4.5.1.3 gina your own samfurin

Gina your own samfurin high-hadarin, high-sakamako. Amma, idan ta aikata aiki, za ka iya amfana daga wani tabbatacce feedback madauki da sa rarrabe bincike.

Shan da m gina your own gwaji mataki daya kara, wasu masu bincike a zahiri kafa nasu kayayyakin. Wadannan kayayyakin jawo hankalin mahalarta, sa'an nan kuma ya zama dandamali ga gwaje-gwajen da kuma sauran nau'o'in bincike. Alal misali, wata ƙungiya daga masu bincike, a Jami'ar Minnesota halitta MovieLens , wanda ya samar da free, wadanda ba kasuwanci jiki movie shawarwari. MovieLens ya sarrafa ci gaba tun shekarar 1997, kuma a lokacin wannan lokaci 250,000 rijista masu amfani azurta fiye da 20 miliyan ratings game da fiye da 30,000 movies (Harper and Konstan 2015) . MovieLens ya yi amfani da aiki al'umma na masu amfani da za su gudanar m bincike jere daga gwada zamantakewa kimiyya theories game gudunmawar kayayyakin jama'a (Beenen et al. 2004; Cosley et al. 2005; Chen et al. 2010; Ren et al. 2012) zuwa magance algorithmic kalubale a shawarwarin tsarin (Rashid et al. 2002; Drenner et al. 2006; Harper, Sen, and Frankowski 2007; Ekstrand et al. 2015) . ga wani cikakken review ganin Harper and Konstan (2015) . Mutane da yawa daga cikin wadannan gwaje-gwajen ba zai kasance zai yiwu ba tare da masu bincike da ciwon cikakken iko a kan ainihin aiki samfur.

Abin baƙin ciki, da gina your own samfurin ne mai wuce yarda da wuya, kuma ya kamata ka yi tunanin shi kamar samar da wani farko-up company: high-hadarin, high-sakamako. Idan yana da nasara, wannan dabarar yayi yawa na kula da cewa ya zo daga gina your own gwaji tare da labarun almara da mahalarta da ya zo daga aiki a data kasance tsarin. Bugu da ari, wannan dabarar ne yiwuwar iya ƙirƙirar m feedback madauki inda more bincike take kaiwa zuwa wani m samfurin wadda take kaiwa zuwa more users wadda take kaiwa zuwa more masu bincike da sauransu (Figure 4.15). A takaice, da zarar wani tabbatacce feedback madauki Kicks a, bincike ya kamata a sami sauki da kuma sauki. Duk da m kifar da wannan tsarin, ba zan iya samu wani misalai na nasara, wanda ya nuna yadda da wuya shi ne ya kashe samu nasarar. Amma, ta bege shi ne cewa wannan dabarun zai zama mafi m kamar yadda fasaha inganta. Wadannan matsaloli tare da samar da your own samfurin nufin cewa masu bincike suke so su sarrafa wani samfurin suna da yawa mafi kusantar su abokin tarayya da wani kamfani, da topic zan magance gaba.

Adadi 4,15: Idan ba za ka iya samu nasarar gina your own samfurin, za ka iya amfana daga wani tabbatacce feedback madauki: bincike take kaiwa zuwa wani m samfurin wadda take kaiwa zuwa more users wadda take kaiwa zuwa fi gudanar da bincike. Wadannan iri tabbatacce feedback madaukai ne wuce yarda da wuya ga halittawa, amma za su iya taimaka bincike cewa ba zai yiwu in ba haka ba. MovieLens ne wani misali da wani bincike aikin da cewa yana ci a samar da wani tabbatacce feedback madauki (Harper and Konstan 2015) .