4.5.1.3 E hana oukou iho huahana

Hana ana i ko oukou mau huahana ua kiʻekiʻe-kamepiula, kiʻekiʻe-uku. Aka, ina e hana, e hiki mai ka maikaʻi manaʻo loop i mau hiʻohiʻona nō he mea noiʻi waiwai.

Lawe i ke kokoke loa i kahi o ka hana ana i ko oukou mau hoʻokolohua hookahi koe aku, kekahi noiʻi nae kukulu iho i ko lakou mau huahana. Keia mau huahana,ʻo komo, a laila e mālama e like meʻawa a no ia mea, a me na ano o ka hana noiʻi. No ka mea, laʻana, he hui o noiʻi ma ke Kulanui o Hawaii i hana mai MovieLens , i hoakaka ole, ole-kalepa hoʻopilikino Movie koi. MovieLens Ua hoʻohana noke mai 1997, a iloko o keia manawa 250.000 kakau mea hoʻohana i hoomakaukau oi aku mamua o 20 miliona Estate e pili ana i oi aku mamua o 30,000 kiʻiʻoniʻoni (Harper and Konstan 2015) . MovieLens Ua hoʻohana 'ia ka hana kaiāulu o nā mea hoʻohana i alakai kupanaha noiʻi HEN, mai hoao nohona nauka theories e pili ana i nā haʻawina o ke aupuni i ka waiwai (Beenen et al. 2004; Cosley et al. 2005; Chen et al. 2010; Ren et al. 2012) I kamaʻilio algorithmic hana nui loa ia i ka manaʻo paipai nenoai (Rashid et al. 2002; Drenner et al. 2006; Harper, Sen, and Frankowski 2007; Ekstrand et al. 2015) ; no ka mea, i piha manual ike Harper and Konstan (2015) . Nui o keia mau ho okolohua aole makou i hookahe hiki ole noiʻi me ke kina ole mana ma luna o ka maoli hana huahana.

Eia naʻe, hana ana i ko oukou mau huahana ua incredibly paʻakikī, a oukou e manao ai ia mea e like me e pili ana i ka hoʻomaka-up lehulehu: kiʻekiʻe-kamepiula, kiʻekiʻe-uku. Ina he holomua, i keia hoʻokokoke e kaumaha nui o ka mana e hele mai ana mai ka hana ana i ko oukou mau hoʻokolohua me ka realism a me ka i komo i hele mai, mai ka hana ana ma nei nenoai. Eia, ua kokoke loa i kahi mea potentially hiki ke hana i ka maikaʻi manaʻo loop kahi oi noiʻi hiki aku i ka maikai huahana i hiki aku ai i nui nā mea hoʻohana i hiki aku ai i oi noiʻi, a pela no (Kii 4.15). Ma kekahi olelo, koke ka maikaʻi manaʻo loop e keʻehi aku ai, noiʻi e loaa maʻalahi a me ka maʻalahi. I loko nō o ka Loaʻaʻia i lalo a hiki i keia hoʻokokoke mai, e hiki iaʻu ke loaa i na hoailona o ka pomaikai, i hoike pololei i ka paʻakikī ka mea, e hoʻopaʻi ana. Aka, i koʻu manaolana no i keia kou akamai, e lilo lakou i poe mea hiki e like me ka 'ike loea hou iaono? Ienoai. Keia mau hihia me okumu i ko oukou mau huina hoonui olelo e noiʻi ka poe i makemake e kū i ka huina hoonui, ua ikaika nui ae lakou e kiʻi mai ia hoa me ka poʻe, ke kumuhana au u ka hoʻoponopono 'e hiki mai ana.

Kii 4,15: Ina e hiki ana kukulu i ko oukou mau huina hoonui, mai ka maikaʻi manaʻo loop oukou e pono ai; noiʻi hiki aku i ka maikai huahana i hiki aku ai i nui nā mea hoʻohana i hiki aku ai i hiki hou noiʻi. Keia mau ano o ka maikaʻi manaʻo puka lou, he incredibly paʻakikī i ka hana, aka, ua hiki ai noiʻi i makemake ole ai e hiki ole ia. MovieLens , he laʻana o ka noiʻi papahana i loaʻaʻana i ka pili ana i ka maikaʻi manaʻo loop (Harper and Konstan 2015) .