Ziwerengero mu Maphunziro a Kulankhulana: Kutanthauzira Deta Kuti Mumvetse Omvera
Ziwerengero nthawi zambiri zimaonedwa ngati gawo lokhudzana ndi manambala ndi kuwerengera kovuta kwa masamu. Komabe, pankhani ya sayansi yolumikizirana, ziwerengero zimakhala ndi gawo lofunika kwambiri, lomwe nthawi zambiri limanyalanyazidwa ndi ambiri. Gawo lolumikizirana silimangokhudza kupereka mauthenga okha, komanso momwe mauthengawo amalandirira, kumvetsetsa, ndi kuchitapo kanthu ndi omvera. Apa ndi pomwe ziwerengero zimakhala chida chamtengo wapatali. Nkhaniyi ifufuza momwe ziwerengero zimagwiritsidwira ntchito mu sayansi yolumikizirana, kuyambira kusanthula omvera mpaka kuyeza momwe kampeni yolumikizirana imagwirira ntchito.
Kufunika Komvetsetsa Omvera Anu
Chimodzi mwa zinthu zofunika kwambiri pakulankhulana ndikumvetsetsa omvera anu. Popanda kumvetsetsa bwino omwe akumvetsera kapena kuwerenga uthenga wanu, zimakhala zovuta kupereka uthenga wogwira mtima komanso wothandiza. Ziwerengero zimapereka zida zosonkhanitsira, kusanthula, ndi kutanthauzira deta yokhudza omvera. Pachifukwa ichi, kafukufuku ndi njira imodzi yomwe imagwiritsidwa ntchito kwambiri posonkhanitsa deta.
Kafukufuku angathandize kuzindikira kuchuluka kwa anthu omwe amawaona, kuphatikizapo zaka, jenda, maphunziro, ntchito, ndi zina zambiri. Angathenso kufufuza mozama zomwe omvera amakonda, zosowa zawo, ndi zomwe amayembekezera zokhudzana ndi uthengawo. Zotsatira za kafukufukuyu zimasanthulidwa pogwiritsa ntchito njira zowerengera monga kugawa pafupipafupi, kusanthula ubale wawo, ndi kubwerera m'mbuyo kuti apeze chidziwitso chozama.
Kusanthula Zomwe Zili M'kati
Kuwonjezera pa kumvetsetsa omvera anu, ndikofunikiranso kusanthula zomwe zili mu uthenga womwe mukupereka. Kusanthula zomwe zili mkati ndi njira yomwe imagwiritsidwa ntchito pophunzira zolemba, makanema, mawu, kapena njira zina zolumikizirana kuti mumvetse tanthauzo, mitu, kapena machitidwe omwe ali mkati mwake. Pakusanthula zomwe zili mkati, ziwerengero zimagwiritsidwa ntchito poyesa kuchuluka kwa mawu kapena ziganizo zinazake, kuzindikira mitu yofanana, ndi kuzindikira tsankho kapena zizolowezi.
Mwachitsanzo, mu kusanthula kwa malo ochezera a pa Intaneti, njira zowerengera monga kusanthula malingaliro zingagwiritsidwe ntchito poyesa malingaliro a ogwiritsa ntchito kapena momwe akumvera pa mutu winawake kutengera zolemba zawo. Ma algorithms osanthula malingaliro amatha kusanthula zolemba zikwizikwi mpaka mamiliyoni ndikupereka chithunzithunzi cha momwe mutuwo umawonedwera ndi anthu.
Kuyeza Kugwira Ntchito kwa Ma kampeni Olankhulana
Kugwira ntchito bwino kwa kampeni yolumikizirana ndi gawo lina lomwe ziwerengero zimakhala ndi gawo lofunika kwambiri. Uthenga ukaperekedwa, ndikofunikira kuyeza kugwira ntchito kwake. Izi zitha kuphatikizapo kangati uthengawo unawonedwa kapena kumvedwa, momwe omvera adayankhira, komanso ngati uthengawo udatsogolera kuchitapo kanthu komwe kukufunika, monga kugula chinthu kapena kusintha khalidwe.
Njira zowerengera monga kuyesa kwa malingaliro, kusanthula kwa kusiyana (ANOVA), ndi logistic regression nthawi zambiri zimagwiritsidwa ntchito poyesa kugwira ntchito bwino kwa makampeni olumikizirana. Mwachitsanzo, kuyesa kwa malingaliro kungagwiritsidwe ntchito kudziwa ngati kusiyana pakati pa magulu olamulira ndi oyesera mu kampeni ndi kofunikira kwambiri. Mwanjira ina, ngati kusiyanako kuli kwakukulu mokwanira kutsimikizira kuti kampeniyo inali ndi zotsatirapo, osati chifukwa cha mwayi wokha.
