數(shù)據(jù)倉庫與數(shù)據(jù)挖掘簡介

數(shù)據(jù)倉庫與數(shù)據(jù)挖掘

DataWarehouseandDataMining數(shù)據(jù)倉庫與數(shù)據(jù)挖掘動機：為什么要進行數(shù)據(jù)挖掘數(shù)據(jù)挖掘的步驟數(shù)據(jù)挖掘在什么數(shù)據(jù)上進行數(shù)據(jù)挖掘功能和分類一些新的研究方向2動機：需要是發(fā)明之母數(shù)據(jù)爆炸問題自動的數(shù)據(jù)收集工具和成熟的數(shù)據(jù)庫技術(shù)導(dǎo)致大量數(shù)據(jù)存放在數(shù)據(jù)庫、數(shù)據(jù)倉庫和其它信息存儲器中我們正被數(shù)據(jù)淹沒，但卻缺乏知識解決辦法：數(shù)據(jù)倉庫與數(shù)據(jù)挖掘數(shù)據(jù)倉庫與聯(lián)機分析處理（OLAP）從大型數(shù)據(jù)庫的數(shù)據(jù)中提取有趣的知識（規(guī)則，規(guī)律性，模式，限制等）3什歇么施是伙數(shù)們據(jù)裝挖軋掘數(shù)桶據(jù)場挖嫂掘弊（申數(shù)汁據(jù)秒庫骨中她知鋪識少發(fā)墻現(xiàn)盈）從眨大勒型急數(shù)饅據(jù)疊庫遵中暮提量取詳有誼趣啊的翁（非加平總凡勁的斷、憲蘊絡(luò)涵志的介、劫先版前薪未剛知要的煌且峰是蜻潛攤在叨有蔥用貓的怕）信控息組或踩模蓬式其兩它走名裳稱數(shù)未據(jù)段庫重中摩知檔識槳發(fā)波現(xiàn)熔（鏟挖乖掘茶）苦（龜K容n然o優(yōu)w旦l仔e法d克g鹽e柳d狼i篩s障c赴o煩v怎e遼r程y受i苦n撐d胖a喇t霞a適b針a走s據(jù)e悅s煮,產(chǎn)K死D椒D辭）涉，飲知琴識妨提墾取罩（醉k我n蛾o賄w想l繼e以d當(dāng)g霜e酸e裝x滔t藏r圾a斧c騎t概i割o袍n魯）路，符數(shù)載據(jù)喊/療模倆式互分扎析硬（僑d悉a鑄t近a鬼/依p營a脂t諷t掃e稀r迅n厲a虛n望a騾l庫y肉s窄i律s愈）泥，蠅數(shù)疼據(jù)得考丈古否（授d田a其t乖a烘a牛r果c秤h孫e元o病l罰o液g控y頁）陷，敏數(shù)搏據(jù)逢捕銷撈已（羨d摸a虧t妻a和d疤r煤e德d蜓g合i宮n促g畢）凡，墾信想息禍?zhǔn)蘸螳@伏（第i仔n語f嗽o離r袖m慕a箏t屠i鹿o進n棍h仔a階r扭v搏e蘆s抬t元i這n亮g柄）兼，享商擺務(wù)外智瞧能鈴（絹b格u毯s稼i著n趴e儀s蠅s溝i膜n岸t理e胡l常l尖i克g較e采n茶c張e蔑）乓等4數(shù)采據(jù)勿挖續(xù)掘余可演能凈的拿應(yīng)漁用數(shù)散據(jù)綁庫押分兇析宇和伐決犁策調(diào)支宴持市許場軋分愿析洲和澤管角理齊：離針笨對鄰銷梨售罷（怎t挑a抖r寄g旱e嘉t且m荒a愈r戀k特e屋t模i辨n艦g辮）其，紅顧助客托關(guān)浮系吵管過理薯，坐購臭物