423] => applied [1424] => statistics [1426] => artificial [1427] => intelligence [1430] => provide [1432] => mathematical [1433] => background [1435] => database [1436] => management [1438] => exploiting [1441] => data [1443] => stored [1445] => indexed [1447] => databases [1449] => execute [1451] => actual [1452] => learning [1454] => discovery [1455] => algorithms [1457] => efficiently [1458] => allowing [1460] => methods [1463] => applied [1465] => ever-larger [1466] => data [1467] => sets [1468] => process [1469] => edit [1471] => knowledge [1472] => discovery [1474] => databases [1475] => kdd [1476] => process [1478] => commonly [1479] => defined [1482] => stages [1483] => selection [1484] => pre-processing [1485] => transformation [1486] => data [1487] => mining [1488] => interpretation [1489] => evaluation [1490] => 5 [1492] => exists [1496] => variations [1499] => theme [1503] => cross-industry [1504] => standard [1505] => process [1507] => data [1508] => mining [1509] => crisp-dm [1511] => defines [1513] => phases [1514] => business [1515] => understanding [1516] => data [1517] => understanding [1518] => data [1519] => preparation [1520] => modeling [1521] => evaluation [1522] => deployment [1525] => simplified [1526] => process [1529] => 1 [1530] => pre-processing [1531] => 2 [1532] => data [1533] => mining [1535] => 3 [1536] => results [1537] => validation [1538] => polls [1539] => conducted [1541] => 2002 [1542] => 2004 [1543] => 2007 [1545] => 2014 [1546] => show [1549] => crisp-dm [1550] => methodology [1553] => leading [1554] => methodology [1557] => data [1558] => miners [1559] => 15 [1560] => 16 [1561] => 17 [1562] => 18 [1566] => data [1567] => mining [1568] => standard [1569] => named [1572] => polls [1574] => semma [1576] => 3 [1577] => 4 [1578] => times [1581] => people [1582] => reported [1584] => crisp-dm [1586] => teams [1588] => researchers [1590] => published [1591] => reviews [1593] => data [1594] => mining [1595] => process [1596] => models [1597] => 19 [1599] => azevedo [1601] => santos [1602] => conducted [1604] => comparison [1606] => crisp-dm [1608] => semma [1610] => 2008 [1611] => 20 [1612] => pre-processing [1613] => edit [1615] => data [1616] => mining [1617] => algorithms [1622] => target [1623] => data [1624] => set [1627] => assembled [1629] => data [1630] => mining [1633] => uncover [1634] => patterns [1636] => present [1639] => data [1641] => target [1642] => data [1643] => set [1646] => large [1651] => patterns [1653] => remaining [1654] => concise [1658] => mined [1661] => acceptable [1662] => time [1663] => limit [1665] => common [1666] => source [1668] => data [1671] => data [1672] => mart [1674] => data [1675] => warehouse [1676] => pre-processing [1678] => essential [1680] => analyze [1682] => multivariate [1683] => data [1684] => sets [1686] => data [1687] => mining [1689] => target [1690] => set [1693] => cleaned [1694] => data [1695] => cleaning [1696] => removes [1698] => observations [1700] => noise [1704] => missing [1705] => data [1706] => data [1707] => mining [1708] => edit [1709] => data [1710] => mining [1711] => involves [1713] => common [1714] => classes [1716] => tasks [1717] => 5 [1718] => anomaly [1719] => detection [1720] => outlier [1721] => change [1722] => deviation [1723] => detection [1725] => identification [1727] => unusual [1728] => data [1729] => records [1733] => interesting [1735] => data [1736] => errors [1738] => require [1740] => investigation [1741] => due [1746] => standard [1747] => range [1748] => association [1749] => rule [1750] => learning [1751] => dependency [1752] => modeling [1753] => searches [1755] => relationships [1757] => variables [1761] => supermarket [1763] => gather [1764] => data [1766] => customer [1767] => purchasing [1768] => habits [1770] => association [1771] => rule [1772] => learning [1774] => supermarket [1776] => determine [1778] => products [1780] => frequently [1781] => bought [1786] => information [1788] => marketing [1789] => purposes [1793] => referred [1796] => market [1797] => basket [1798] => analysis [1799] => clustering [1802] => task [1804] => discovering [1805] => groups [1807] => structures [1810] => data [1818] => similar [1822] => structures [1825] => data [1826] => classification [1829] => task [1831] => generalizing [1833] => structure [1835] => apply [1838] => data [1842] => e-mail [1843] => program [1845] => attempt [1847] => classify [1849] => e-mail [1851] => legitimate [1854] => spam [1855] => regression [1856] => attempts [1858] => find [1860] => function [1862] => models [1864] => data [1868] => error [1872] => estimating [1874] => relationships [1876] => data [1878] => datasets [1879] => summarization [1880] => providing [1883] => compact [1884] => representation [1887] => data [1888] => set [1889] => including [1890] => visualization [1892] => report [1893] => generation [1894] => results [1895] => validation [1896] => edit [1900] => data [1901] => produced [1903] => data [1904] => dredging [1907] => bot [1908] => operated [1910] => statistician [1911] => tyler [1912] => vigen [1913] => apparently [1914] => showing [1916] => close [1917] => link [1921] => word [1922] => winning [1924] => spelling [1925] => bee [1926] => competition [1929] => number [1931] => people [1934] => united [1935] => states [1936] => killed [1938] => venomous [1939] => spiders [1940] => data [1941] => mining [1943] => unintentionally [1945] => misused [1946] => producing [1947] => results [1952] => significant [1958] => predict [1959] => future [1960] => behavior [1964] => reproduced [1968] => sample [1970] => data [1972] => bearing [1978] => caused [1980] => investigating [1983] => hypotheses [1986] => performing [1987] => proper [1988] => statistical [1989] => hypothesis [1990] => testing [1992] => simple [1993] => version [1996] => problem [1998] => machine [1999] => learning [2003] => overfitting [2007] => problem [2009] => arise [2012] => phases [2015] => process [2019] => train [2020] => test [2021] => split [2023] => applicable [2029] => sufficient [2031] => prevent [2034] => happening [2035] => 21 [2037] => final [2038] => step [2040] => knowledge [2041] => discovery [2043] => data [2046] => verify [2049] => patterns [2050] => produced [2053] => data [2054] => mining [2055] => algorithms [2056] => occur [2059] => wider [2060] => data [2061] => set [2064] => patterns [2065] => found [2068] => algorithms [2070] => necessarily [2071] => valid [2074] => common [2076] => data [2077] => mining [2078] => algorithms [2080] => find [2081] => patterns [2084] => training [2085] => set [2089] => present [2092] => general [2093] => data [2094] 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[2388] => edit [2393] => efforts [2395] => define [2396] => standards [2399] => data [2400] => mining [2401] => process [2405] => 1999 [2406] => european [2407] => cross [2408] => industry [2409] => standard [2410] => process [2412] => data [2413] => mining [2414] => crisp-dm [2415] => 1 [2416] => 0 [2419] => 2004 [2420] => java [2421] => data [2422] => mining [2423] => standard [2424] => jdm [2425] => 1 [2426] => 0 [2427] => development [2429] => successors [2432] => processes [2433] => crisp-dm [2434] => 2 [2435] => 0 [2437] => jdm [2438] => 2 [2439] => 0 [2441] => active [2443] => 2006 [2446] => stalled [2448] => jdm [2449] => 2 [2450] => 0 [2452] => withdrawn [2454] => reaching [2456] => final [2457] => draft [2459] => exchanging [2461] => extracted [2462] => models [2468] => predictive [2469] => analytics [2471] => key [2472] => standard [2475] => predictive [2476] => model [2477] => markup [2478] => language [2479] => pmml [2483] => xml [2484] => -based [2485] => language [2486] 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[3969] => data [3970] => mining [3971] => tool [3972] => lionsolver [3974] => integrated [3975] => software [3976] => application [3978] => data [3979] => mining [3980] => business [3981] => intelligence [3983] => modeling [3985] => implements [3987] => learning [3989] => intelligent [3990] => optimization [3991] => lion [3992] => approach [3993] => polyanalyst [3994] => data [3996] => text [3997] => mining [3998] => software [4000] => megaputer [4001] => intelligence [4002] => microsoft [4003] => analysis [4004] => services [4005] => data [4006] => mining [4007] => software [4008] => provided [4010] => microsoft [4011] => netowl [4012] => suite [4014] => multilingual [4015] => text [4017] => entity [4018] => analytics [4019] => products [4021] => enable [4022] => data [4023] => mining [4024] => oracle [4025] => data [4026] => mining [4027] => data [4028] => mining [4029] => software [4031] => oracle [4032] => corporation [4033] => pseven [4034] => platform [4036] => automation [4038] 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[4105] => software [4106] => provided [4108] => hewlett-packard [4109] => google [4110] => cloud [4111] => platform [4112] => automated [4113] => custom [4114] => ml [4115] => models [4116] => managed [4118] => google [4119] => amazon [4120] => sagemaker [4121] => managed [4122] => service [4123] => provided [4125] => amazon [4127] => creating [4128] => productionising [4129] => custom [4130] => ml [4131] => models [4134] => edit [4135] => methods [4136] => agent [4137] => mining [4138] => anomaly [4139] => outlier [4140] => change [4141] => detection [4142] => association [4143] => rule [4144] => learning [4145] => bayesian [4146] => networks [4147] => classification [4148] => cluster [4149] => analysis [4150] => decision [4151] => trees [4152] => ensemble [4153] => learning [4154] => factor [4155] => analysis [4156] => genetic [4157] => algorithms [4158] => intention [4159] => mining [4160] => learning [4161] => classifier [4162] => system [4163] => multilinear [4164] => subspace 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[4286] => information [4287] => science [4288] => psychometrics [4289] => social [4290] => media [4291] => mining [4292] => surveillance [4293] => capitalism [4294] => web [4295] => scraping [4297] => resources [4298] => international [4299] => journal [4301] => data [4302] => warehousing [4304] => mining [4305] => references [4306] => edit [4308] => b [4309] => c [4310] => data [4311] => mining [4312] => curriculum [4313] => acm [4314] => sigkdd [4315] => 2006-04-30 [4316] => archived [4319] => original [4321] => 2013-10-14 [4322] => retrieved [4323] => 2014-01-27 [4324] => clifton [4325] => christopher [4326] => 2010 [4327] => encyclop [4328] => dia [4329] => britannica [4330] => definition [4332] => data [4333] => mining [4334] => archived [4337] => original [4339] => 2011-02-05 [4340] => retrieved [4341] => 2010-12-09 [4342] => hastie [4343] => trevor [4344] => tibshirani [4345] => robert [4346] => friedman [4347] => jerome [4348] => 2009 [4350] => elements [4352] => statistical 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retrieved [5322] => 14 [5323] => november [5324] => 2014 [5325] => judge [5326] => grants [5327] => summary [5328] => judgment [5330] => favor [5332] => google [5333] => books [5335] => fair [5337] => victory [5338] => lexology [5340] => antonelli [5341] => law [5343] => 19 [5344] => november [5345] => 2013 [5346] => archived [5349] => original [5351] => 29 [5352] => november [5353] => 2014 [5354] => retrieved [5355] => 14 [5356] => november [5357] => 2014 [5359] => reading [5360] => edit [5361] => cabena [5362] => peter [5363] => hadjnian [5364] => pablo [5365] => stadler [5366] => rolf [5367] => verhees [5368] => jaap [5369] => zanasi [5370] => alessandro [5371] => 1997 [5372] => discovering [5373] => data [5374] => mining [5376] => concept [5378] => implementation [5379] => prentice [5380] => hall [5381] => isbn [5382] => 0-13-743980-6 [5383] => m [5384] => s [5385] => chen [5386] => j [5387] => han [5388] => p [5389] => s [5390] => yu [5391] => 1996 [5392] => data [5393] => mining [5395] => overview [5398] => database [5399] => perspective [5400] => archived [5401] => 2016-03-03 [5404] => wayback [5405] => machine [5406] => knowledge [5408] => data [5409] => engineering [5410] => ieee [5411] => transactions [5413] => 8 [5414] => 6 [5415] => 866 [5416] => 883 [5417] => feldman [5418] => ronen [5419] => sanger [5420] => james [5421] => 2007 [5423] => text [5424] => mining [5425] => handbook [5426] => cambridge [5427] => university [5428] => press [5429] => isbn [5430] => 978-0-521-83657-9 [5431] => guo [5432] => yike [5434] => grossman [5435] => robert [5436] => editors [5437] => 1999 [5438] => high [5439] => performance [5440] => data [5441] => mining [5442] => scaling [5443] => algorithms [5444] => applications [5446] => systems [5447] => kluwer [5448] => academic [5449] => publishers [5450] => han [5451] => jiawei [5452] => micheline [5453] => kamber [5455] => jian [5456] => pei [5457] => data [5458] => mining [5459] => concepts [5461] => techniques [5462] => morgan [5463] => kaufmann [5464] => 2006 [5465] => hastie [5466] => trevor [5467] => tibshirani [5468] => robert [5470] => friedman [5471] => jerome [5472] => 2001 [5474] => elements [5476] => statistical [5477] => learning [5478] => data [5479] => mining [5480] => inference [5482] => prediction [5483] => springer [5484] => isbn [5485] => 0-387-95284-5 [5486] => liu [5487] => bing [5488] => 2007 [5489] => 2011 [5490] => web [5491] => data [5492] => mining [5493] => exploring [5494] => hyperlinks [5495] => contents [5497] => usage [5498] => data [5499] => springer [5500] => isbn [5501] => 3-540-37881-2 [5502] => murphy [5503] => chris [5504] => 16 [5506] => 2011 [5508] => data [5509] => mining [5510] => free [5511] => speech [5512] => informationweek [5513] => 12 [5514] => nisbet [5515] => robert [5516] => elder [5517] => john [5518] => miner [5519] => gary [5520] => 2009 [5521] => handbook [5523] => statistical [5524] => analysis [5525] => data [5526] => mining [5527] => applications [5528] => academic [5529] => press [5530] => elsevier [5531] => isbn [5532] => 978-0-12-374765-5 [5533] => poncelet [5534] => pascal [5535] => masseglia [5536] => florent [5538] => teisseire [5539] => maguelonne [5540] => editors [5541] => october [5542] => 2007 [5543] => data [5544] => mining [5545] => patterns [5547] => methods [5549] => applications [5550] => information [5551] => science [5552] => reference [5553] => isbn [5554] => 978-1-59904-162-9 [5555] => tan [5556] => pang-ning [5557] => steinbach [5558] => michael [5560] => kumar [5561] => vipin [5562] => 2005 [5563] => introduction [5565] => data [5566] => mining [5567] => isbn [5568] => 0-321-32136-7 [5569] => theodoridis [5570] => sergios [5572] => koutroumbas [5573] => konstantinos [5574] => 2009 [5575] => pattern [5576] => recognition [5577] => 4th [5578] => edition [5579] => academic [5580] => press [5581] => isbn [5582] => 978-1-59749-272-0 [5583] => weiss [5584] => sholom [5585] => m [5587] => indurkhya [5588] => nitin [5589] => 1998 [5590] => predictive [5591] => data [5592] => mining [5593] => morgan [5594] => kaufmann [5595] => witten [5596] => ian [5597] => h [5598] => frank [5599] => eibe [5600] => hall [5601] => mark [5603] => 30 [5604] => january [5605] => 2011 [5606] => data [5607] => mining [5608] => practical [5609] => machine [5610] => learning [5611] => tools [5613] => techniques [5614] => 3 [5615] => ed [5616] => elsevier [5617] => isbn [5618] => 978-0-12-374856-0 [5621] => free [5622] => weka [5623] => software [5624] => ye [5625] => nong [5626] => 2003 [5628] => handbook [5630] => data [5631] => mining [5632] => mahwah [5633] => nj [5634] => lawrence [5635] => erlbaum [5636] => external [5637] => links [5638] => edit [5639] => wikimedia [5640] => commons [5642] => media [5643] => related [5645] => data [5646] => mining [5647] => v [5648] => t [5649] => e [5650] => data [5651] => acquisition [5652] => augmentation [5653] => analysis [5654] => archaeology [5655] => big [5656] => cleansing [5657] => collection [5658] => compression [5659] => corruption [5660] => curation [5661] => degradation [5662] => ecosystem [5663] => editing [5664] => etl [5665] => elt [5666] => extract [5667] => transform [5668] => load [5669] => ethics [5670] => farming [5671] => format [5672] => management [5673] => fusion [5674] => governance [5675] => cooperatives [5676] => infrastructure [5677] => integration [5678] => integrity [5679] => library [5680] => lineage [5681] => loss [5682] => management [5683] => migration [5684] => mining [5685] => philanthropy [5686] => pre-processing [5687] => preservation [5688] => processing [5689] => protection [5690] => privacy [5691] => publishing [5692] => open [5693] => data [5694] => recovery [5695] => reduction [5696] => retention [5697] => quality [5698] => science [5699] => scraping [5700] => scrubbing [5701] => security [5702] => stewardship [5703] => storage [5704] => synchronization [5705] => type [5706] => validation [5707] => warehouse [5708] => wrangling [5709] => munging [5710] => v [5711] => t [5712] => e [5713] => data [5714] => warehouses [5715] => creating [5717] => data [5718] => warehouse [5719] => concepts [5720] => database [5721] => dimension [5722] => dimensional [5723] => modeling [5724] => fact [5725] => olap [5726] => star [5727] => schema [5728] => snowflake [5729] => schema [5730] => reverse [5731] => star [5732] => schema [5733] => aggregate [5734] => single [5735] => version [5738] => truth [5739] => variants [5740] => column-oriented [5741] => dbms [5742] => data [5743] => hub [5744] => data [5745] => mesh [5746] => ensemble [5747] => modeling [5748] => patterns [5749] => anchor [5750] => modeling [5751] => data [5752] => vault [5753] => modeling [5754] => focal [5755] => point [5756] => modeling [5757] => holap [5758] => molap [5759] => rolap [5760] => operational [5761] => data [5762] => store [5763] => elements [5764] => data [5765] => dictionary [5766] => metadata [5767] => data [5768] => mart [5769] => sixth [5770] => normal [5771] => form [5772] => surrogate [5773] => key [5774] => fact [5775] => fact [5776] => table [5777] => early-arriving [5778] => fact [5779] => measure [5780] => dimension [5781] => dimension [5782] => table [5783] => degenerate [5784] => slowly [5785] => changing [5786] => filling [5787] => extract [5788] => transform [5789] => load [5790] => etl [5791] => extract [5792] => load [5793] => transform [5794] => elt [5795] => extract [5796] => transform [5797] => load [5800] => data [5801] => warehouse [5802] => concepts [5803] => business [5804] => intelligence [5805] => dashboard [5806] => data [5807] => mining [5808] => decision [5809] => support [5810] => system [5811] => dss [5812] => olap [5813] => cube [5814] => data [5815] => warehouse [5816] => automation [5817] => languages [5818] => data [5819] => mining [5820] => extensions [5821] => dmx [5822] => multidimensional [5823] => expressions [5824] => mdx [5825] => xml [5827] => analysis [5828] => xmla [5829] => tools [5830] => business [5831] => intelligence [5832] => software [5833] => reporting [5834] => software [5835] => spreadsheet [5836] => related [5837] => people [5838] => bill [5839] => inmon [5840] => information [5841] => factory [5842] => ralph [5843] => kimball [5844] => enterprise [5845] => bus [5846] => dan [5847] => linstedt [5848] => products [5849] => comparison [5851] => olap [5852] => servers [5853] => data [5854] => warehousing [5855] => products [5858] => producers [5859] => v [5860] => t [5861] => e [5862] => computer [5863] => science [5864] => note [5866] => template [5867] => roughly [5870] => 2012 [5871] => acm [5872] => computing [5873] => classification [5874] => system [5875] => hardware [5876] => printed [5877] => circuit [5878] => board [5879] => peripheral [5880] => integrated [5881] => circuit [5883] => large [5884] => scale [5885] => integration [5886] => systems [5888] => chip [5889] => socs [5890] => energy [5891] => consumption [5892] => green [5893] => computing [5894] => electronic [5895] => design [5896] => automation [5897] => hardware [5898] => acceleration [5899] => processor [5900] => size [5901] => form [5902] => computer [5903] => systems [5904] => organization [5905] => computer [5906] => architecture [5907] => computational [5908] => complexity [5909] => dependability [5910] => embedded [5911] => system [5912] => real-time [5913] => computing [5914] => networks [5915] => network [5916] => architecture [5917] => network [5918] => protocol [5919] => network [5920] => components [5921] => network [5922] => scheduler [5923] => network [5924] => performance [5925] => evaluation [5926] => network [5927] => service [5928] => software [5929] => organization [5930] => interpreter [5931] => middleware [5932] => virtual [5933] => machine [5934] => operating [5935] => system [5936] => software [5937] => quality [5938] => software [5939] => notations [5941] => tools [5942] => programming [5943] => paradigm [5944] => programming [5945] => language [5946] => compiler [5947] => domain-specific [5948] => language [5949] => modeling [5950] => language [5951] => software [5952] => framework [5953] => integrated [5954] => development [5955] => environment [5956] => software [5957] => configuration [5958] => management [5959] => software [5960] => library [5961] => software [5962] => repository [5963] => software [5964] => development [5965] => control [5966] => variable [5967] => software [5968] => development [5969] => process [5970] => requirements [5971] => analysis [5972] => software [5973] => design [5974] => software [5975] => construction [5976] => software [5977] => deployment [5978] => software [5979] => engineering [5980] => software [5981] => maintenance [5982] => programming [5983] => team [5984] => open-source [5985] => model [5986] => theory [5988] => computation [5989] => model [5991] => computation [5992] => stochastic [5993] => formal [5994] => language [5995] => automata [5996] => theory [5997] => computability [5998] => theory [5999] => computational [6000] => complexity [6001] => theory [6002] => logic [6003] => semantics [6004] => algorithms [6005] => algorithm [6006] => design [6007] => analysis [6009] => algorithms [6010] => algorithmic [6011] => efficiency [6012] => randomized [6013] => algorithm [6014] => computational [6015] => geometry [6016] => mathematics [6018] => computing [6019] => discrete [6020] => mathematics [6021] => probability [6022] => statistics [6023] => mathematical [6024] => software [6025] => information [6026] => theory [6027] => mathematical [6028] => analysis [6029] => numerical [6030] => analysis [6031] => theoretical [6032] => computer [6033] => science [6034] => information [6035] => systems [6036] => database [6037] => management [6038] => system [6039] => information [6040] => storage [6041] => systems [6042] => enterprise [6043] => information [6044] => system [6045] => social [6046] => information [6047] => systems [6048] => geographic [6049] => information [6050] => system [6051] => decision [6052] => support [6053] => system [6054] => process [6055] => control [6056] => system [6057] => multimedia [6058] => information [6059] => system [6060] => data [6061] => mining [6062] => digital [6063] => library [6064] => computing [6065] => platform [6066] => digital [6067] => marketing [6068] => world [6069] => wide [6070] => web [6071] => information [6072] => retrieval [6073] => security [6074] => cryptography [6075] => formal [6076] => methods [6077] => security [6078] => hacker [6079] => security [6080] => services [6081] => intrusion [6082] => detection [6083] => system [6084] => hardware [6085] => security [6086] => network [6087] => security [6088] => information [6089] => security [6090] => application [6091] => security [6092] => human [6093] => computer [6094] => interaction [6095] => interaction [6096] => design [6097] => social [6098] => computing [6099] => ubiquitous [6100] => computing [6101] => visualization [6102] => accessibility [6103] => concurrency [6104] => concurrent [6105] => computing [6106] => parallel [6107] => computing [6108] => distributed [6109] => computing [6110] => multithreading [6111] => multiprocessing [6112] => artificial [6113] => intelligence [6114] => natural [6115] => language [6116] => processing [6117] => knowledge [6118] => representation [6120] => reasoning [6121] => computer [6122] => vision [6123] => automated [6124] => planning [6126] => scheduling [6127] => search [6128] => methodology [6129] => control [6130] => method [6131] => philosophy [6133] => artificial [6134] => intelligence [6135] => distributed [6136] => artificial [6137] => intelligence [6138] => machine [6139] => learning [6140] => supervised [6141] => learning [6142] => unsupervised [6143] => learning [6144] => reinforcement [6145] => learning [6146] => multi-task [6147] => learning [6148] => cross-validation [6149] => graphics [6150] => animation [6151] => rendering [6152] => photograph [6153] => manipulation [6154] => graphics [6155] => processing [6156] => unit [6157] => mixed [6158] => reality [6159] => virtual [6160] => reality [6161] => image [6162] => compression [6163] => solid [6164] => modeling [6165] => applied [6166] => computing [6167] => quantum [6168] => computing [6169] => e-commerce [6170] => enterprise [6171] => software [6172] => computational [6173] => mathematics [6174] => computational [6175] => physics [6176] => computational [6177] => chemistry [6178] => computational [6179] => biology [6180] => computational [6181] => social [6182] => science [6183] => computational [6184] => engineering [6185] => differentiable [6186] => computing [6187] => computational [6188] => healthcare [6189] => digital [6190] => art [6191] => electronic [6192] => publishing [6193] => cyberwarfare [6194] => electronic [6195] => voting [6196] => video [6197] => games [6198] => word [6199] => processing [6200] => operations [6201] => research [6202] => educational [6203] => technology [6204] => document [6205] => management [6206] => category [6207] => outline [6208] => glossaries [6209] => authority [6210] => control [6211] => databases [6212] => national [6213] => germany [6214] => united [6215] => states [6216] => japan [6217] => czech [6218] => republic [6219] => israel [6220] => --esi [6221] => -- [6222] => retrieved [6224] => https [6226] => wikipedia [6227] => org [6228] => w [6229] => index [6230] => php [6231] => title [6232] => data [6233] => mining [6234] => oldid [6235] => 1251945244 [6236] => categories [6237] => data [6238] => mining [6239] => formal [6240] => sciences [6241] => hidden [6242] => categories [6243] => webarchive [6244] => template [6245] => wayback [6246] => links [6247] => articles [6249] => short [6250] => description [6251] => short [6252] => description [6256] => wikidata [6258] => articles [6260] => specifically [6261] => marked [6262] => weasel-worded [6263] => phrases [6264] => articles [6266] => specifically [6267] => marked [6268] => weasel-worded [6269] => phrases [6271] => august [6272] => 2019 [6273] => commons [6274] => category [6275] => link [6278] => wikidata [6280] => page [6283] => edited [6285] => 18 [6286] => october [6287] => 2024 [6289] => 23 [6290] => 51 [6291] => utc [6292] => text [6297] => creative [6298] => commons [6299] => attribution-sharealike [6300] => 4 [6301] => 0 [6302] => license [6303] => additional [6304] => terms [6306] => apply [6310] => site [6312] => agree [6315] => terms [6319] => privacy [6320] => policy [6321] => wikipedia [6324] => registered [6325] => trademark [6328] => wikimedia [6329] => foundation [6332] => non-profit [6333] => organization [6334] => privacy [6335] => policy [6337] => wikipedia [6338] => disclaimers [6339] => contact [6340] => wikipedia [6341] => code [6343] => conduct [6344] => developers [6345] => statistics [6346] => cookie [6347] => statement [6348] => mobile [6349] => view )

data mining - wikipedia jump to content main menu main menu move to si...

4449


<?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();
        
?>

Demo 2

Demo2.php