Kusanthula kwa Media ndi Kufikira
Mu dziko la digito lomwe likukulirakulira, kusanthula ndi kufikira anthu ndi zinthu zofunika kwambiri pa sayansi yolumikizirana. Ziwerengero zimapereka zida zowunikira deta kuchokera ku njira zosiyanasiyana zofalitsira nkhani, kaya pa wailesi yakanema, wailesi, manyuzipepala, kapena malo ochezera a pa Intaneti. Kuyeza monga mawonedwe, kuchuluka kwa ma click-through, ndi kuchuluka kwa kusintha kwa anthu kumadalira njira zowerengera kuti deta imasuliridwe.
Makamaka malo ochezera a pa Intaneti amapereka deta yochuluka kwambiri kudzera mu ma "likes", ma "share", ndemanga, ndi zina zosiyanasiyana. Njira zowerengera, monga "social network analysis" (SNA), zimagwiritsidwa ntchito kumvetsetsa kapangidwe ndi momwe zinthu zilili mkati mwa malo ochezera a pa Intaneti. SNA imatha kuwulula omwe ali ndi mphamvu zazikulu mu malo ochezera a pa Intaneti, momwe chidziwitso chimafalikira, komanso magulu omwe ali otanganidwa kwambiri kapena okhudzidwa.
Kafukufuku ndi Chitukuko cha Chiphunzitso cha Kulankhulana
Sayansi yolumikizirana imayesetsanso kupanga malingaliro atsopano okhudza momwe anthu amalankhulirana. Kafukufuku wowona bwino m'munda uno nthawi zambiri amaphatikizapo deta yochuluka yomwe imasanthulidwa pogwiritsa ntchito njira zowerengera. Kaya kudzera mu zoyesera, kafukufuku, kapena maphunziro owonera, ziwerengero zimathandiza kuzindikira ubale, machitidwe, ndi ziganizo zomwe zingayesedwenso.
Mwachitsanzo, chiphunzitso chokhazikitsa zolinga pakulankhulana kwa anthu ambiri, chomwe chimasonyeza kuthekera kwa atolankhani kukhudza mitu yomwe anthu amaona kuti ndi yofunika, chimachokera ku kafukufuku wa ziwerengero. Mu kafukufuku wotere, kusanthula deta kungaphatikizepo njira monga Pearson kapena Spearman correlations kuti aone ubale womwe ulipo pakati pa kuchuluka kwa nkhani zomwe zimafalitsidwa ndi atolankhani ndi mitu yomwe omvera amaona kuti ndi yofunika.
Makhalidwe ndi Zolepheretsa Kugwiritsa Ntchito Ziwerengero
Ngakhale ziwerengero zimapereka maubwino ambiri pakulankhulana kwa sayansi, ndikofunikira kukumbukira kuti kugwiritsidwa ntchito kwake kuyenera kuchitidwa motsatira mfundo za makhalidwe abwino. Kusonkhanitsa deta kuyenera kutsatira malamulo achinsinsi ndi chinsinsi, ndipo kutanthauzira deta kuyenera kuchitika mwachilungamo kwambiri kuti tipewe kugwiritsa ntchito molakwika kapena kusokoneza chidziwitso.
Zolepheretsa ziyeneranso kuvomerezedwa. Si maubwenzi onse omwe amapezeka kudzera mu kusanthula ziwerengero omwe ndi omwe amachititsa. Zinthu zina zambiri zingathandize, ndipo ndikofunikira kuganizira za momwe zinthu zilili komanso zomwe zingayambitse zinthu zina potanthauzira zotsatira za ziwerengero. Kuphatikiza apo, pali kuthekera kwa tsankho mu njira zosonkhanitsira deta kapena kusanthula deta zomwe ziyenera kuthetsedwa mosamala.
Mapeto
Ziwerengero zimagwira ntchito yofunika kwambiri pa sayansi yolumikizirana. Kuyambira kumvetsetsa omvera ndi kusanthula zomwe zili mkati, mpaka kuyeza momwe ntchito zolumikizirana zimagwirira ntchito komanso kupanga malingaliro olumikizirana, ziwerengero zimapereka chida champhamvu chomvetsetsa bwino ndikukonza njira zolumikizirana. Komabe, kugwiritsa ntchito ziwerengero kuyenera kuchitika nthawi zonse poganizira za makhalidwe abwino komanso kumvetsetsa zofooka zake.
Ndi kuphatikiza koyenera kwa ziwerengero mu njira zolumikizirana, akatswiri olankhulana amatha kupanga zisankho zambiri pogwiritsa ntchito deta, kukonza magwiridwe antchito a mauthenga awo, ndikukwaniritsa zolinga zawo zolumikizirana bwino kwambiri. Ziwerengero sizimangokhudza manambala ndi kuwerengera; komanso zimafuna kuvumbulutsa nkhani zomwe zili kumbuyo kwa deta, zomwe zingapereke chidziwitso chakuya cha momwe timalankhulirana komanso momwe timachitira zinthu monga anthu.