阻籃凈分炭析作，染交池叉劈燕銷譽售抗（敢c伶r葡o承s究s挑s展e隸l盈l耍i例n俱g終）益，字市玩場饒分太割轎（聰m呆a抹r嗚k鋼e倚t鉛s堵e糊g狼m饑e孤n耽t亡a績t碎i猜o既n董）風(fēng)丈險培分命析胸與狀管選理抗：洋預(yù)鎮(zhèn)測溉，追顧裂客妄關(guān)剪系節(jié)，芹改脫進蕩保賀險棋，拘質(zhì)田量嗚控裹制廊，菌競獅爭屢能表力借分句析欺粱騙泛檢款測月與害管歪理5數(shù)泊據(jù)勞挖曬掘許可剃能繭的欺應(yīng)披用其卸它抵應(yīng)億用文揀本骨挖斗掘寺（扯新停聞驗組賄、姨e傍m泄a犯i燭l仇、不文磨檔考資斧料投）流貌數(shù)兄據(jù)花挖咐掘類（撥S影t燃r柜e腿a豪m(xù)憐d睜a勸t奪a扯m健i處n泉i斥n遣g扶）W飲e枝b禍挖洋掘D軟N疊A首數(shù)則據(jù)雪分燙析6數(shù)帖據(jù)摟倉恥庫粒與晚數(shù)坦據(jù)可挖銷掘動鬼機殖：鞏為洞什樂么胳要浸進宅行繁數(shù)傲據(jù)暮挖滾掘數(shù)借據(jù)帆挖填掘帖的置步蓬驟數(shù)瓦據(jù)離挖巧掘躬在飄什住么帥數(shù)驅(qū)據(jù)承上賓進芬行數(shù)鐮據(jù)會挖記掘咬功門能餡和擺分桶類一飲些區(qū)新浙的鞠研錘究并方弟向7數(shù)杯據(jù)勵挖勿掘橡的劫過脾程數(shù)良據(jù)梯挖菠掘境：塵K王D祖D塑的岸核壺心數(shù)據(jù)清理數(shù)據(jù)集成數(shù)據(jù)倉庫知識任務(wù)相關(guān)數(shù)據(jù)選擇數(shù)據(jù)挖掘模式評估8數(shù)房誠據(jù)嘆挖套掘損的那過孝程數(shù)既據(jù)沫挖竟掘曾：同K英D苦D撇的間核杰心數(shù)據(jù)挖掘與任務(wù)相關(guān)的數(shù)據(jù)知識種類領(lǐng)域知識興趣度量和閾值表示9K朗D幻玉D修的靈步猶驟學(xué)掩習(xí)云應(yīng)詠用尸領(lǐng)輪域相盟關(guān)泊的懲先弟驗襲知墻識臺和鼓應(yīng)辱用住的仍目統(tǒng)標(biāo)創(chuàng)泳建突目習(xí)標(biāo)欄數(shù)玩據(jù)小集漿：戲數(shù)閱據(jù)燈選放擇數(shù)垂據(jù)瞎清羊理輸和俊預(yù)烤處氣理妄（償可藝能穴占選全酬部瓦工厭作唯的六6迫0咸%重!茅）數(shù)茄據(jù)叉歸噴約鍬與句變符換發(fā)虹現(xiàn)艇有矛用餓的綿特簽征員，望維罵/宣變敗量添歸私約畝，李不兵變?nèi)α烤镜倪f表禮示選梳擇循數(shù)托據(jù)渴挖傅掘偽函煮數(shù)匯行總哭，駝分欣類是，?；仄諝w細(xì)，紅關(guān)瘡聯(lián)壘，榮聚游類1檢0K趕D觀D透的末步字驟選啟擇之挖黃掘牧算翅法數(shù)旦據(jù)意挖玻掘朽：中搜寒索叛有張趣原的歉模縫式?？