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] => mechanistic [537] => interpretability [538] => rlhf [539] => model [540] => diagnostics [541] => coefficient [543] => determination [544] => confusion [545] => matrix [546] => learning [547] => curve [548] => roc [549] => curve [550] => mathematical [551] => foundations [552] => kernel [553] => machines [554] => bias [555] => variance [556] => tradeoff [557] => computational [558] => learning [559] => theory [560] => empirical [561] => risk [562] => minimization [563] => occam [564] => learning [565] => pac [566] => learning [567] => statistical [568] => learning [569] => vc [570] => theory [571] => topological [572] => deep [573] => learning [574] => journals [576] => conferences [577] => ecml [578] => pkdd [579] => neurips [580] => icml [581] => iclr [582] => ijcai [583] => ml [584] => jmlr [585] => related [586] => articles [587] => glossary [589] => artificial [590] => intelligence [591] => list [593] => datasets [595] => machine-learning [596] => research [597] => list [599] => datasets [601] => computer [602] => vision [604] => image [605] => processing [606] => outline [608] => machine [609] => learning [610] => v [611] => t [612] => e [613] => data [614] => mining [617] => process [619] => extracting [621] => finding [622] => patterns [624] => massive [625] => data [626] => sets [627] => involving [628] => methods [631] => intersection [633] => machine [634] => learning [635] => statistics [637] => database [638] => systems [639] => 1 [640] => data [641] => mining [644] => interdisciplinary [645] => subfield [647] => computer [648] => science [650] => statistics [654] => goal [656] => extracting [657] => information [659] => intelligent [660] => methods [663] => data [664] => set [666] => transforming [668] => information [671] => comprehensible [672] => structure [676] => 1 [677] => 2 [678] => 3 [679] => 4 [680] => data [681] => mining [684] => analysis [685] => step [688] => knowledge [689] => discovery [691] => databases [692] => process [694] => kdd [695] => 5 [699] => raw [700] => analysis [701] => step [704] => involves [705] => database [707] => data [708] => management [709] => aspects [710] => data [711] => pre-processing [712] => model [714] => inference [715] => considerations [716] => interestingness [717] => metrics [718] => complexity [719] => considerations [720] => post-processing [722] => discovered [723] => structures [724] => visualization [726] => online [727] => updating [728] => 1 [730] => term [731] => data [732] => mining [735] => misnomer [738] => goal [741] => extraction [743] => patterns [745] => knowledge [747] => large [748] => amounts [750] => data [753] => extraction [754] => mining [756] => data [758] => 6 [763] => buzzword [764] => 7 [767] => frequently [768] => applied [771] => form [773] => large-scale [774] => data [776] => information [777] => processing [778] => collection [779] => extraction [780] => warehousing [781] => analysis [783] => statistics [788] => application [790] => computer [791] => decision [792] => support [793] => systems [794] => including [795] => artificial [796] => intelligence [797] => e [798] => g [799] => machine [800] => learning [802] => business [803] => intelligence [807] => general [808] => terms [809] => large [810] => scale [811] => data [812] => analysis [814] => analytics [817] => referring [819] => actual [820] => methods [821] => artificial [822] => intelligence [824] => machine [825] => learning [830] => actual [831] => data [832] => mining [833] => task [836] => semi- [837] => automatic [839] => automatic [840] => analysis [842] => massive [843] => quantities [845] => data [847] => extract [848] => previously [849] => unknown [850] => interesting [851] => patterns [854] => groups [856] => data [857] => records [858] => cluster [859] => analysis [860] => unusual [861] => records [862] => anomaly [863] => detection [865] => dependencies [866] => association [867] => rule [868] => mining [869] => sequential [870] => pattern [871] => mining [874] => involves [876] => database [877] => techniques [880] => spatial [881] => indices [883] => patterns [890] => kind [892] => summary [895] => input [896] => data [903] => analysis [908] => machine [909] => learning [911] => predictive [912] => analytics [916] => data [917] => mining [918] => step [920] => identify [921] => multiple [922] => groups [925] => data [932] => obtain [934] => accurate [935] => prediction [936] => results [939] => decision [940] => support [941] => system [944] => data [945] => collection [946] => data [947] => preparation [949] => result [950] => interpretation [952] => reporting [954] => part [957] => data [958] => mining [959] => step [963] => belong [967] => kdd [968] => process [970] => additional [971] => steps [973] => difference [975] => data [976] => analysis [978] => data [979] => mining [982] => data [983] => analysis [987] => test [988] => models [990] => hypotheses [993] => dataset [994] => e [995] => g [996] => analyzing [998] => effectiveness [1001] => marketing [1002] => campaign [1006] => amount [1008] => data [1010] => contrast [1011] => data [1012] => mining [1014] => machine [1015] => learning [1017] => statistical [1018] => models [1020] => uncover [1021] => clandestine [1023] => hidden [1024] => patterns [1027] => large [1028] => volume [1030] => data [1031] => 8 [1033] => related [1034] => terms [1035] => data [1036] => dredging [1037] => data [1038] => fishing [1040] => data [1041] => snooping [1042] => refer [1047] => data [1048] => mining [1049] => methods [1051] => sample [1052] => parts [1055] => larger [1056] => population [1057] => data [1058] => set [1065] => small [1067] => reliable [1068] => statistical [1069] => inferences [1072] => made [1075] => validity [1078] => patterns [1079] => discovered [1081] => methods [1087] => creating [1089] => hypotheses [1091] => test [1094] => larger [1095] => data [1096] => populations [1097] => etymology [1098] => edit [1101] => 1960s [1102] => statisticians [1104] => economists [1106] => terms [1108] => data [1109] => fishing [1111] => data [1112] => dredging [1114] => refer [1118] => considered [1120] => bad [1121] => practice [1123] => analyzing [1124] => data [1127] => a-priori [1128] => hypothesis [1130] => term [1131] => data [1132] => mining [1137] => similarly [1138] => critical [1141] => economist [1142] => michael [1143] => lovell [1146] => article [1147] => published [1150] => review [1152] => economic [1153] => studies [1155] => 1983 [1156] => 9 [1157] => 10 [1158] => lovell [1162] => practice [1163] => masquerades [1166] => variety [1168] => aliases [1169] => ranging [1171] => experimentation [1172] => positive [1174] => fishing [1176] => snooping [1177] => negative [1179] => term [1180] => data [1181] => mining [1182] => appeared [1184] => 1990 [1187] => database [1188] => community [1190] => generally [1191] => positive [1192] => connotations [1195] => short [1196] => time [1198] => 1980s [1200] => phrase [1201] => database [1202] => mining [1209] => trademarked [1211] => hnc [1213] => san [1214] => diego [1215] => based [1216] => company [1218] => pitch [1220] => database [1221] => mining [1222] => workstation [1223] => 11 [1224] => researchers [1226] => turned [1228] => data [1229] => mining [1231] => terms [1233] => include [1234] => data [1235] => archaeology [1236] => information [1237] => harvesting [1238] => information [1239] => discovery [1240] => knowledge [1241] => extraction [1243] => gregory [1244] => piatetsky-shapiro [1245] => coined [1247] => term [1248] => knowledge [1249] => discovery [1251] => databases [1255] => workshop [1259] => topic [1260] => kdd-1989 [1263] => term [1266] => popular [1269] => ai [1271] => machine [1272] => learning [1273] => communities [1276] => term [1277] => data [1278] => mining [1281] => popular [1284] => business [1286] => press [1287] => communities [1288] => 12 [1291] => terms [1292] => data [1293] => mining [1295] => knowledge [1296] => discovery [1299] => interchangeably [1300] => background [1301] => edit [1303] => manual [1304] => extraction [1306] => patterns [1308] => data [1310] => occurred [1312] => centuries [1313] => early [1314] => methods [1316] => identifying [1317] => patterns [1319] => data [1320] => include [1321] => bayes' [1322] => theorem [1323] => 1700s [1325] => regression [1326] => analysis [1327] => 1800s [1328] => 13 [1330] => proliferation [1331] => ubiquity [1333] => increasing [1334] => power [1336] => computer [1337] => technology [1339] => dramatically [1340] => increased [1341] => data [1342] => collection [1343] => storage [1345] => manipulation [1346] => ability [1348] => data [1349] => sets [1351] => grown [1353] => size [1355] => complexity [1356] => direct [1357] => hands-on [1358] => data [1359] => analysis [1361] => increasingly [1363] => augmented [1365] => indirect [1366] => automated [1367] => data [1368] => processing [1369] => aided [1372] => discoveries [1374] => computer [1375] => science [1376] => specially [1379] => field [1381] => machine [1382] => learning [1385] => neural [1386] => networks [1387] => cluster [1388] => analysis [1389] => genetic [1390] => algorithms [1391] => 1950s [1392] => decision [1393] => trees [1395] => decision [1396] => rules [1397] => 1960s [1399] => support [1400] => vector [1401] => machines [1402] => 1990s [1403] => data [1404] => mining [1407] => process [1409] => applying [1411] => methods [1414] => intention [1416] => uncovering [1417] => hidden [1418] => patterns [1419] => 14 [1421] => large [1422] => data [1423] => sets [1425] => bridges [1427] => gap [1429] => applied [1430] => statistics [1432] => artificial [1433] => intelligence [1436] => provide [1438] => mathematical [1439] => background [1441] => database [1442] => management [1444] => exploiting [1447] => data [1449] => stored [1451] => indexed [1453] => databases [1455] => execute [1457] => actual [1458] => learning [1460] => discovery [1461] => algorithms [1463] => efficiently [1464] => allowing [1466] => methods [1469] => applied [1471] => ever-larger [1472] => data [1473] => sets [1474] => process [1475] => edit [1477] => knowledge [1478] => discovery [1480] => databases [1481] => kdd [1482] => process [1484] => commonly [1485] => defined [1488] => stages [1489] => selection [1490] => pre-processing [1491] => transformation [1492] => data [1493] => mining [1494] => interpretation [1495] => evaluation [1496] => 5 [1498] => exists [1502] => variations [1505] => theme [1509] => cross-industry [1510] => standard [1511] => process [1513] => data [1514] => mining [1515] => crisp-dm [1517] => defines [1519] => phases [1520] => business [1521] => understanding [1522] => data [1523] => understanding [1524] => data [1525] => preparation [1526] => modeling [1527] => evaluation [1528] => deployment [1531] => simplified [1532] => process [1535] => 1 [1536] => pre-processing [1537] => 2 [1538] => data [1539] => mining [1541] => 3 [1542] => results [1543] => validation [1544] => polls [1545] => conducted [1547] => 2002 [1548] => 2004 [1549] => 2007 [1551] => 2014 [1552] => show [1555] => crisp-dm [1556] => methodology [1559] => leading [1560] => methodology [1563] => data [1564] => miners [1565] => 15 [1566] => 16 [1567] => 17 [1568] => 18 [1572] => data [1573] => mining [1574] => standard [1575] => named [1578] => polls [1580] => semma [1582] => 3 [1583] => 4 [1584] => times [1587] => people [1588] => reported [1590] => crisp-dm [1592] => teams [1594] => researchers [1596] => published [1597] => reviews [1599] => data [1600] => mining [1601] => process [1602] => models [1603] => 19 [1605] => azevedo [1607] => santos [1608] => conducted [1610] => comparison [1612] => crisp-dm [1614] => semma [1616] => 2008 [1617] => 20 [1618] => pre-processing [1619] => edit [1621] => data [1622] => mining [1623] => algorithms [1628] => target [1629] => data [1630] => set [1633] => assembled [1635] => data [1636] => mining [1639] => uncover [1640] => patterns [1642] => present [1645] => data [1647] => target [1648] => data [1649] => set [1652] => large [1657] => patterns [1659] => remaining [1660] => concise [1664] => mined [1667] => acceptable [1668] => time [1669] => limit [1671] => common [1672] => source [1674] => data [1677] => data [1678] => mart [1680] => data [1681] => warehouse [1682] => pre-processing [1684] => essential [1686] => analyze [1688] => multivariate [1689] => data [1690] => sets [1692] => data [1693] => mining [1695] => target [1696] => set [1699] => cleaned [1700] => data [1701] => cleaning [1702] => removes [1704] => observations [1706] => noise [1710] => missing [1711] => data [1712] => data [1713] => mining [1714] => edit [1715] => data [1716] => mining [1717] => involves [1719] => common [1720] => classes [1722] => tasks [1723] => 5 [1724] => anomaly [1725] => detection [1726] => outlier [1727] => change [1728] => deviation [1729] => detection [1731] => identification [1733] => unusual [1734] => data [1735] => records [1739] => interesting [1741] => data [1742] => errors [1744] => require [1746] => investigation [1747] => due [1752] => standard [1753] => range [1754] => association [1755] => rule [1756] => learning [1757] => dependency [1758] => modeling [1759] => searches [1761] => relationships [1763] => variables [1767] => supermarket [1769] => gather [1770] => data [1772] => customer [1773] => purchasing [1774] => habits [1776] => association [1777] => rule [1778] => learning [1780] => supermarket [1782] => determine [1784] => products [1786] => frequently [1787] => bought [1792] => information [1794] => marketing [1795] => purposes [1799] => referred [1802] => market [1803] => basket [1804] => analysis [1805] => clustering [1808] => task [1810] => discovering [1811] => groups [1813] => structures [1816] => data [1824] => similar [1828] => structures [1831] => data [1832] => classification [1835] => task [1837] => generalizing [1839] => structure [1841] => apply [1844] => data [1848] => e-mail [1849] => program [1851] => attempt [1853] => classify [1855] => e-mail [1857] => legitimate [1860] => spam [1861] => regression [1862] => attempts [1864] => find [1866] => function [1868] => models [1870] => data [1874] => error [1878] => estimating [1880] => relationships [1882] => data [1884] => datasets [1885] => summarization [1886] => providing [1889] => compact [1890] => representation [1893] => data [1894] => set [1895] => including [1896] => visualization [1898] => report [1899] => generation [1900] => results [1901] => validation [1902] => edit [1906] => data [1907] => produced [1909] => data [1910] => dredging [1913] => bot [1914] => operated [1916] => statistician [1917] => tyler [1918] => vigen [1919] => apparently [1920] => showing [1922] => close [1923] => link [1927] => word [1928] => winning [1930] => spelling [1931] => bee [1932] => competition [1935] => number [1937] => people [1940] => united [1941] => states [1942] => killed [1944] => venomous [1945] => spiders [1946] => data [1947] => mining [1949] => unintentionally [1951] => misused [1952] => producing [1953] => results [1958] => significant [1964] => predict [1965] => future [1966] => behavior [1970] => reproduced [1974] => sample [1976] => data [1978] => bearing [1984] => caused [1986] => investigating [1989] => hypotheses [1992] => performing [1993] => proper [1994] => statistical [1995] => hypothesis [1996] => testing [1998] => simple [1999] => version [2002] => problem [2004] => machine [2005] => learning [2009] => overfitting [2013] => problem [2015] => arise [2018] => phases [2021] => process [2025] => train [2026] => test [2027] => split [2029] => applicable [2035] => sufficient [2037] => prevent [2040] => happening [2041] => 21 [2043] => final [2044] => step [2046] => knowledge [2047] => discovery [2049] => data [2052] => verify [2055] => patterns [2056] => produced [2059] => data [2060] => mining [2061] => algorithms [2062] => occur [2065] => wider [2066] => data [2067] => set [2070] => patterns [2071] => found [2074] => algorithms [2076] => necessarily [2077] => valid [2080] => common [2082] => data [2083] => mining [2084] => algorithms [2086] => 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[2211] => evaluate [2213] => algorithm [2216] => roc [2217] => curves [2220] => learned [2221] => patterns [2224] => meet [2226] => desired [2227] => standards [2232] => re-evaluate [2234] => change [2236] => pre-processing [2238] => data [2239] => mining [2240] => steps [2243] => learned [2244] => patterns [2246] => meet [2248] => desired [2249] => standards [2252] => final [2253] => step [2256] => interpret [2258] => learned [2259] => patterns [2261] => turn [2264] => knowledge [2265] => research [2266] => edit [2268] => premier [2269] => professional [2270] => body [2273] => field [2276] => association [2278] => computing [2279] => machinery [2280] => 's [2281] => acm [2282] => special [2283] => interest [2284] => group [2285] => sig [2287] => knowledge [2288] => discovery [2290] => data [2291] => mining [2292] => sigkdd [2293] => 22 [2294] => 23 [2296] => 1989 [2298] => acm [2299] => sig [2301] => hosted [2303] => annual [2304] => international [2305] => conference [2307] => 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[2482] => model [2483] => markup [2484] => language [2485] => pmml [2489] => xml [2490] => -based [2491] => language [2492] => developed [2495] => data [2496] => mining [2497] => group [2498] => dmg [2500] => supported [2502] => exchange [2503] => format [2506] => data [2507] => mining [2508] => applications [2512] => suggests [2515] => covers [2516] => prediction [2517] => models [2520] => data [2521] => mining [2522] => task [2524] => high [2525] => importance [2527] => business [2528] => applications [2530] => extensions [2532] => cover [2535] => subspace [2536] => clustering [2539] => proposed [2540] => independently [2543] => dmg [2544] => 26 [2545] => notable [2547] => edit [2548] => main [2549] => article [2550] => examples [2552] => data [2553] => mining [2556] => category [2557] => applied [2558] => data [2559] => mining [2560] => data [2561] => mining [2567] => digital [2568] => data [2570] => notable [2571] => examples [2573] => data [2574] => mining [2577] => found [2579] 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[2679] => data [2680] => preparation [2682] => uncovers [2683] => information [2685] => patterns [2687] => compromise [2688] => confidentiality [2690] => privacy [2691] => obligations [2693] => common [2698] => occur [2701] => data [2702] => aggregation [2703] => data [2704] => aggregation [2705] => involves [2706] => combining [2707] => data [2709] => possibly [2712] => sources [2717] => facilitates [2718] => analysis [2723] => make [2724] => identification [2726] => private [2727] => individual-level [2728] => data [2729] => deducible [2732] => apparent [2733] => 31 [2737] => data [2738] => mining [2740] => se [2743] => result [2746] => preparation [2748] => data [2753] => purposes [2756] => analysis [2758] => threat [2761] => individual's [2762] => privacy [2765] => play [2768] => data [2770] => compiled [2773] => data [2774] => miner [2779] => access [2782] => newly [2783] => compiled [2784] => data [2785] => set [2790] => identify [2791] => specific [2792] => individuals [2796] => 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research [5318] => libraries [5319] => archived [5322] => original [5324] => 29 [5325] => november [5326] => 2014 [5327] => retrieved [5328] => 14 [5329] => november [5330] => 2014 [5331] => judge [5332] => grants [5333] => summary [5334] => judgment [5336] => favor [5338] => google [5339] => books [5341] => fair [5343] => victory [5344] => lexology [5346] => antonelli [5347] => law [5349] => 19 [5350] => november [5351] => 2013 [5352] => archived [5355] => original [5357] => 29 [5358] => november [5359] => 2014 [5360] => retrieved [5361] => 14 [5362] => november [5363] => 2014 [5365] => reading [5366] => edit [5367] => cabena [5368] => peter [5369] => hadjnian [5370] => pablo [5371] => stadler [5372] => rolf [5373] => verhees [5374] => jaap [5375] => zanasi [5376] => alessandro [5377] => 1997 [5378] => discovering [5379] => data [5380] => mining [5382] => concept [5384] => implementation [5385] => prentice [5386] => hall [5387] => isbn [5388] => 0-13-743980-6 [5389] => m [5390] => s [5391] => chen [5392] => j [5393] => han [5394] => p [5395] => s [5396] => yu [5397] => 1996 [5398] => data [5399] => mining [5401] => overview [5404] => database [5405] => perspective [5406] => archived [5407] => 2016-03-03 [5410] => wayback [5411] => machine [5412] => knowledge [5414] => data [5415] => engineering [5416] => ieee [5417] => transactions [5419] => 8 [5420] => 6 [5421] => 866 [5422] => 883 [5423] => feldman [5424] => ronen [5425] => sanger [5426] => james [5427] => 2007 [5429] => text [5430] => mining [5431] => handbook [5432] => cambridge [5433] => university [5434] => press [5435] => isbn [5436] => 978-0-521-83657-9 [5437] => guo [5438] => yike [5440] => grossman [5441] => robert [5442] => editors [5443] => 1999 [5444] => high [5445] => performance [5446] => data [5447] => mining [5448] => scaling [5449] => algorithms [5450] => applications [5452] => systems [5453] => kluwer [5454] => academic [5455] => publishers [5456] => han [5457] => jiawei [5458] => micheline [5459] => kamber [5461] => jian [5462] => pei [5463] => data [5464] => mining [5465] => concepts [5467] => techniques [5468] => morgan [5469] => kaufmann [5470] => 2006 [5471] => hastie [5472] => trevor [5473] => tibshirani [5474] => robert [5476] => friedman [5477] => jerome [5478] => 2001 [5480] => elements [5482] => statistical [5483] => learning [5484] => data [5485] => mining [5486] => inference [5488] => prediction [5489] => springer [5490] => isbn [5491] => 0-387-95284-5 [5492] => liu [5493] => bing [5494] => 2007 [5495] => 2011 [5496] => web [5497] => data [5498] => mining [5499] => exploring [5500] => hyperlinks [5501] => contents [5503] => usage [5504] => data [5505] => springer [5506] => isbn [5507] => 3-540-37881-2 [5508] => murphy [5509] => chris [5510] => 16 [5512] => 2011 [5514] => data [5515] => mining [5516] => free [5517] => speech [5518] => informationweek [5519] => 12 [5520] => nisbet [5521] => robert [5522] => elder [5523] => john [5524] => miner [5525] => gary [5526] => 2009 [5527] => handbook [5529] => statistical [5530] => analysis [5531] => data [5532] => mining [5533] => applications [5534] => academic [5535] => press [5536] => elsevier [5537] => isbn [5538] => 978-0-12-374765-5 [5539] => poncelet [5540] => pascal [5541] => masseglia [5542] => florent [5544] => teisseire [5545] => maguelonne [5546] => editors [5547] => october [5548] => 2007 [5549] => data [5550] => mining [5551] => patterns [5553] => methods [5555] => applications [5556] => information [5557] => science [5558] => reference [5559] => isbn [5560] => 978-1-59904-162-9 [5561] => tan [5562] => pang-ning [5563] => steinbach [5564] => michael [5566] => kumar [5567] => vipin [5568] => 2005 [5569] => introduction [5571] => data [5572] => mining [5573] => isbn [5574] => 0-321-32136-7 [5575] => theodoridis [5576] => sergios [5578] => koutroumbas [5579] => konstantinos [5580] => 2009 [5581] => pattern [5582] => recognition [5583] => 4th [5584] => edition [5585] => academic [5586] => press [5587] => isbn [5588] => 978-1-59749-272-0 [5589] => weiss [5590] => sholom [5591] => m [5593] => indurkhya [5594] => nitin [5595] => 1998 [5596] => predictive [5597] => data [5598] => mining [5599] => morgan [5600] => kaufmann [5601] => witten [5602] => ian [5603] => h [5604] => frank [5605] => eibe [5606] => hall [5607] => mark [5609] => 30 [5610] => january [5611] => 2011 [5612] => data [5613] => mining [5614] => practical [5615] => machine [5616] => learning [5617] => tools [5619] => techniques [5620] => 3 [5621] => ed [5622] => elsevier [5623] => isbn [5624] => 978-0-12-374856-0 [5627] => free [5628] => weka [5629] => software [5630] => ye [5631] => nong [5632] => 2003 [5634] => handbook [5636] => data [5637] => mining [5638] => mahwah [5639] => nj [5640] => lawrence [5641] => erlbaum [5642] => external [5643] => links [5644] => edit [5645] => wikimedia [5646] => commons [5648] => media [5649] => related [5651] => data [5652] => mining [5653] => v [5654] => t [5655] => e [5656] => data [5657] => acquisition [5658] => augmentation [5659] => analysis [5660] => anonymization [5661] => archaeology [5662] => big [5663] => cleansing [5664] => collection [5665] => compression [5666] => corruption [5667] => curation [5668] => deduplication [5669] => degradation [5670] => de-identification [5671] => ecosystem [5672] => editing [5673] => engineering [5674] => erasure [5675] => etl [5676] => elt [5677] => extract [5678] => transform [5679] => load [5680] => ethics [5681] => exhaust [5682] => exploration [5683] => farming [5684] => format [5685] => management [5686] => fusion [5687] => governance [5688] => cooperatives [5689] => infrastructure [5690] => integration [5691] => integrity [5692] => library [5693] => lineage [5694] => loss [5695] => management [5696] => meta [5697] => migration [5698] => mining [5699] => philanthropy [5700] => pre-processing [5701] => preservation [5702] => processing [5703] => protection [5704] => privacy [5705] => publishing [5706] => open [5707] => data [5708] => recovery [5709] => reduction [5710] => redundancy [5711] => re-identification [5712] => remanence [5713] => rescue [5714] => retention [5715] => quality [5716] => science [5717] => scraping [5718] => scrubbing [5719] => security [5720] => sharing [5721] => stewardship [5722] => storage [5723] => structure [5724] => synchronization [5725] => topological [5726] => data [5727] => analysis [5728] => type [5729] => validation [5730] => warehouse [5731] => wrangling [5732] => munging [5733] => v [5734] => t [5735] => e [5736] => data [5737] => warehouses [5738] => creating [5740] => data [5741] => warehouse [5742] => concepts [5743] => database [5744] => dimension [5745] => dimensional [5746] => modeling [5747] => fact [5748] => olap [5749] => star [5750] => schema [5751] => snowflake [5752] => schema [5753] => reverse [5754] => star [5755] => schema [5756] => aggregate [5757] => single [5758] => version [5761] => truth [5762] => variants [5763] => column-oriented [5764] => dbms [5765] => data [5766] => hub [5767] => data [5768] => mesh [5769] => ensemble [5770] => modeling [5771] => patterns [5772] => anchor [5773] => modeling [5774] => data [5775] => vault [5776] => modeling [5777] => focal [5778] => point [5779] => modeling [5780] => holap [5781] => molap [5782] => rolap [5783] => operational [5784] => data [5785] => store [5786] => elements [5787] => data [5788] => dictionary [5789] => metadata [5790] => data [5791] => mart [5792] => sixth [5793] => normal [5794] => form [5795] => surrogate [5796] => key [5797] => fact [5798] => fact [5799] => table [5800] => early-arriving [5801] => fact [5802] => measure [5803] => dimension [5804] => dimension [5805] => table [5806] => degenerate [5807] => slowly [5808] => changing [5809] => filling [5810] => extract [5811] => transform [5812] => load [5813] => etl [5814] => extract [5815] => load [5816] => transform [5817] => elt [5818] => extract [5819] => transform [5820] => load [5823] => data [5824] => warehouse [5825] => concepts [5826] => business [5827] => intelligence [5828] => dashboard [5829] => data [5830] => mining [5831] => decision [5832] => support [5833] => system [5834] => dss [5835] => olap [5836] => cube [5837] => data [5838] => warehouse [5839] => automation [5840] => languages [5841] => data [5842] => mining [5843] => extensions [5844] => dmx [5845] => multidimensional [5846] => expressions [5847] => mdx [5848] => xml [5850] => analysis [5851] => xmla [5852] => tools [5853] => business [5854] => intelligence [5855] => software [5856] => reporting [5857] => software [5858] => spreadsheet [5859] => related [5860] => people [5861] => bill [5862] => inmon [5863] => information [5864] => factory [5865] => ralph [5866] => kimball [5867] => enterprise [5868] => bus [5869] => dan [5870] => linstedt [5871] => products [5872] => comparison [5874] => olap [5875] => servers [5876] => data [5877] => warehousing [5878] => products [5881] => producers [5882] => v [5883] => t [5884] => e [5885] => computer [5886] => science [5887] => note [5889] => template [5890] => roughly [5893] => 2012 [5894] => acm [5895] => computing [5896] => classification [5897] => system [5898] => hardware [5899] => printed [5900] => circuit [5901] => board [5902] => peripheral [5903] => integrated [5904] => circuit [5905] => very-large-scale [5906] => integration [5907] => system [5910] => chip [5911] => soc [5912] => energy [5913] => consumption [5914] => green [5915] => computing [5916] => electronic [5917] => design [5918] => automation [5919] => hardware [5920] => acceleration [5921] => processor [5922] => size [5923] => form [5924] => computer [5925] => systems [5926] => organization [5927] => computer [5928] => architecture [5929] => computational [5930] => complexity [5931] => dependability [5932] => embedded [5933] => system [5934] => real-time [5935] => computing [5936] => networks [5937] => network [5938] => architecture [5939] => network [5940] => protocol [5941] => network [5942] => components [5943] => network [5944] => scheduler [5945] => network [5946] => performance [5947] => evaluation [5948] => network [5949] => service [5950] => software [5951] => organization [5952] => interpreter [5953] => middleware [5954] => virtual [5955] => machine [5956] => operating [5957] => system [5958] => software [5959] => quality [5960] => software [5961] => notations [5963] => tools [5964] => programming [5965] => paradigm [5966] => programming [5967] => language [5968] => compiler [5969] => domain-specific [5970] => language [5971] => modeling [5972] => language [5973] => software [5974] => framework [5975] => integrated [5976] => development [5977] => environment [5978] => software [5979] => configuration [5980] => management [5981] => software [5982] => library [5983] => software [5984] => repository [5985] => software [5986] => development [5987] => control [5988] => variable [5989] => software [5990] => development [5991] => process [5992] => requirements [5993] => analysis [5994] => software [5995] => design [5996] => software [5997] => construction [5998] => software [5999] => deployment [6000] => software [6001] => engineering [6002] => software [6003] => maintenance [6004] => programming [6005] => team [6006] => open-source [6007] => model [6008] => theory [6010] => computation [6011] => model [6013] => computation [6014] => stochastic [6015] => formal [6016] => language [6017] => automata [6018] => theory [6019] => computability [6020] => theory [6021] => computational [6022] => complexity [6023] => theory [6024] => logic [6025] => semantics [6026] => algorithms [6027] => algorithm [6028] => design [6029] => analysis [6031] => algorithms [6032] => algorithmic [6033] => efficiency [6034] => randomized [6035] => algorithm [6036] => computational [6037] => geometry [6038] => mathematics [6040] => computing [6041] => discrete [6042] => mathematics [6043] => probability [6044] => statistics [6045] => mathematical [6046] => software [6047] => information [6048] => theory [6049] => mathematical [6050] => analysis [6051] => numerical [6052] => analysis [6053] => theoretical [6054] => computer [6055] => science [6056] => information [6057] => systems [6058] => database [6059] => management [6060] => system [6061] => information [6062] => storage [6063] => systems [6064] => enterprise [6065] => information [6066] => system [6067] => social [6068] => information [6069] => systems [6070] => geographic [6071] => information [6072] => system [6073] => decision [6074] => support [6075] => system [6076] => process [6077] => control [6078] => system [6079] => multimedia [6080] => information [6081] => system [6082] => data [6083] => mining [6084] => digital [6085] => library [6086] => computing [6087] => platform [6088] => digital [6089] => marketing [6090] => world [6091] => wide [6092] => web [6093] => information [6094] => retrieval [6095] => security [6096] => cryptography [6097] => formal [6098] => methods [6099] => security [6100] => hacker [6101] => security [6102] => services [6103] => intrusion [6104] => detection [6105] => system [6106] => hardware [6107] => security [6108] => network [6109] => security [6110] => information [6111] => security [6112] => application [6113] => security [6114] => human [6115] => computer [6116] => interaction [6117] => interaction [6118] => design [6119] => augmented [6120] => reality [6121] => virtual [6122] => reality [6123] => social [6124] => computing [6125] => ubiquitous [6126] => computing [6127] => visualization [6128] => accessibility [6129] => concurrency [6130] => concurrent [6131] => computing [6132] => parallel [6133] => computing [6134] => distributed [6135] => computing [6136] => multithreading [6137] => multiprocessing [6138] => artificial [6139] => intelligence [6140] => natural [6141] => language [6142] => processing [6143] => knowledge [6144] => representation [6146] => reasoning [6147] => computer [6148] => vision [6149] => automated [6150] => planning [6152] => scheduling [6153] => search [6154] => methodology [6155] => control [6156] => method [6157] => philosophy [6159] => artificial [6160] => intelligence [6161] => distributed [6162] => artificial [6163] => intelligence [6164] => machine [6165] => learning [6166] => supervised [6167] => learning [6168] => unsupervised [6169] => learning [6170] => reinforcement [6171] => learning [6172] => multi-task [6173] => learning [6174] => cross-validation [6175] => graphics [6176] => animation [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] => 1293070616 [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] => 30 [6309] => 2025 [6311] => 14 [6312] => 07 [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...

4481


<?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