Iphaneli yeAluminiyam ehlanganisiweyo yabavelisi kunye nababoneleli eChina ukusukela ngo-2002 - iHenglicai ACP
Ulwimi
Iphaneli yeAluminiyam ehlanganisiweyo yabavelisi kunye nababoneleli eChina ukusukela ngo-2002 - iHenglicai ACP
Isetyenziselwa ntoni iACM?
I-ACM, okanye i-Associative Classification Mining, yindlela yokumbiwa kwedatha esebenzisa iindlela zokuhlela ukuhlalutya iisethi zedatha. I-ACM igxile ekufumaneni iipateni kunye neendlela kwiisethi zedatha kwaye isetyenziswa ngokuqhelekileyo kwimimandla yokufunda koomatshini, uhlalutyo lwedatha, kunye nobukrelekrele bokwenziwa.
Kule nqaku, siza kuhlolisisa ukuba i-ACM isetyenziselwa ntoni, kwaye idlala njani indima ebalulekileyo kwimigodi yedatha. Siza kujonga ngakumbi ezinye zezibonelelo eziphambili ezinikezelwa yile ndlela kwimibutho nakumashishini.
Yintoni i-ACM?
Njengoko kukhankanyiwe ngaphambili, i-ACM yindlela yokumbiwa kwedatha esetyenziselwa ukufumana iipateni ezifihliweyo kunye neendlela kwiiseti ezinkulu zedatha. Isebenzisa ubuchule bokuhlela ukwahlula iiseti zedatha ngokusekelwe kwiikhrayitheriya ezithile. Emva kokuba ihlelwe, i-ACM ingasetyenziselwa ukuchonga iipatheni ezifihliweyo kunye nobudlelwane phakathi kweeseti zedatha.
I-ACM bubuchule obutsha ngokwentelekiso kwimigodi yedatha kwaye ifumene ukuthandwa kwiminyaka yakutshanje ngenxa yokukwazi kwayo ukutyhila ubudlelwane obufihlakeleyo phakathi kweeseti zedatha. I-ACM yindlela yokufundisa emininzi edibanisa izinto zokufunda koomatshini, i-intelligence yokufakelwa, kunye nesayensi yekhompyutheni ukubonelela ngesixhobo esinamandla sokuhlalutya idatha.
1. Ukuphuhlisa iMithetho yoHlelo
Enye yeenzuzo eziphambili ze-ACM kukukwazi ukuphuhlisa imigaqo yokuhlelwa kweesethi zedatha. Le migaqo yokuhlela isetyenziselwa ukuchonga iipateni okanye iintsingiselo ezikhoyo kwiseti yedatha. Imithetho yokuhlela eyenziwa yi-ACM ingasetyenziselwa ukuchonga nokuhlalutya iiseti zedatha ezizayo.
Ngokuphuhlisa imigaqo echanekileyo yokuhlela, imibutho inokwenza izigqibo ezinolwazi malunga neeseti zabo zedatha. Oku ke, kunokubanceda ukuba bachonge imiba enokubakho okanye amathuba kwangethuba, kwaye bathathe amanyathelo okulungisa ngokukhawuleza.
2. Ukuchonga iiPatheni kunye neeMpawu
I-ACM iluncedo ekuchongeni iipateni kunye neendlela kwiisethi zedatha. Ezi patheni zingasetyenziselwa ukwenza uqikelelo malunga neeseti zedatha yexesha elizayo. I-ACM ingasetyenziselwa ukuchonga iipateni kwiiseti zedatha ezinkulu ezinokuphoswa okanye zingahoywa.
Ukuchonga iipateni kunye neendlela kwiiseti zedatha kubalulekile kuba inceda imibutho ukwenza izigqibo ezinolwazi malunga nedatha yabo. Ngokuchonga iipateni, imibutho inokuqokelela ulwazi malunga nokuziphatha kwabathengi, amanani abantu, kunye nezinye izinto eziphambili.
3. Ukunciphisa i-Data Overload
Enye ingxaki eqhelekileyo ejongene nemibutho eneedatha ezinkulu ngumthamo wedatha ekufuneka ihlalutywe. I-ACM inokunceda ukunciphisa ukugqithiswa kwedatha ngokucoca ngokusebenzisa iiseti ezinkulu zedatha kunye nokuchonga idatha efanelekileyo kakhulu.
Oku kunokugcina imibutho ixesha elibalulekileyo kunye nezibonelelo xa kuhlalutya iiseti ezinkulu zedatha. Ngokugxininisa kwiinkcukacha ezifanelekileyo kakhulu, imibutho inokwenza izigqibo ezinolwazi kwaye iqhubele phambili kunye nohlalutyo lwedatha ngokuzithemba okukhulu.
4. Ukuphucula uMgangatho weDatha
I-ACM nayo idlala indima ekuphuculeni umgangatho wedatha. Ngokuchonga iipateni ezifihliweyo kunye neendlela kwiisethi zedatha, i-ACM inokunceda imibutho ukuba ibone idatha engachanekanga, engagqibekanga okanye engahambelaniyo.
Oku, kunokunceda imibutho ukuba iphucule umgangatho wedatha yabo kwaye iqinisekise ukuba idatha yabo ichanekile kwaye ithembekile. Umgangatho wedatha ophuculweyo unokunceda imibutho ukuba yenze izigqibo ezinolwazi ngakumbi kwaye iphucule ukusebenza kwayo iyonke.
5. Ukuphucula iinkqubo zoShishino
Okokugqibela, i-ACM inokunceda imibutho ukuba yandise iinkqubo zayo zoshishino. Ngokuchonga iipateni ezifihliweyo kunye neendlela kwiisethi zedatha, i-ACM inokuchonga iindawo zokungasebenzi kakuhle kwintlangano.
Ngokuphucula iinkqubo zoshishino, imibutho inokunyusa imveliso, ukunciphisa iindleko kunye nokuphelisa ukungasebenzi kakuhle. I-ACM inokunceda imibutho ukuba ibone kwaye ijongane nemimandla yokungasebenzi kakuhle, kunye nokwandisa iinkqubo zabo zoshishino, okukhokelela ekunyuseni inzuzo kunye nokusebenza okuphuculweyo.
Ukuqukumbela
I-ACM sisixhobo esinamandla sokumbiwa kwedatha, ukubonelela ngemibutho ngolwazi kwiiseti zabo zedatha ezinokuphoswa ngenye indlela. Ngokuchonga iipatheni kunye neendlela, ukuphuhlisa imigaqo yokuhlelwa, ukunciphisa ukugqithiswa kwedatha, ukuphucula umgangatho wedatha, kunye nokuphucula iinkqubo zoshishino, i-ACM inokunceda imibutho ukuba yenze izigqibo ezinolwazi kunye nokuphucula ukusebenza kwayo yonke.
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