苁骄u胞估看和囑知墻識應(yīng)表束示可樹視乓化芝，僚變棟換蒸，科刪寺除黨冗仁余乳模諒式正，煮等發(fā)夸現(xiàn)評知劣識采的絡(luò)使律用1糕1典攪型但的豬數(shù)擁據(jù)魄挖第掘膀系螞統(tǒng)蒸結(jié)雀構(gòu)知鞋識尺庫圖形用戶界面模式評估數(shù)據(jù)挖掘引擎數(shù)據(jù)庫或數(shù)據(jù)倉庫服務(wù)器數(shù)據(jù)庫數(shù)據(jù)倉庫過濾數(shù)據(jù)清洗和集成1丸2數(shù)灶據(jù)堪倉全庫賓與噸數(shù)番據(jù)尺挖縮慧掘動媽機轉(zhuǎn)：偶為挽什至么兄要猴進釀行街?jǐn)?shù)著據(jù)偽挖染掘數(shù)道據(jù)嗓挖漫掘縮慧的頸步兄驟數(shù)欠據(jù)膠挖最掘喜在餅什幣么聯(lián)數(shù)生據(jù)悉上袍進沿行數(shù)備據(jù)烏挖檔掘站功慶能閱和振分次類一罷些速新根的灘研飄究徑方沉向1駱3數(shù)驚據(jù)盼挖杰掘譯在惠什砌么耀數(shù)族據(jù)把上余進冶行平攤面楊文澡件關(guān)眠系損數(shù)吃據(jù)沈庫包燦括福面讓向稍對劈燕象撥和譜對滋象工-再關(guān)畢系劍數(shù)助據(jù)趟庫事尿務(wù)內(nèi)（消交璃易顫）縱數(shù)炮據(jù)察庫異燒種訓(xùn)數(shù)潤據(jù)咐庫晚和防遺漸產(chǎn)闊數(shù)播據(jù)領(lǐng)庫1抱4數(shù)嚼據(jù)院挖懷掘加在椅什邊么臨數(shù)齡據(jù)惕上爸進膏行數(shù)哈據(jù)面?zhèn)}旦庫數(shù)據(jù)源清洗、裝載、轉(zhuǎn)換、集成數(shù)據(jù)倉庫查詢及分析工具客戶1扮5數(shù)彈據(jù)駱挖罩掘異在倒什單么帆數(shù)遮據(jù)慎上需進萬行數(shù)晴據(jù)低倉蹲庫數(shù)據(jù)源數(shù)據(jù)挖掘文件數(shù)據(jù)庫數(shù)據(jù)倉庫網(wǎng)頁…娛…1攏6數(shù)血據(jù)忘挖告掘盜在桂什果么陷數(shù)纏據(jù)境上鉤進戀行數(shù)國據(jù)激倉國庫查詢/報表分析數(shù)據(jù)挖掘輸出OLAPserverOLAPserver監(jiān)控管理數(shù)據(jù)倉庫數(shù)據(jù)集市元數(shù)據(jù)存儲清洗裝載轉(zhuǎn)換集成操作型數(shù)據(jù)庫外部數(shù)據(jù)源T土o捏p舊t爐i街e盒r捷:前爹端刃工末具M帽i癥d群d榴l奪e釀t難i埋e褲r案:O漆L膠A屠P貴s住e技r暈v飛e而rB輕o察t才t蔬o基m稼t得i聰e綠r孤:數(shù)肉據(jù)鳳倉街庫s伶e作r摧v認(rèn)e波r數(shù)刺據(jù)1賓7數(shù)駱據(jù)勢挖導(dǎo)掘細(xì)在肚什徑么識數(shù)微據(jù)芳上輝進壞行多您媒雕體僅數(shù)匠據(jù)域庫空循間澆數(shù)荒據(jù)事庫1業(yè)8數(shù)涌據(jù)儲挖夠掘貨在判什屋么鵝數(shù)哄據(jù)買上桿進朗行時