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] => special [40] => pages [41] => search [42] => search [43] => appearance [44] => donate [45] => create [46] => account [47] => log [49] => personal [50] => tools [51] => donate [52] => create [53] => account [54] => log [56] => pages [58] => logged [60] => editors [61] => learn [63] => contributions [64] => talk [65] => contents [66] => move [68] => sidebar [69] => hide [70] => top [71] => 1 [72] => etymology [73] => 2 [74] => background [75] => 3 [76] => process [77] => toggle [78] => process [79] => subsection [80] => 3 [81] => 1 [82] => pre-processing [83] => 3 [84] => 2 [85] => data [86] => mining [87] => 3 [88] => 3 [89] => results [90] => validation [91] => 4 [92] => research [93] => 5 [94] => standards [95] => 6 [96] => notable [98] => 7 [99] => privacy [100] => concerns [102] => ethics [103] => toggle [104] => privacy [105] => concerns [107] => ethics [108] => subsection [109] => 7 [110] => 1 [111] => situation [113] => europe [114] => 7 [115] => 2 [116] => situation [119] => united [120] => states [121] => 8 [122] => copyright [123] => law [124] => toggle [125] => copyright [126] => law [127] => subsection [128] => 8 [129] => 1 [130] => situation [132] => europe [133] => 8 [134] => 2 [135] => situation [138] => united [139] => states [140] => 9 [141] => software [142] => toggle [143] => software [144] => subsection [145] => 9 [146] => 1 [147] => free [148] => open-source [149] => data [150] => mining [151] => software [153] => applications [154] => 9 [155] => 2 [156] => proprietary [157] => data-mining [158] => software [160] => applications [161] => 10 [164] => 11 [165] => references [166] => 12 [168] => reading [169] => 13 [170] => external [171] => links [172] => toggle [174] => table [176] => contents [177] => data [178] => mining [179] => 63 [180] => languages [181] => az [182] => rbaycanca [183] => catal [184] => e [185] => tina [186] => chavacano [188] => zamboanga [189] => cymraeg [190] => dansk [191] => deutsch [192] => eesti [193] => espa [194] => ol [195] => euskara [196] => fran [197] => ais [198] => galego [199] => hrvatski [200] => ido [201] => bahasa [202] => indonesia [203] => italiano [204] => latvie [205] => u [206] => magyar [207] => bahasa [208] => melayu [209] => nederlands [210] => norsk [211] => bokm [212] => l [213] => norsk [214] => nynorsk [215] => polski [216] => portugu [217] => s [218] => rom [219] => n [220] => shqip [221] => simple [222] => english [223] => sloven [224] => ina [225] => sloven [226] => ina [227] => srpski [228] => srpskohrvatski [229] => sunda [230] => suomi [231] => svenska [232] => t [233] => rk [234] => e [235] => ti [236] => ng [237] => vi [238] => t [239] => edit [240] => links [241] => article [242] => talk [243] => english [244] => read [245] => edit [246] => view [247] => history [248] => tools [249] => tools [250] => move [252] => sidebar [253] => hide [254] => actions [255] => read [256] => edit [257] => view [258] => history [259] => general [261] => links [263] => related [265] => upload [266] => file [267] => permanent [268] => link [269] => page [270] => information [271] => cite [273] => page [275] => shortened [276] => url [277] => download [278] => qr [279] => code [280] => print [281] => export [282] => download [284] => pdf [285] => printable [286] => version [289] => projects [290] => wikimedia [291] => commons [292] => wikidata [293] => item [294] => appearance [295] => move [297] => sidebar [298] => hide [300] => wikipedia [302] => free [303] => encyclopedia [304] => process [306] => extracting [308] => discovering [309] => patterns [311] => large [312] => data [313] => sets [314] => web [315] => mining [316] => redirects [319] => web [320] => browser-based [321] => cryptocurrency [322] => mining [324] => cryptocurrency [325] => part [328] => series [330] => machine [331] => learning [333] => data [334] => mining [335] => paradigms [336] => supervised [337] => learning [338] => unsupervised [339] => learning [340] => semi-supervised [341] => learning [342] => self-supervised [343] => learning [344] => reinforcement [345] => learning [346] => meta-learning [347] => online [348] => learning [349] => batch [350] => learning [351] => curriculum [352] => learning [353] => rule-based [354] => learning [355] => neuro-symbolic [356] => ai [357] => neuromorphic [358] => engineering [359] => quantum [360] => machine [361] => learning [362] => problems [363] => classification [364] => generative [365] => modeling [366] => regression [367] => clustering [368] => dimensionality [369] => reduction [370] => density [371] => estimation [372] => anomaly [373] => detection [374] => data [375] => cleaning [376] => automl [377] => association [378] => rules [379] => semantic [380] => analysis [381] => structured [382] => prediction [383] => feature [384] => engineering [385] => feature [386] => learning [387] => learning [389] => rank [390] => grammar [391] => induction [392] => ontology [393] => learning [394] => multimodal [395] => learning [396] => supervised [397] => learning [398] => classification [399] => regression [400] => apprenticeship [401] => learning [402] => decision [403] => trees [404] => ensembles [405] => bagging [406] => boosting [407] => random [408] => forest [409] => k [410] => -nn [411] => linear [412] => regression [413] => naive [414] => bayes [415] => artificial [416] => neural [417] => networks [418] => logistic [419] => regression [420] => perceptron [421] => relevance [422] => vector [423] => machine [424] => rvm [425] => support [426] => vector [427] => machine [428] => svm [429] => clustering [430] => birch [431] => cure [432] => hierarchical [433] => k [434] => -means [435] => fuzzy [436] => expectation [437] => maximization [438] => em [439] => dbscan [440] => optics [442] => shift [443] => dimensionality [444] => reduction [445] => factor [446] => analysis [447] => cca [448] => ica [449] => lda [450] => nmf [451] => pca [452] => pgd [453] => t-sne [454] => sdl [455] => structured [456] => prediction [457] => graphical [458] => models [459] => bayes [460] => net [461] => conditional [462] => random [463] => field [464] => hidden [465] => markov [466] => anomaly [467] => detection [468] => ransac [469] => k [470] => -nn [471] => local [472] => outlier [473] => factor [474] => isolation [475] => forest [476] => artificial [477] => neural [478] => network [479] => autoencoder [480] => deep [481] => learning [482] => feedforward [483] => neural [484] => network [485] => recurrent [486] => neural [487] => network [488] => lstm [489] => gru [490] => esn [491] => reservoir [492] => computing [493] => boltzmann [494] => machine [495] => restricted [496] => gan [497] => diffusion [498] => model [499] => som [500] => convolutional [501] => neural [502] => network [503] => u-net [504] => lenet [505] => alexnet [506] => deepdream [507] => neural [508] => radiance [509] => field [510] => transformer [511] => vision [512] => mamba [513] => spiking [514] => neural [515] => network [516] => memtransistor [517] => electrochemical [518] => ram [519] => ecram [520] => reinforcement [521] => learning [522] => q-learning [523] => sarsa [524] => temporal [525] => difference [526] => td [527] => multi-agent [528] => self-play [529] => learning [531] => humans [532] => active [533] => learning [534] => crowdsourcing [535] => human-in-the-loop [536] => rlhf [537] => model [538] => diagnostics [539] => coefficient [541] => determination [542] => confusion [543] => matrix [544] => learning [545] => curve [546] => roc [547] => curve [548] => mathematical [549] => foundations [550] => kernel [551] => machines [552] => bias [553] => variance [554] => tradeoff [555] => computational [556] => learning [557] => theory [558] => empirical [559] => risk [560] => minimization [561] => occam [562] => learning [563] => pac [564] => learning [565] => statistical [566] => learning [567] => vc [568] => theory [569] => topological [570] => deep [571] => learning [572] => journals [574] => conferences [575] => ecml [576] => pkdd [577] => neurips [578] => icml [579] => iclr [580] => ijcai [581] => ml [582] => jmlr [583] => related [584] => articles [585] => glossary [587] => artificial [588] => intelligence [589] => list [591] => datasets [593] => machine-learning [594] => research [595] => list [597] => datasets [599] => computer [600] => vision [602] => image [603] => processing [604] => outline [606] => machine [607] => learning [608] => v [609] => t [610] => e [611] => data [612] => mining [615] => process [617] => extracting [619] => finding [620] => patterns [622] => massive [623] => data [624] => sets [625] => involving [626] => methods [629] => intersection [631] => machine [632] => learning [633] => statistics [635] => database [636] => systems [637] => 1 [638] => data [639] => mining [642] => interdisciplinary [643] => subfield [645] => computer [646] => science [648] => statistics [652] => goal [654] => extracting [655] => information [657] => intelligent [658] => methods [661] => data [662] => set [664] => transforming [666] => information [669] => comprehensible [670] => structure [674] => 1 [675] => 2 [676] => 3 [677] => 4 [678] => data [679] => mining [682] => analysis [683] => step [686] => knowledge [687] => discovery [689] => databases [690] => process [692] => kdd [693] => 5 [697] => raw [698] => analysis [699] => step [702] => involves [703] => database [705] => data [706] => management [707] => aspects [708] => data [709] => pre-processing [710] => model [712] => inference [713] => considerations [714] => interestingness [715] => metrics [716] => complexity [717] => considerations [718] => post-processing [720] => discovered [721] => structures [722] => visualization [724] => online [725] => updating [726] => 1 [728] => term [729] => data [730] => mining [733] => misnomer [736] => goal [739] => extraction [741] => patterns [743] => knowledge [745] => large [746] => amounts [748] => data [751] => extraction [752] => mining [754] => data [756] => 6 [761] => buzzword [762] => 7 [765] => frequently [766] => applied [769] => form [771] => large-scale [772] => data [774] => information [775] => processing [776] => collection [777] => extraction [778] => warehousing [779] => analysis [781] => statistics [786] => application [788] => computer [789] => decision [790] => support [791] => systems [792] => including [793] => artificial [794] => intelligence [795] => e [796] => g [797] => machine [798] => learning [800] => business [801] => intelligence [805] => general [806] => terms [807] => large [808] => scale [809] => data [810] => analysis [812] => analytics [815] => referring [817] => actual [818] => methods [819] => artificial [820] => intelligence [822] => machine [823] => learning [828] => actual [829] => data [830] => mining [831] => task [834] => semi- [835] => automatic [837] => automatic [838] => analysis [840] => massive [841] => quantities [843] => data [845] => extract [846] => previously [847] => unknown [848] => interesting [849] => patterns [852] => groups [854] => data [855] => records [856] => cluster [857] => analysis [858] => unusual [859] => records [860] => anomaly [861] => detection [863] => dependencies [864] => association [865] => rule [866] => mining [867] => sequential [868] => pattern [869] => mining [872] => involves [874] => database [875] => techniques [878] => spatial [879] => indices [881] => patterns [888] => kind [890] => summary [893] => input [894] => data [901] => analysis [906] => machine [907] => learning [909] => predictive [910] => analytics [914] => data [915] => mining [916] => step [918] => identify [919] => multiple [920] => groups [923] => data [930] => obtain [932] => accurate [933] => prediction [934] => results [937] => decision [938] => support [939] => system [942] => data [943] => collection [944] => data [945] => preparation [947] => result [948] => interpretation [950] => reporting [952] => part [955] => data [956] => mining [957] => step [961] => belong [965] => kdd [966] => process [968] => additional [969] => steps [971] => difference [973] => data [974] => analysis [976] => data [977] => mining [980] => data [981] => analysis [985] => test [986] => models [988] => hypotheses [991] => dataset [992] => e [993] => g [994] => analyzing [996] => effectiveness [999] => marketing [1000] => campaign [1004] => amount [1006] => data [1008] => contrast [1009] => data [1010] => mining [1012] => machine [1013] => learning [1015] => statistical [1016] => models [1018] => uncover [1019] => clandestine [1021] => hidden [1022] => patterns [1025] => large [1026] => volume [1028] => data [1029] => 8 [1031] => related [1032] => terms [1033] => data [1034] => dredging [1035] => data [1036] => fishing [1038] => data [1039] => snooping [1040] => refer [1045] => data [1046] => mining [1047] => methods [1049] => sample [1050] => parts [1053] => larger [1054] => population [1055] => data [1056] => set [1063] => small [1065] => reliable [1066] => statistical [1067] => inferences [1070] => made [1073] => validity [1076] => patterns [1077] => discovered [1079] => methods [1085] => creating [1087] => hypotheses [1089] => test [1092] => larger [1093] => data [1094] => populations [1095] => etymology [1096] => edit [1099] => 1960s [1100] => statisticians [1102] => economists [1104] => terms [1106] => data [1107] => fishing [1109] => data [1110] => dredging [1112] => refer [1116] => considered [1118] => bad [1119] => practice [1121] => analyzing [1122] => data [1125] => a-priori [1126] => hypothesis [1128] => term [1129] => data [1130] => mining [1135] => similarly [1136] => critical [1139] => economist [1140] => michael [1141] => lovell [1144] => article [1145] => published [1148] => review [1150] => economic [1151] => studies [1153] => 1983 [1154] => 9 [1155] => 10 [1156] => lovell [1160] => practice [1161] => masquerades [1164] => variety [1166] => aliases [1167] => ranging [1169] => experimentation [1170] => positive [1172] => fishing [1174] => snooping [1175] => negative [1177] => term [1178] => data [1179] => mining [1180] => appeared [1182] => 1990 [1185] => database [1186] => community [1188] => generally [1189] => positive [1190] => connotations [1193] => short [1194] => time [1196] => 1980s [1198] => phrase [1199] => database [1200] => mining [1207] => trademarked [1209] => hnc [1211] => san [1212] => diego [1213] => based [1214] => company [1216] => pitch [1218] => database [1219] => mining [1220] => workstation [1221] => 11 [1222] => researchers [1224] => turned [1226] => data [1227] => mining [1229] => terms [1231] => include [1232] => data [1233] => archaeology [1234] => information [1235] => harvesting [1236] => information [1237] => discovery [1238] => knowledge [1239] => extraction [1241] => gregory [1242] => piatetsky-shapiro [1243] => coined [1245] => term [1246] => knowledge [1247] => discovery [1249] => databases [1253] => workshop [1257] => topic [1258] => kdd-1989 [1261] => term [1264] => popular [1267] => ai [1269] => machine [1270] => learning [1271] => communities [1274] => term [1275] => data [1276] => mining [1279] => popular [1282] => business [1284] => press [1285] => communities [1286] => 12 [1289] => terms [1290] => data [1291] => mining [1293] => knowledge [1294] => discovery [1297] => interchangeably [1298] => background [1299] => edit [1301] => manual [1302] => extraction [1304] => patterns [1306] => data [1308] => occurred [1310] => centuries [1311] => early [1312] => methods [1314] => identifying [1315] => patterns [1317] => data [1318] => include [1319] => bayes' [1320] => theorem [1321] => 1700s [1323] => regression [1324] => analysis [1325] => 1800s [1326] => 13 [1328] => proliferation [1329] => ubiquity [1331] => increasing [1332] => power [1334] => computer [1335] => technology [1337] => dramatically [1338] => increased [1339] => data [1340] => collection [1341] => storage [1343] => manipulation [1344] => ability [1346] => data [1347] => sets [1349] => grown [1351] => size [1353] => complexity [1354] => direct [1355] => hands-on [1356] => data [1357] => analysis [1359] => increasingly [1361] => augmented [1363] => indirect [1364] => automated [1365] => data [1366] => processing [1367] => aided [1370] => discoveries [1372] => computer [1373] => science [1374] => specially [1377] => field [1379] => machine [1380] => learning [1383] => neural [1384] => networks [1385] => cluster [1386] => analysis [1387] => genetic [1388] => algorithms [1389] => 1950s [1390] => decision [1391] => trees [1393] => decision [1394] => rules [1395] => 1960s [1397] => support [1398] => vector [1399] => machines [1400] => 1990s [1401] => data [1402] => mining [1405] => process [1407] => applying [1409] => methods [1412] => intention [1414] => uncovering [1415] => hidden [1416] => patterns [1417] => 14 [1419] => large [1420] => data [1421] => sets [1423] => bridges [1425] => gap [1427] => applied [1428] => statistics [1430] => artificial [1431] => intelligence [1434] => provide [1436] => mathematical [1437] => background [1439] => database [1440] => management [1442] => exploiting [1445] => data [1447] => stored [1449] => indexed [1451] => databases [1453] => execute [1455] => actual [1456] => learning [1458] => discovery [1459] => algorithms [1461] => efficiently [1462] => allowing [1464] => methods [1467] => applied [1469] => ever-larger [1470] => data [1471] => sets [1472] => process [1473] => edit [1475] => knowledge [1476] => discovery [1478] => databases [1479] => kdd [1480] => process [1482] => commonly [1483] => defined [1486] => stages [1487] => selection [1488] => pre-processing [1489] => transformation [1490] => data [1491] => mining [1492] => interpretation [1493] => evaluation [1494] => 5 [1496] => exists [1500] => variations [1503] => theme [1507] => cross-industry [1508] => standard [1509] => process [1511] => data [1512] => mining [1513] => crisp-dm [1515] => defines [1517] => phases [1518] => business [1519] => understanding [1520] => data [1521] => understanding [1522] => data [1523] => preparation [1524] => modeling [1525] => evaluation [1526] => deployment [1529] => simplified [1530] => process [1533] => 1 [1534] => pre-processing [1535] => 2 [1536] => data [1537] => mining [1539] => 3 [1540] => results [1541] => validation [1542] => polls [1543] => conducted [1545] => 2002 [1546] => 2004 [1547] => 2007 [1549] => 2014 [1550] => show [1553] => crisp-dm [1554] => methodology [1557] => leading [1558] => methodology [1561] => data [1562] => miners [1563] => 15 [1564] => 16 [1565] => 17 [1566] => 18 [1570] => data [1571] => mining [1572] => standard [1573] => named [1576] => polls [1578] => semma [1580] => 3 [1581] => 4 [1582] => times [1585] => people [1586] => reported [1588] => crisp-dm [1590] => teams [1592] => researchers [1594] => published [1595] => reviews [1597] => data [1598] => mining [1599] => process [1600] => models [1601] => 19 [1603] => azevedo [1605] => santos [1606] => conducted [1608] => comparison [1610] => crisp-dm [1612] => semma [1614] => 2008 [1615] => 20 [1616] => pre-processing [1617] => edit [1619] => data [1620] => mining [1621] => algorithms [1626] => target [1627] => data [1628] => set [1631] => assembled [1633] => data [1634] => mining [1637] => uncover [1638] => patterns [1640] => present [1643] => data [1645] => target [1646] => data [1647] => set [1650] => large [1655] => patterns [1657] => remaining [1658] => concise [1662] => mined [1665] => acceptable [1666] => time [1667] => limit [1669] => common [1670] => source [1672] => data [1675] => data [1676] => mart [1678] => data [1679] => warehouse [1680] => pre-processing [1682] => essential [1684] => analyze [1686] => multivariate [1687] => data [1688] => sets [1690] => data [1691] => mining [1693] => target [1694] => set [1697] => cleaned [1698] => data [1699] => cleaning [1700] => removes [1702] => observations [1704] => noise [1708] => missing [1709] => data [1710] => data [1711] => mining [1712] => edit [1713] => data [1714] => mining [1715] => involves [1717] => common [1718] => classes [1720] => tasks [1721] => 5 [1722] => anomaly [1723] => detection [1724] => outlier [1725] => change [1726] => deviation [1727] => detection [1729] => identification [1731] => unusual [1732] => data [1733] => records [1737] => interesting [1739] => data [1740] => errors [1742] => require [1744] => investigation [1745] => due [1750] => standard [1751] => range [1752] => association [1753] => rule [1754] => learning [1755] => dependency [1756] => modeling [1757] => searches [1759] => relationships [1761] => variables [1765] => supermarket [1767] => gather [1768] => data [1770] => customer [1771] => purchasing [1772] => habits [1774] => association [1775] => rule [1776] => learning [1778] => supermarket [1780] => determine [1782] => products [1784] => frequently [1785] => bought [1790] => information [1792] => marketing [1793] => purposes [1797] => referred [1800] => market [1801] => basket [1802] => analysis [1803] => clustering [1806] => task [1808] => discovering [1809] => groups [1811] => structures [1814] => data [1822] => similar [1826] => structures [1829] => data [1830] => classification [1833] => task [1835] => generalizing [1837] => structure [1839] => apply [1842] => data [1846] => e-mail [1847] => program [1849] => attempt [1851] => classify [1853] => e-mail [1855] => legitimate [1858] => spam [1859] => regression [1860] => attempts [1862] => find [1864] => function [1866] => models [1868] => data [1872] => error [1876] => estimating [1878] => relationships [1880] => data [1882] => datasets [1883] => summarization [1884] => providing [1887] => compact [1888] => representation [1891] => data [1892] => set [1893] => including [1894] => visualization [1896] => report [1897] => generation [1898] => results [1899] => validation [1900] => edit [1904] => data [1905] => produced [1907] => data [1908] => dredging [1911] => bot [1912] => operated [1914] => statistician [1915] => tyler [1916] => vigen [1917] => apparently [1918] => showing [1920] => close [1921] => link [1925] => word [1926] => winning [1928] => spelling [1929] => bee [1930] => competition [1933] => number [1935] => people [1938] => united [1939] => states [1940] => killed [1942] => venomous [1943] => spiders [1944] => data [1945] => mining [1947] => unintentionally [1949] => misused [1950] => producing [1951] => results [1956] => significant [1962] => predict [1963] => future [1964] => behavior [1968] => reproduced [1972] => sample [1974] => data [1976] => bearing [1982] => caused [1984] => investigating [1987] => hypotheses [1990] => performing [1991] => proper [1992] => statistical [1993] => hypothesis [1994] => testing [1996] => simple [1997] => version [2000] => problem [2002] => machine [2003] => learning [2007] => overfitting [2011] => problem [2013] => arise [2016] => phases [2019] => process [2023] => train [2024] => test [2025] => split [2027] => applicable [2033] => sufficient [2035] => prevent [2038] => happening [2039] => 21 [2041] => final [2042] => step [2044] => knowledge [2045] => discovery [2047] => data [2050] => verify [2053] => patterns [2054] => produced [2057] => data [2058] => mining [2059] => algorithms [2060] => occur [2063] => wider [2064] => data [2065] => set [2068] => patterns [2069] => found [2072] => algorithms [2074] => necessarily [2075] => valid [2078] => common [2080] => data [2081] => mining [2082] => algorithms [2084] => find [2085] => patterns [2088] => training [2089] => set [2093] => 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[2218] => learned [2219] => patterns [2222] => meet [2224] => desired [2225] => standards [2230] => re-evaluate [2232] => change [2234] => pre-processing [2236] => data [2237] => mining [2238] => steps [2241] => learned [2242] => patterns [2244] => meet [2246] => desired [2247] => standards [2250] => final [2251] => step [2254] => interpret [2256] => learned [2257] => patterns [2259] => turn [2262] => knowledge [2263] => research [2264] => edit [2266] => premier [2267] => professional [2268] => body [2271] => field [2274] => association [2276] => computing [2277] => machinery [2278] => 's [2279] => acm [2280] => special [2281] => interest [2282] => group [2283] => sig [2285] => knowledge [2286] => discovery [2288] => data [2289] => mining [2290] => sigkdd [2291] => 22 [2292] => 23 [2294] => 1989 [2296] => acm [2297] => sig [2299] => hosted [2301] => annual [2302] => international [2303] => conference [2305] => published [2307] => proceedings [2308] => 24 [2311] => 1999 [2314] => 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=> data [2390] => bases [2391] => standards [2392] => edit [2397] => efforts [2399] => define [2400] => standards [2403] => data [2404] => mining [2405] => process [2409] => 1999 [2410] => european [2411] => cross [2412] => industry [2413] => standard [2414] => process [2416] => data [2417] => mining [2418] => crisp-dm [2419] => 1 [2420] => 0 [2423] => 2004 [2424] => java [2425] => data [2426] => mining [2427] => standard [2428] => jdm [2429] => 1 [2430] => 0 [2431] => development [2433] => successors [2436] => processes [2437] => crisp-dm [2438] => 2 [2439] => 0 [2441] => jdm [2442] => 2 [2443] => 0 [2445] => active [2447] => 2006 [2450] => stalled [2452] => jdm [2453] => 2 [2454] => 0 [2456] => withdrawn [2458] => reaching [2460] => final [2461] => draft [2463] => exchanging [2465] => extracted [2466] => models [2472] => predictive [2473] => analytics [2475] => key [2476] => standard [2479] => predictive [2480] => model [2481] => markup [2482] => language [2483] => pmml [2487] => xml [2488] => -based [2489] => language [2490] => developed [2493] => data [2494] => mining [2495] => group [2496] => dmg [2498] => supported [2500] => exchange [2501] => format [2504] => data [2505] => mining [2506] => applications [2510] => suggests [2513] => covers [2514] => prediction [2515] => models [2518] => data [2519] => mining [2520] => task [2522] => high [2523] => importance [2525] => business [2526] => applications [2528] => extensions [2530] => cover [2533] => subspace [2534] => clustering [2537] => proposed [2538] => independently [2541] => dmg [2542] => 26 [2543] => notable [2545] => edit [2546] => main [2547] => article [2548] => examples [2550] => data [2551] => mining [2554] => category [2555] => applied [2556] => data [2557] => mining [2558] => data [2559] => mining [2565] => digital [2566] => data [2568] => notable [2569] => examples [2571] => data [2572] => mining [2575] => found [2577] => business [2578] => medicine [2579] => science [2580] => finance [2581] => 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[2683] => patterns [2685] => compromise [2686] => confidentiality [2688] => privacy [2689] => obligations [2691] => common [2696] => occur [2699] => data [2700] => aggregation [2701] => data [2702] => aggregation [2703] => involves [2704] => combining [2705] => data [2707] => possibly [2710] => sources [2715] => facilitates [2716] => analysis [2721] => make [2722] => identification [2724] => private [2725] => individual-level [2726] => data [2727] => deducible [2730] => apparent [2731] => 31 [2735] => data [2736] => mining [2738] => se [2741] => result [2744] => preparation [2746] => data [2751] => purposes [2754] => analysis [2756] => threat [2759] => individual's [2760] => privacy [2763] => play [2766] => data [2768] => compiled [2771] => data [2772] => miner [2777] => access [2780] => newly [2781] => compiled [2782] => data [2783] => set [2788] => identify [2789] => specific [2790] => individuals [2794] => data [2796] => originally [2797] => anonymous [2798] => 32 [2801] => 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[2929] => leading [2932] => provider [2933] => violates [2934] => fair [2935] => information [2936] => practices [2938] => indiscretion [2941] => financial [2942] => emotional [2944] => bodily [2945] => harm [2949] => individual [2952] => instance [2954] => privacy [2955] => violation [2957] => patrons [2959] => walgreens [2960] => filed [2962] => lawsuit [2965] => company [2967] => 2011 [2969] => selling [2970] => prescription [2971] => information [2973] => data [2974] => mining [2975] => companies [2978] => turn [2979] => provided [2981] => data [2983] => pharmaceutical [2984] => companies [2985] => 34 [2986] => situation [2988] => europe [2989] => edit [2990] => europe [2993] => strong [2994] => privacy [2995] => laws [2997] => efforts [2999] => underway [3002] => strengthen [3004] => rights [3007] => consumers [3010] => u [3011] => s [3012] => e [3013] => u [3014] => safe [3015] => harbor [3016] => principles [3017] => developed [3019] => 1998 [3021] => 2000 [3023] => effectively [3024] => expose [3025] => european [3026] => users [3028] => privacy [3029] => exploitation [3031] => u [3032] => s [3033] => companies [3036] => consequence [3038] => edward [3039] => snowden [3040] => 's [3041] => global [3042] => surveillance [3043] => disclosure [3047] => increased [3048] => discussion [3050] => revoke [3052] => agreement [3057] => data [3060] => fully [3061] => exposed [3064] => national [3065] => security [3066] => agency [3068] => attempts [3070] => reach [3072] => agreement [3075] => united [3076] => states [3078] => failed [3079] => 35 [3082] => united [3083] => kingdom [3089] => cases [3091] => corporations [3093] => data [3094] => mining [3099] => target [3101] => groups [3103] => customers [3104] => forcing [3107] => pay [3108] => unfairly [3109] => high [3110] => prices [3112] => groups [3113] => tend [3116] => people [3118] => lower [3119] => socio-economic [3120] => status [3124] => savvy [3127] => ways [3131] => exploited [3133] => digital [3134] => 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29 [5323] => november [5324] => 2014 [5325] => retrieved [5326] => 14 [5327] => november [5328] => 2014 [5329] => judge [5330] => grants [5331] => summary [5332] => judgment [5334] => favor [5336] => google [5337] => books [5339] => fair [5341] => victory [5342] => lexology [5344] => antonelli [5345] => law [5347] => 19 [5348] => november [5349] => 2013 [5350] => archived [5353] => original [5355] => 29 [5356] => november [5357] => 2014 [5358] => retrieved [5359] => 14 [5360] => november [5361] => 2014 [5363] => reading [5364] => edit [5365] => cabena [5366] => peter [5367] => hadjnian [5368] => pablo [5369] => stadler [5370] => rolf [5371] => verhees [5372] => jaap [5373] => zanasi [5374] => alessandro [5375] => 1997 [5376] => discovering [5377] => data [5378] => mining [5380] => concept [5382] => implementation [5383] => prentice [5384] => hall [5385] => isbn [5386] => 0-13-743980-6 [5387] => m [5388] => s [5389] => chen [5390] => j [5391] => han [5392] => p [5393] => s [5394] => yu [5395] => 1996 [5396] => data [5397] => mining [5399] => overview [5402] => database [5403] => perspective [5404] => archived [5405] => 2016-03-03 [5408] => wayback [5409] => machine [5410] => knowledge [5412] => data [5413] => engineering [5414] => ieee [5415] => transactions [5417] => 8 [5418] => 6 [5419] => 866 [5420] => 883 [5421] => feldman [5422] => ronen [5423] => sanger [5424] => james [5425] => 2007 [5427] => text [5428] => mining [5429] => handbook [5430] => cambridge [5431] => university [5432] => press [5433] => isbn [5434] => 978-0-521-83657-9 [5435] => guo [5436] => yike [5438] => grossman [5439] => robert [5440] => editors [5441] => 1999 [5442] => high [5443] => performance [5444] => data [5445] => mining [5446] => scaling [5447] => algorithms [5448] => applications [5450] => systems [5451] => kluwer [5452] => academic [5453] => publishers [5454] => han [5455] => jiawei [5456] => micheline [5457] => kamber [5459] => jian [5460] => pei [5461] => data [5462] => mining [5463] => concepts [5465] => techniques [5466] => morgan [5467] => kaufmann [5468] => 2006 [5469] => hastie [5470] => trevor [5471] => tibshirani [5472] => robert [5474] => friedman [5475] => jerome [5476] => 2001 [5478] => elements [5480] => statistical [5481] => learning [5482] => data [5483] => mining [5484] => inference [5486] => prediction [5487] => springer [5488] => isbn [5489] => 0-387-95284-5 [5490] => liu [5491] => bing [5492] => 2007 [5493] => 2011 [5494] => web [5495] => data [5496] => mining [5497] => exploring [5498] => hyperlinks [5499] => contents [5501] => usage [5502] => data [5503] => springer [5504] => isbn [5505] => 3-540-37881-2 [5506] => murphy [5507] => chris [5508] => 16 [5510] => 2011 [5512] => data [5513] => mining [5514] => free [5515] => speech [5516] => informationweek [5517] => 12 [5518] => nisbet [5519] => robert [5520] => elder [5521] => john [5522] => miner [5523] => gary [5524] => 2009 [5525] => handbook [5527] => statistical [5528] => analysis [5529] => data [5530] => mining [5531] => applications [5532] => academic [5533] => press [5534] => elsevier [5535] => isbn [5536] => 978-0-12-374765-5 [5537] => poncelet [5538] => pascal [5539] => masseglia [5540] => florent [5542] => teisseire [5543] => maguelonne [5544] => editors [5545] => october [5546] => 2007 [5547] => data [5548] => mining [5549] => patterns [5551] => methods [5553] => applications [5554] => information [5555] => science [5556] => reference [5557] => isbn [5558] => 978-1-59904-162-9 [5559] => tan [5560] => pang-ning [5561] => steinbach [5562] => michael [5564] => kumar [5565] => vipin [5566] => 2005 [5567] => introduction [5569] => data [5570] => mining [5571] => isbn [5572] => 0-321-32136-7 [5573] => theodoridis [5574] => sergios [5576] => koutroumbas [5577] => konstantinos [5578] => 2009 [5579] => pattern [5580] => recognition [5581] => 4th [5582] => edition [5583] => academic [5584] => press [5585] => isbn [5586] => 978-1-59749-272-0 [5587] => weiss [5588] => sholom [5589] => m [5591] => indurkhya [5592] => nitin [5593] => 1998 [5594] => predictive [5595] => data [5596] => mining [5597] => morgan [5598] => kaufmann [5599] => witten [5600] => ian [5601] => h [5602] => frank [5603] => eibe [5604] => hall [5605] => mark [5607] => 30 [5608] => january [5609] => 2011 [5610] => data [5611] => mining [5612] => practical [5613] => machine [5614] => learning [5615] => tools [5617] => techniques [5618] => 3 [5619] => ed [5620] => elsevier [5621] => isbn [5622] => 978-0-12-374856-0 [5625] => free [5626] => weka [5627] => software [5628] => ye [5629] => nong [5630] => 2003 [5632] => handbook [5634] => data [5635] => mining [5636] => mahwah [5637] => nj [5638] => lawrence [5639] => erlbaum [5640] => external [5641] => links [5642] => edit [5643] => wikimedia [5644] => commons [5646] => media [5647] => related [5649] => data [5650] => mining [5651] => v [5652] => t [5653] => e [5654] => data [5655] => acquisition [5656] => augmentation [5657] => analysis [5658] => anonymization [5659] => archaeology [5660] => big [5661] => cleansing [5662] => collection [5663] => compression [5664] => corruption [5665] => curation [5666] => deduplication [5667] => degradation [5668] => de-identification [5669] => ecosystem [5670] => editing [5671] => engineering [5672] => erasure [5673] => etl [5674] => elt [5675] => extract [5676] => transform [5677] => load [5678] => ethics [5679] => exhaust [5680] => exploration [5681] => farming [5682] => format [5683] => management [5684] => fusion [5685] => governance [5686] => cooperatives [5687] => infrastructure [5688] => integration [5689] => integrity [5690] => library [5691] => lineage [5692] => loss [5693] => management [5694] => meta [5695] => migration [5696] => mining [5697] => philanthropy [5698] => pre-processing [5699] => preservation [5700] => processing [5701] => protection [5702] => privacy [5703] => publishing [5704] => open [5705] => data [5706] => recovery [5707] => reduction [5708] => redundancy [5709] => re-identification [5710] => remanence [5711] => rescue [5712] => retention [5713] => quality [5714] => science [5715] => scraping [5716] => scrubbing [5717] => security [5718] => sharing [5719] => stewardship [5720] => storage [5721] => structure [5722] => synchronization [5723] => topological [5724] => data [5725] => analysis [5726] => type [5727] => validation [5728] => warehouse [5729] => wrangling [5730] => munging [5731] => v [5732] => t [5733] => e [5734] => data [5735] => warehouses [5736] => creating [5738] => data [5739] => warehouse [5740] => concepts [5741] => database [5742] => dimension [5743] => dimensional [5744] => modeling [5745] => fact [5746] => olap [5747] => star [5748] => schema [5749] => snowflake [5750] => schema [5751] => reverse [5752] => star [5753] => schema [5754] => aggregate [5755] => single [5756] => version [5759] => truth [5760] => variants [5761] => column-oriented [5762] => dbms [5763] => data [5764] => hub [5765] => data [5766] => mesh [5767] => ensemble [5768] => modeling [5769] => patterns [5770] => anchor [5771] => modeling [5772] => data [5773] => vault [5774] => modeling [5775] => focal [5776] => point [5777] => modeling [5778] => holap [5779] => molap [5780] => rolap [5781] => operational [5782] => data [5783] => store [5784] => elements [5785] => data [5786] => dictionary [5787] => metadata [5788] => data [5789] => mart [5790] => sixth [5791] => normal [5792] => form [5793] => surrogate [5794] => key [5795] => fact [5796] => fact [5797] => table [5798] => early-arriving [5799] => fact [5800] => measure [5801] => dimension [5802] => dimension [5803] => table [5804] => degenerate [5805] => slowly [5806] => changing [5807] => filling [5808] => extract [5809] => transform [5810] => load [5811] => etl [5812] => extract [5813] => load [5814] => transform [5815] => elt [5816] => extract [5817] => transform [5818] => load [5821] => data [5822] => warehouse [5823] => concepts [5824] => business [5825] => intelligence [5826] => dashboard [5827] => data [5828] => mining [5829] => decision [5830] => support [5831] => system [5832] => dss [5833] => olap [5834] => cube [5835] => data [5836] => warehouse [5837] => automation [5838] => languages [5839] => data [5840] => mining [5841] => extensions [5842] => dmx [5843] => multidimensional [5844] => expressions [5845] => mdx [5846] => xml [5848] => analysis [5849] => xmla [5850] => tools [5851] => business [5852] => intelligence [5853] => software [5854] => reporting [5855] => software [5856] => spreadsheet [5857] => related [5858] => people [5859] => bill [5860] => inmon [5861] => information [5862] => factory [5863] => ralph [5864] => kimball [5865] => enterprise [5866] => bus [5867] => dan [5868] => linstedt [5869] => products [5870] => comparison [5872] => olap [5873] => servers [5874] => data [5875] => warehousing [5876] => products [5879] => producers [5880] => v [5881] => t [5882] => e [5883] => computer [5884] => science [5885] => note [5887] => template [5888] => roughly [5891] => 2012 [5892] => acm [5893] => computing [5894] => classification [5895] => system [5896] => hardware [5897] => printed [5898] => circuit [5899] => board [5900] => peripheral [5901] => integrated [5902] => circuit [5904] => large [5905] => scale [5906] => integration [5907] => systems [5909] => chip [5910] => socs [5911] => energy [5912] => consumption [5913] => green [5914] => computing [5915] => electronic [5916] => design [5917] => automation [5918] => hardware [5919] => acceleration [5920] => processor [5921] => size [5922] => form [5923] => computer [5924] => systems [5925] => organization [5926] => computer [5927] => architecture [5928] => computational [5929] => complexity [5930] => dependability [5931] => embedded [5932] => system [5933] => real-time [5934] => computing [5935] => networks [5936] => network [5937] => architecture [5938] => network [5939] => protocol [5940] => network [5941] => components [5942] => network [5943] => scheduler [5944] => network [5945] => performance [5946] => evaluation [5947] => network [5948] => service [5949] => software [5950] => organization [5951] => interpreter [5952] => middleware [5953] => virtual [5954] => machine [5955] => operating [5956] => system [5957] => software [5958] => quality [5959] => software [5960] => notations [5962] => tools [5963] => programming [5964] => paradigm [5965] => programming [5966] => language [5967] => compiler [5968] => domain-specific [5969] => language [5970] => modeling [5971] => language [5972] => software [5973] => framework [5974] => integrated [5975] => development [5976] => environment [5977] => software [5978] => configuration [5979] => management [5980] => software [5981] => library [5982] => software [5983] => repository [5984] => software [5985] => development [5986] => control [5987] => variable [5988] => software [5989] => development [5990] => process [5991] => requirements [5992] => analysis [5993] => software [5994] => design [5995] => software [5996] => construction [5997] => software [5998] => deployment [5999] => software [6000] => engineering [6001] => software [6002] => maintenance [6003] => programming [6004] => team [6005] => open-source [6006] => model [6007] => theory [6009] => computation [6010] => model [6012] => computation [6013] => stochastic [6014] => formal [6015] => language [6016] => automata [6017] => theory [6018] => computability [6019] => theory [6020] => computational [6021] => complexity [6022] => theory [6023] => logic [6024] => semantics [6025] => algorithms [6026] => algorithm [6027] => design [6028] => analysis [6030] => algorithms [6031] => algorithmic [6032] => efficiency [6033] => randomized [6034] => algorithm [6035] => computational [6036] => geometry [6037] => mathematics [6039] => computing [6040] => discrete [6041] => mathematics [6042] => probability [6043] => statistics [6044] => mathematical [6045] => software [6046] => information [6047] => theory [6048] => mathematical [6049] => analysis [6050] => numerical [6051] => analysis [6052] => theoretical [6053] => computer [6054] => science [6055] => information [6056] => systems [6057] => database [6058] => management [6059] => system [6060] => information [6061] => storage [6062] => systems [6063] => enterprise [6064] => information [6065] => system [6066] => social [6067] => information [6068] => systems [6069] => geographic [6070] => information [6071] => system [6072] => decision [6073] => support [6074] => system [6075] => process [6076] => control [6077] => system [6078] => multimedia [6079] => information [6080] => system [6081] => data [6082] => mining [6083] => digital [6084] => library [6085] => computing [6086] => platform [6087] => digital [6088] => marketing [6089] => world [6090] => wide [6091] => web [6092] => information [6093] => retrieval [6094] => security [6095] => cryptography [6096] => formal [6097] => methods [6098] => security [6099] => hacker [6100] => security [6101] => services [6102] => intrusion [6103] => detection [6104] => system [6105] => hardware [6106] => security [6107] => network [6108] => security [6109] => information [6110] => security [6111] => application [6112] => security [6113] => human [6114] => computer [6115] => interaction [6116] => interaction [6117] => design [6118] => social [6119] => computing [6120] => ubiquitous [6121] => computing [6122] => visualization [6123] => accessibility [6124] => concurrency [6125] => concurrent [6126] => computing [6127] => parallel [6128] => computing [6129] => distributed [6130] => computing [6131] => multithreading [6132] => multiprocessing [6133] => artificial [6134] => intelligence [6135] => natural [6136] => language [6137] => processing [6138] => knowledge [6139] => representation [6141] => reasoning [6142] => computer [6143] => vision [6144] => automated [6145] => planning [6147] => scheduling [6148] => search [6149] => methodology [6150] => control [6151] => method [6152] => philosophy [6154] => artificial [6155] => intelligence [6156] => distributed [6157] => artificial [6158] => intelligence [6159] => machine [6160] => learning [6161] => supervised [6162] => learning [6163] => unsupervised [6164] => learning [6165] => reinforcement [6166] => learning [6167] => multi-task [6168] => learning [6169] => cross-validation [6170] => graphics [6171] => animation [6172] => extended [6173] => reality [6174] => augmented [6175] => mixed [6176] => virtual [6177] => rendering [6178] => photograph [6179] => manipulation [6180] => graphics [6181] => processing [6182] => unit [6183] => image [6184] => compression [6185] => solid [6186] => modeling [6187] => applied [6188] => computing [6189] => quantum [6190] => computing [6191] => e-commerce [6192] => enterprise [6193] => software [6194] => computational [6195] => mathematics [6196] => computational [6197] => physics [6198] => computational [6199] => chemistry [6200] => computational [6201] => biology [6202] => computational [6203] => social [6204] => science [6205] => computational [6206] => engineering [6207] => differentiable [6208] => computing [6209] => computational [6210] => healthcare [6211] => digital [6212] => art [6213] => electronic [6214] => publishing [6215] => cyberwarfare [6216] => electronic [6217] => voting [6218] => video [6219] => games [6220] => word [6221] => processing [6222] => operations [6223] => research [6224] => educational [6225] => technology [6226] => document [6227] => management [6228] => category [6229] => outline [6230] => glossaries [6231] => authority [6232] => control [6233] => databases [6234] => national [6235] => germany [6236] => united [6237] => states [6238] => japan [6239] => czech [6240] => republic [6241] => israel [6242] => --esi [6243] => -- [6244] => retrieved [6246] => https [6248] => wikipedia [6249] => org [6250] => w [6251] => index [6252] => php [6253] => title [6254] => data [6255] => mining [6256] => oldid [6257] => 1279717244 [6258] => categories [6259] => data [6260] => mining [6261] => formal [6262] => sciences [6263] => hidden [6264] => categories [6265] => webarchive [6266] => template [6267] => wayback [6268] => links [6269] => articles [6271] => short [6272] => description [6273] => short [6274] => description [6278] => wikidata [6280] => articles [6282] => specifically [6283] => marked [6284] => weasel-worded [6285] => phrases [6286] => articles [6288] => specifically [6289] => marked [6290] => weasel-worded [6291] => phrases [6293] => august [6294] => 2019 [6295] => commons [6296] => category [6297] => link [6300] => wikidata [6302] => page [6305] => edited [6307] => 10 [6308] => march [6309] => 2025 [6311] => 04 [6312] => 04 [6313] => utc [6314] => text [6319] => creative [6320] => commons [6321] => attribution-sharealike [6322] => 4 [6323] => 0 [6324] => license [6325] => additional [6326] => terms [6328] => apply [6332] => site [6334] => agree [6337] => terms [6341] => privacy [6342] => policy [6343] => wikipedia [6346] => registered [6347] => trademark [6350] => wikimedia [6351] => foundation [6354] => non-profit [6355] => organization [6356] => privacy [6357] => policy [6359] => wikipedia [6360] => disclaimers [6361] => contact [6362] => wikipedia [6363] => code [6365] => conduct [6366] => developers [6367] => statistics [6368] => cookie [6369] => statement [6370] => mobile [6371] => view [6372] => search [6373] => search [6374] => toggle [6376] => table [6378] => contents [6379] => data [6380] => mining [6381] => 63 [6382] => languages [6383] => add [6384] => topic )

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

4482


<?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