aai知識(shí)發(fā)現(xiàn)和數(shù)據(jù)挖掘高級(jí)人工智能史忠植

第九章知識(shí)發(fā)現(xiàn)和數(shù)據(jù)挖掘數(shù)據(jù)挖掘工具M(jìn)SMiner

史忠植中科院計(jì)算所2023/7/171史忠植高級(jí)人工智能主要內(nèi)容研究背景MSMiner體系結(jié)構(gòu)元數(shù)據(jù)數(shù)據(jù)倉(cāng)庫(kù)平臺(tái)數(shù)據(jù)采掘集成工具2023/7/172史忠植高級(jí)人工智能典型的知識(shí)發(fā)現(xiàn)系統(tǒng)(3)SAS公司的SASEnterpriseMinerIBM公司的IntelligentMinerSolution公司的ClementineDataEngineDBMiner中科院計(jì)算技術(shù)研究所的MSMiner2023/7/173史忠植高級(jí)人工智能知瓣識(shí)飽發(fā)第現(xiàn)寫工薯具S印A感S傅(升1中)S遵A團(tuán)S公疊司秤的S掩A最S河E壩n漏t五e(cuò)射r艘p碰r識(shí)i鋤s坐e茅M叫i平n運(yùn)e萌r是勉一粱種廚通響用饑的拒數(shù)喇據(jù)挽挖總掘炎工伴具漆。鉗通廣過(guò)練收生集翻分伍析齡各貸種盲統(tǒng)譜計(jì)笑資艱料畜和達(dá)客醒戶否購(gòu)必買稠模宇式腫，S蹦A短S棕E債n既t換e駛r魚p廣r偉i咐s真e肉M脊i摩n球e柱r可堆以迫幫亦助畝您紀(jì)發(fā)螞現(xiàn)貪業(yè)丘務(wù)蠟的俊趨篇?jiǎng)蓦S，括解幸釋崇已冒知褲的腥事房誠(chéng)實(shí)仇，耐預(yù)赤測(cè)裹未蟻來(lái)徐的彈結(jié)占果燦，沉并牙識(shí)席別伶出壟完少成蹲任眾務(wù)縱所睡需甜的腰關(guān)那鍵嚷因型素爆，撞以胳實(shí)瞞現(xiàn)蝴增核加兔收綿入城、與降龍低熔成點(diǎn)本挑。2剝0甚2塵3規(guī)/賭7儲(chǔ)/姨1懼44史買忠菠植譯高聚級(jí)樹(shù)人噴工業(yè)智杠能知晶識(shí)淋發(fā)蘇現(xiàn)遷工鹿具S薯A擁S到(缸2輛)S河A鞋S古E緒n銜t芒e激r恒p搖r俱i結(jié)s摸e打M鈴i怖n楊e存r提敗供偶"怎抽銳樣箏-趙探莫索疤-欲轉(zhuǎn)向換忙-帳建會(huì)模任-盾評(píng)跨估飯"剖(S戀E秤M國(guó)M禾A茅)的私處芬理濃流間程挎。更數(shù)膽據(jù)誘挖蒙掘搞算球法政有芝：·畜聚棚類技分到析疊，S押O廣M射/吉K鬧O吃H風(fēng)O桌N袍E溫N神遼經(jīng)債網(wǎng)趟絡(luò)溝分夾類茄算爸法·刃關(guān)柱聯(lián)竊模輕式疲/太序累列唉模鞏式鑄分氣析·拋多造元辜回趁歸籃模凈型·植決畢策撕樹(shù)量模助型超(C適4警5棗,升C勸H糖A扛I賓D蝴,停C舍A賞R勻T漢)·神得經(jīng)延網(wǎng)裝絡(luò)奪模判型月(M彎L朱P付,維R稼B桌F漫)·S進(jìn)A鹽S銷/租S匆T川A居T，S季A轉(zhuǎn)S伐/懲E固T避S等柱模俘塊足提毒供涉的能統(tǒng)范計(jì)貴分粘析塵模諸型丑和猛時(shí)深間辛序怠列史分呆析情模緞型晃也花可隙嵌跨入古其城中腹。2址0椒2腫3寇/愚7慚/拼1南45史逃忠斯植育高愿級(jí)敘人簡(jiǎn)工趙智套能知艦識(shí)粉發(fā)衛(wèi)現(xiàn)辣工后具I狐n睛t天e設(shè)l桂l請(qǐng)i概g嘉e畝n崗t備M爐i欣n座e薦rI授B裁M公酸司射的I兩n胞t委e繼l債l祥i慮g跟e勺n啞t盜M震i庸n圾e府r具蒼有佳典口型伍數(shù)左據(jù)劉集榮自流動(dòng)墨生支成誦、汗關(guān)皇聯(lián)姥發(fā)凱現(xiàn)校、邊序垮列期規(guī)淹律岔發(fā)洋現(xiàn)報(bào)、鈴概續(xù)念姥性替分朽類枯和佳可勉視叢化墾顯監(jiān)示爺?shù)蕊埞υ\能潑。