踏間漢序矛列陪數(shù)座據(jù)齡庫1治9數(shù)高據(jù)普挖舉掘廣在君什檢么摸數(shù)季據(jù)禾上架進歷行文培本渣數(shù)槳據(jù)骨庫2迅0數(shù)垮據(jù)文倉傳庫娃與膜數(shù)陜據(jù)續(xù)挖狼掘動北機杰：見為成什胃么彼要京進鼻行紗數(shù)仿?lián)鐾谇凭驍?shù)芒據(jù)圖挖團掘巧的內(nèi)步敗驟數(shù)相據(jù)扎挖孟掘銅在洗什宅么炸數(shù)謹(jǐn)據(jù)爆上伙進序行數(shù)傘據(jù)狹挖譽掘樹功昆能漲和友分擁類一般些害新充的角研福究符方航向2濁1數(shù)權(quán)據(jù)半挖社掘障的語功登能概體念維描撐述侮：獅特蛋征坡和爬區(qū)畢分概牧化哀，界匯怖總再，陡比遙較風(fēng)數(shù)脊據(jù)舍特額征敬，工如鏡干擦燥倒和奔潮潛濕剃的河地病區(qū)關(guān)較聯(lián)齡（糾相認(rèn)關(guān)刑和代因沸果疊關(guān)覆系久）多搜維虛和優(yōu)單趴維賓關(guān)弄聯(lián)a翅g融e(X,釘“貫2苗0帽.耐.悲2嫁9逢”燦)渣^i嘗n喇c唉o砌m魔e(X,愧“袖2估0羊.均.諷2商9恨K瓶”警)b另u宮y口s(X,櫻“猜P蹲C屬”磨)隊[s芝u砍p虧p寫o用r漂t=存2稍%丸,c麥o來n果f飄i處d逢e單n被c廁e=散6部0沉%照]c鞭o仆n劈燕t濱a者i震n事s(T,乓“貸c拒o郊m客p假u禽t堵e狠r濫”澤)c卵o銳n爆t鵲a蛾i組n牽s(T,題“刊s湖o腫f犯t洞w蒸a治r夠e魂”賭)位[s險u棵p墻p立o鋼r詢t=這1音%葡,c用o梯n防f熔i媽d踢e亦n甘c觸e=倡7滅5錘%蜘]2廟2數(shù)繼據(jù)紋挖峰掘驗的戰(zhàn)功化能分釣類顧和餡預(yù)宮測找餅出羽描證述涂和男識況別朽類輸或若概芬念箱的機模擦型篩（箏函談數(shù)啦）烘，定用嗽于怎將站來腔的丹預(yù)據(jù)測例睡如迫根曠據(jù)膛氣昆候胳對撿國礦家陷分掏類凍，誓或兄根舌據(jù)挎單冬位爪里蒸程匯的銀耗女油圓量柳對辛汽飯車儀分踐類表役示普：你決災(zāi)策場樹壤（測d掙e雹c販i持s提i態(tài)o組n該-甲t辭r里e握e棕）裁，供分寧類亭規(guī)誰則鐘，聾神濫經(jīng)型元宣網(wǎng)施絡(luò)預(yù)枕測身：蠶預(yù)野測今某萬些代未腔知第或聞遺搜漏乓的認(rèn)數(shù)越值2壇3數(shù)題據(jù)配挖捕掘雹的伏功遷能聚戚類便分諒析類凡標(biāo)貴號錦（渡C簡l濫a朵s仆s烘l貓a楊b慶e美l慢）蟲未翅知攀：有對納數(shù)襯據(jù)肌分聚組倚，昂形搞成洞新和的陵類垮。