5.2.3 Panina

Kanaka hou a mau hiʻohiʻona nō ia oukou, e loaa i ke tausani noiʻi kōkua ma ke.

Kanaka hou a hana hui pu iho la ka hana ana o na mea he nui non-mākaukau e hoʻoponopono i oluolu-hana-nui-unahiʻole, i pilikia i hiki wawe Hoʻoponopono 'ia e kamepiula' ē aʻe. Lakou e hoʻohana i ka mahae-pili-hui pu iho kou akamai, e uhai i ka nui pilikia i hailona o ka noonoo ole anakahi iki-hana i hiki ke Hoʻoponopono 'ia e kanaka me ka hana kūikawā Hawaiʻi. Lua o ka hanauna kanaka hou a nenoai hoi ho mīkini aʻoʻana, i mea e listen i ke kanaka ke kākoʻo 'ana.

Ma ka lawelawe noiʻi, kanaka hou a hana, he loa ia e hoʻohana i ka wahi, i hiki noiʻi makemake kahi e classify, Kanawai, ai ole ia, ae 'ia nā kiʻi, video, a me nā haʻawina. He mau Mea Maluna poe i pau ole; ka mea, ua i ka maka pono no ka noiʻi. No ka mea, laʻana, i ka ahakanaka, coding o ka pili manifestos hiki ke hoʻohana 'ia e hoao theories e pili ana i na dynamics o ka noonoo ana i ka neʻekau.

I mea e hou kukulu i kou kilo, Papa 5.1 hoʻolako nā examples o ka kanaka hou a ua hoʻohanaʻia i loko o ka lawelawe noiʻi. Keia papa hōʻike ia, e like Galaxy Zoo, he nui na kanaka hou a hana hoʻohana anakahi iki-hana ka hana aha kanaka (e like me, Amazon Mechanical Tureke). I e hoi hou aku ai i keia kahe o ka hou aku i komo ways i ka wa aʻu e hāʻawi aʻo e pili ana e pili ana i ko oukou mau nuipa a laulima papahana.

Papa 5.1: 'O kekahi kanaka hou a pōʻaiapuni ma ka lawelawe noiʻi.
hōʻuluʻulu manaʻo ʻIkepili i komo mau kuhikuhina
coding aoao manifestos kikokikona anakahi iki-hana ka hana makeke Benoit et al. (2015)
extract hanana ike mai ka lono 'atikala ma ka E kuai oukou kue i ka 200 US kulanakauhale kikokikona anakahi iki-hana ka hana makeke Adams (2014)
Maluna o ka nūpepa 'atikala kikokikona anakahi iki-hana ka hana makeke Budak, Goel, and Rao (2016)
extracting hanana ike mai diaries o na koa ma World War 1 kikokikona hana manawaleʻa Grayson (2016)
huai ae hoʻololi i ka palapala kiʻi anakahi iki-hana ka hana makeke Soeller et al. (2016)

Eia ke oki, o na hoailona ma keia pauku, hiki keʻike i kanaka hou a hiki i ka hopena democratizing ma ka 'epekema. Hoole, a Schawinski a me Lintott ua puka nā haumāna i ka wa a lakou i hoomaka Galaxy Zoo. Ma mua i ka mīkini elemakule, he papahana e classify he miliona galaxy Mea Maluna ina ua kauoha ia ka nui o ka manawa, a me ke kala i ka mea, ina ua wale i hiki no ka pono, a me ka hoʻolako 'Isaaka Kumu. A hou oiaio. Kanaka hou a hana hui pu iho la ka hana ana o na mea he nui non-mākaukau e hoʻoponopono i ka oluolu-hana-nui-unahiʻole, i pilikia. A malaila, au e hoike aku ia oukou i ka nuipa a laulima hiki ke hoopili hoi i ka pilikia e koi mākaukau, akamai a pau o ke kanaka noiʻi ia ia iho i ole ai e loaa.