歉它畫可窩以驢自之動(dòng)執(zhí)實(shí)差現(xiàn)誼數(shù)稱據(jù)療選昏擇潛、糠數(shù)硬據(jù)四轉(zhuǎn)指換兵、菌數(shù)因據(jù)盲發(fā)府掘度和治結(jié)披果戲顯辱示哀?？萑糇袧L必肢要們，完對(duì)雀結(jié)鬼果封數(shù)溪據(jù)影集聞還匯可叨以瓜重滴復(fù)鉤這商一鐘過(guò)舍程偷，乞直穴至賣得蝦到機(jī)滿煤意子結(jié)錄果籮為亭止奶。2復(fù)0陷2散3矩/冊(cè)7揮/灑1洪46史凱忠?guī)舶Ц甙?jí)淋人焰工描智囑能知鳳識(shí)能發(fā)忽現(xiàn)敬工報(bào)具C毅l扛e芬m跑e飛n公t盲i俯n岡eS者o鮮l馳u勸t懼i羽o叛n公抽司液的C窗l(fā)忽e野m酸e未n宅t旦i基n童e提扛供孟了衰一加個(gè)租可須視魯化增的炎快適速卡建芽立典模拉型碗的脆環(huán)輪境撿。物它總由疤數(shù)英據(jù)傷獲春取威（D逼a徹t羽a澇A歌c貌c滴e土s雹s挺）麗、探傭查性（I嚴(yán)n降v說(shuō)e禿s打t燭i遇g敗a逝t靜e由）輝、整離理抽（M威a抗n概i翼p烏u拜l題a告t山i旦o零n辮）派、建齒模怪（M舞o膠d陷e獄l瘦i拜n訓(xùn)g纖）和敢報(bào)府告腿（R亞e泡p著o粗r患t晝i隊(duì)n廢g就）等創(chuàng)部麗分朝組晴成定。境都野使奇用滴一褲些學(xué)有階效谷、伍易箏用垂的缺按等鈕略表沈示脈，遵用噴戶慮只預(yù)需謝用隊(duì)鼠釋標(biāo)繼將翁這區(qū)些礎(chǔ)組笨件宮連起接逃起魄來(lái)謊建部立炭一圾個(gè)兇數(shù)隙據(jù)謀流錫，遍可泳視呢化頸的筑界束面撿使它得掃數(shù)呼據(jù)觀挖挎掘州更動(dòng)加鹽直攜觀錘交讀互紐奉，傅從釋而響可悉以索將紋用掛戶搏的雜商花業(yè)全知砍識(shí)托在仍每移一渣步珍中副更未好概的店利蕩用鐘。2挽0定2想3仿/權(quán)7膽/追1膛47史鞭忠護(hù)植鍵高愛(ài)級(jí)胳人免工遲智曲能數(shù)淺據(jù)烤挖椅掘邪工觀具蔬:公董用洞系除統(tǒng)M市L矩C參+拍+M今a耳t王l膨a泉bB路r昨u栗t逐e2編0兄2糖3執(zhí)/浪7萍/盜1困48史款忠算植聚高垃級(jí)笨人惱工韻智省能知秀識(shí)軍發(fā)尚現(xiàn)合工促具M(jìn)雄S瓦M(jìn)窮i滴n敏e稈r中絞科伍院拋計(jì)允算錢技噸術(shù)爹研氣究喜所濾智密能球信訪息外處額理殿開(kāi)技放磁實(shí)團(tuán)驗(yàn)上室野開(kāi)麻發(fā)票的M現(xiàn)S么M食i切n童e柿r是碌一樂(lè)種湖多茂策智略無(wú)知斧識(shí)傭發(fā)稠現(xiàn)厭平勉臺(tái)或，醋能阿夠源提逃供顫快禽捷驕有魔效鴉的閘數(shù)視據(jù)響挖忽掘剃解用決追方效案西，鑄提遮供引多征種父知狡識(shí)腹發(fā)脫現(xiàn)敘方糟法共。M罪S歲M逝i港n舉e確r具探有柏下俯列憶特阿點(diǎn)活：·東提蟻出甩了勉一頌種扁面谷向付對(duì)微象季的嫂元煎數(shù)某據(jù)浙結(jié)增構(gòu)困，·祖設(shè)娛計(jì)辮實(shí)婆現(xiàn)信了巧一范種爛簡(jiǎn)讀單朱但貍有鄭效批的億數(shù)番據(jù)程倉(cāng)揚(yáng)庫(kù)驢平拜臺(tái)·竿提否出城了茄一醫(yī)種拳面稅向宵對(duì)躺象耳的辱數(shù)這據(jù)洋挖萍掘環(huán)任頂務(wù)瞎模誕型·蕩設(shè)扶計(jì)誓了命一趙種慶可拒擴(kuò)青展種算雁法漢庫(kù)2麥0鄙2茅3淹/乞7冰/解1立49史逮忠屈植瓜高箏級(jí)口人政工價(jià)智分能數(shù)證據(jù)海倉(cāng)駐庫(kù)輕:特蜘征面猛向趨主竹題集巨成起性穩(wěn)黑定陷性隨善時(shí)獎(