得例峽如規(guī)，洗對沒房栽屋零分活類徑，敗找代出狂分氣布妄模弱式聚勺類盈原摟則毒：禿最姑大既化通類疊內(nèi)著的榆相逃似勵性鋼，現(xiàn)最隊小竭化岸類摘間高的趙相糊似芹性2邊4數(shù)巖據(jù)腥挖雁掘暈的柳功夫能孤尚立肅點言（諒O父u毫t惑l會i難e體r袋）茅分給析孤眉立假點疤：詠一蔥個匠數(shù)添據(jù)揀對件象下，珍與朝數(shù)綢據(jù)久的押一芒般每行蚊為汽不圖一歸致孤巾立促點樹可硬以膠被襯視甜為阻例益外慢，譯但需對嘴于鄙欺微騙塘檢省測某和薯罕關(guān)見簡事窩件晚分叫析狼，匯它駁是衣相騰當(dāng)界有暴用栗的趨洽勢搞和趕演養(yǎng)變蜻分層析趨鍬勢昆和鐮偏仔離班：般回淋歸劑分滴析序遞列窩模宿式午挖蘆掘蔬，溪周涉期屢性酒分泊析基假于老相樂似厭的盒分湯析其庫它利基禽于咬模瞞式輝或連統(tǒng)絞計領(lǐng)的禍分匙析2競5數(shù)塔據(jù)抬挖搖掘栽：嚷多細(xì)學(xué)魔科窗交爬叉數(shù)據(jù)庫機器學(xué)習(xí)統(tǒng)計分析可視化其它高性能計算信息檢索D致a針t從aM怕i馳n廉i飄n教g2岔6數(shù)倍據(jù)誤挖慶掘葵的四分旬類一躲般短功平能描食述頂式饒數(shù)漿據(jù)脊挖館掘預(yù)睡測鹽式煤數(shù)戶據(jù)蠻挖頂掘不斑同共的薦角牛度哥、次不趟同掠的詞分澇類待享挖睜掘粉的滑數(shù)愁據(jù)惰庫肅類族型待株發(fā)撤現(xiàn)儲的熔知衡識流類膛型所鋒用查的炊技瓣術(shù)駱類頑型所然適塑合障的州應(yīng)標(biāo)用每類潤型2闖7數(shù)曉據(jù)鍬挖念掘做從星不橡同律角脂度昆的羽分淡類2爺8數(shù)亦據(jù)頑挖倚掘嚴(yán)從沸不眠同幫角霉度白的添分壇類所胖用譜技振術(shù)面僵向總數(shù)迅據(jù)隙庫螞的植、墨數(shù)鋪據(jù)針倉薪庫缸（劣O辛L皮A擦P霉）弟、角機貞器悶學(xué)覽習(xí)姐、筍統(tǒng)算計么學(xué)帝、南可砍視姜化昆、胳神濤經(jīng)食網(wǎng)石絡(luò)身等適亭合梢的唉應(yīng)障用零評售悉、鳴電初訊材、覽銀現(xiàn)行蛾、展欺湖騙談分問析全、電D擇N勿A尋挖近掘信、耐股投票伴市竄場紗分鳴析爹、欲W為e最b廁挖藝掘引、帆W每e蔽b共日昆志包分霜析迫等2憐9數(shù)縮慧據(jù)亭倉方庫拆與萍數(shù)灰據(jù)瞧挖婆掘動慢機減：廢為廁什加么筒要忘進靠行備數(shù)膊據(jù)韻挖適掘數(shù)艙據(jù)蓄挖巖掘砍的續(xù)步萬驟數(shù)框據(jù)腳挖銅掘贈在航什凱么捐數(shù)桂據(jù)喘上隨進雁行數(shù)再據(jù)錫挖捕掘筆功護能部和垮分劑類一爹些械新全的喂研浩究滾方當(dāng)向3識0W地e遮b闊挖璃掘W箱e宴b甚M科i奮n充i悉n寧gW哄e趨b假U印s蜜a蝕g糞e蘋M虧i遮n蠢i拉n服gA際g東e房誠n怎t腿B欲a閘s卷e袍d痰A(chǔ)摟p妹p猛r蔬o脹a蜜c惜hD殊a繼t才a忌b無a幼s角e惱A鼻p答p蘇r陰o忙a示c炭h智拌能惕查悉詢信帆息矩過比濾疫/屆分曉類個娛性球化何W帶e框b多付層豬次澤數(shù)湊據(jù)錫庫W寨e破b蟲查喉詢旱系放統(tǒng)預(yù)粒處獸理事光務(wù)墊標(biāo)繁識模腦式猜發(fā)瓦現(xiàn)模避式朋分話析W冷e扎b概S旋t強r勿u用c乞t郵u廣r唯e咱M案i麥n辨i點n睡gW成e微b徑C負(fù)o害n爽t稱e昏n掏t巷M如i漿n餅i即n金g3鹽1W集e蟻b檔使誘用伍挖覆掘W乏e脆b照U揮s淹a界g短e必M崇i薯n佳i至n溝g謹(jǐn)是籮在炕W餓e蓬b柏數(shù)竭據(jù)旱存哪儲就地擠中高應(yīng)炮用拍數(shù)皆據(jù)草挖烤掘折技夸術(shù)煎抽避取掉使杠用抬模僅式東的土方裁法數(shù)商據(jù)俯預(yù)考處練理用旬戶酒使僑用螞頁識面腔關(guān)枝聯(lián)魂、嚼用耕戶叛分鐮類科、辱用站戶奏聚為類壺、焰…應(yīng)巴用個征性麥化站母點耍改沾進…嘆…3般2文幅本念挖醉掘文臉本鞠挖挽掘汁=促數(shù)招據(jù)成挖憐掘鞏（距應(yīng)參用滾于奮文綢本徑存雨儲渠地梢）仍+碧基痕本隆語獎言五學(xué)文泰本散預(yù)潛處削理（秧無杜結(jié)繳構(gòu)測數(shù)尖據(jù)樸結(jié)哈構(gòu)合化萄）詞鵝法質(zhì)/烤語展義響分盈析特決征類生睛成B秒a齒g溝o悠f舅W解o名r乓d科s特盛征哪選摸擇頻傾度虧、握T魄F糖I鐘D伏F洽、萍共透現(xiàn)決等數(shù)繞據(jù)箱挖梁掘文猴本宋分形類迅、榜聚哨類帝等分字析菠結(jié)撕果文本文本預(yù)處理文本轉(zhuǎn)換特征選擇數(shù)據(jù)挖掘解釋3鉆3觀被點叫、押情偏感鴿挖掘觀毒點林挖質(zhì)掘滅（峽O餡p尸i診n桌i稱o有n裁M槍i地n區(qū)i獻(xiàn)n朵g暗）粥是仆一型種外從芹論濃壇鹿、跑討曠論荒組隨、距新挪聞恒組臂、鉤博胸客杯等啄用噸戶來產(chǎn)警生腰的魯內(nèi)飾容劑中群挖務(wù)掘墳其此表賢達(dá)叉觀狼點毫的攪技敲術(shù)鉆。文念本砍挖景掘稅與故觀普點斜挖遵掘約（鴉事沈?qū)嵙?xí)與叫觀輪點奧）文賴本看挖黃掘欺關(guān)咬注原事炊實括，尋觀熱點掘挖么掘都關(guān)躺注弱用紹戶絹對腥事往實腿所賺持云的裳觀拴點濕；事窗實匪是串客賽觀重的尖，抽觀觸點陪是撐主遣觀往的到；事辨實舊只友有召一含個役，鑼觀碼點翅卻怎各地不損相尚同幅。應(yīng)嘆用商薯務(wù)甜、辦網(wǎng)較絡(luò)棚輿買情龜、踏…躁…3配4數(shù)挖據(jù)嚼流場挖跟掘性柴質(zhì)連遣續(xù)賭性同：省數(shù)眉據(jù)桿流認(rèn)是寸連火續(xù)節(jié)到戲達(dá)掛的無帽序杜性鄉(xiāng)豐：除系姻統(tǒng)搭無剖法魂控浮制抬數(shù)島據(jù)毯到弱達(dá)蝦的遞順擱序無稠界尖性稱：清數(shù)陸據(jù)馬流放原躺則委上器是插無景限御大眼的實套時憤性奴：誦要豎求蝦算泥法撿能金夠阻實拿時藍(lán)地怠反猜映松模敵式岸變殺化3排5數(shù)躲據(jù)昌流村挖失掘性浪質(zhì)傳君統(tǒng)升的障數(shù)煤據(jù)拒挖細(xì)掘數(shù)據(jù)庫