jiǎng)間規(guī)變勢(shì)化2硬0鍵2成3叮/艱7搜/研1搞41寄0史扣忠皆植愁高絹級(jí)刮人膜工密智么能數(shù)按據(jù)浸倉(cāng)見(jiàn)庫(kù)淘:O鞋L肥A負(fù)PM殃O息L該A闖PR恰O計(jì)L遙A但P2地0芹2榮3稅/旬7厭/酷1戶41數(shù)1史陣忠顆植丘高某級(jí)忠人氣工婚智譯能數(shù)授據(jù)副挖芬掘以和此數(shù)隙據(jù)喉倉(cāng)竊庫(kù)趨的及結(jié)約合數(shù)吊據(jù)揀倉(cāng)共庫(kù)辮為殘數(shù)濤據(jù)奪挖獄掘劫提蒙供昏經(jīng)墳良安好影處窯理零的踩數(shù)撥據(jù)甩源數(shù)大據(jù)赴挖霸掘冊(cè)為錦數(shù)幅據(jù)掌倉(cāng)饞庫(kù)仆提模供池深首層擦數(shù)靜據(jù)僚分網(wǎng)析澤手附段2禾0傍2百3敗/美7弱/抹1移41遙2史臭忠徹植劫高并級(jí)扶人勁工筆智拿能M甲S悄M陽(yáng)i刮n煎e(cuò)放r體腹系木結(jié)碼構(gòu)設(shè)荒計(jì)鎮(zhèn)目客標(biāo)賄：提促供橋快綿捷賤有悅效嗽的也數(shù)蚊據(jù)例挖齊掘連解拼決辰方先案眼。設(shè)親計(jì)宿要者求悲：開(kāi)副放譜性可并擴(kuò)和展勿性效確率易井用筍性2繪0慨2賢3尖/撐7劃/漏1捎41抱3史廟忠季植便高派級(jí)洋人董工下智浙能M革S星M還i胞n徐e條r體遞系綠結(jié)穿構(gòu)M幟S拜M撒i廉n伸e犬r體嫁系貨結(jié)弱構(gòu)頃示友意宇圖客隔戶堂端服侍務(wù)攤器震端元狐數(shù)楚據(jù)德模媽塊執(zhí)閉行勸數(shù)劇據(jù)膏采仙掘鵲任沉務(wù)編遵輯示數(shù)游據(jù)鞠采旋掘恨任俗務(wù)數(shù)肌據(jù)趴采尸掘棗集勻成擊工迎具數(shù)膏據(jù)夜抽辱取把和恥集載成主瞞題假組惑織OLAP可視化數(shù)望據(jù)束倉(cāng)禿庫(kù)渾管搞理孩器數(shù)箏據(jù)抱倉(cāng)江庫(kù)O買L計(jì)E窄D鵝B得f顆o葉r鏟O首D從B炒C2票0凱2飼3獲/局7盲/害1回41該4史雙忠掉植金高齒級(jí)奪人耍工汁智剝能元名數(shù)商據(jù)序的罪內(nèi)風(fēng)容關(guān)惑于近外譽(yù)部盟數(shù)環(huán)據(jù)橋源茫的關(guān)舅于騾內(nèi)閃部省數(shù)四據(jù)像的忙（驚包距括公數(shù)映據(jù)芝庫(kù)槳、摘表削、售字你段掀的熄信習(xí)息賄）關(guān)講于春數(shù)嗚據(jù)扁倉(cāng)陸庫(kù)丟的振（起包會(huì)括仙事嚇實(shí)迎表鋼、視維冰表喂、燈立欄方寨以化及孩其等它河的內(nèi)中皆間概表槽）關(guān)封于羽用絹戶噴信字息世的數(shù)蛾據(jù)線采適掘撕算測(cè)法（罰包溜括隙算產(chǎn)法愧的符參淘數(shù)疊信胖息愁）關(guān)章于為采插掘屈任渣務(wù)獎(jiǎng)的江（克包方括倒采忌掘拌步受驟掀、擁每頁(yè)個(gè)音步避驟勸的灘所聰用翅的答參勸數(shù)擋）2嶼0殲2崖3燃/磨7忽/觸1焦41宏5史譜忠科植瞞高姑級(jí)徹人敘工梢智辯能元室數(shù)揚(yáng)據(jù)塘：元憤數(shù)普據(jù)持庫(kù)2固0犯2戶3罵/打7撞/四1畢41稱6史懇忠腦植款高績(jī)級(jí)難人芹工暢智此能元努數(shù)感據(jù)淹：元純數(shù)插據(jù)烘對(duì)揪象唉模杰型設(shè)何計(jì)捐思罵路一城致賢性完役備姻性易打維黨護(hù)歸性2悶0千2框3籠/椅7觸/往1蒸41蹄7史輸忠庭植框高何級(jí)薄人貴工毫智民能元錯(cuò)數(shù)職據(jù)紗是層然次話的嵌樓套馬的封傳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