Rukia hadi maudhuiScholarGate
MaktabaMaktaba yanguDawatiReview StudioMsaidizi
Ingia
Collaborative Filtering/Ushahidi
Rekodi ya ushahidi wa mbinu

Collaborative Filtering

Collaborative filtering recommends items to a user by leveraging the preferences of many users — 'people who liked what you liked also liked this'. It learns from a sparse user-item interaction matrix, either by finding similar users or items (neighbourhood methods, formalized by Sarwar et al. in 2001) or by factorizing the matrix into latent user and item factors (matrix factorization, popularized by Koren et al. after the Netflix Prize).

Sources recorded, not reviewed

Rekodi ya chanzo

Nukuu zimehamishwa kwa uhalisi kutoka kwa rekodi ya chanzo cha mbinu. Hakuna uthibitisho wa kiwango cha dai unaodokezwa kutoka kwao.

Collaborative Filtering (Recommender Systems)
Rekodi ya mbinu ya kiajenda · ml-model / machine-learning
  • Sarwar, B., Karypis, G., Konstan, J., & Riedl, J. (2001). Item-based collaborative filtering recommendation algorithms. Proceedings of the 10th International Conference on World Wide Web, 285–295. · DOI 10.1145/371920.372071
  • Koren, Y., Bell, R., & Volinsky, C. (2009). Matrix factorization techniques for recommender systems. Computer, 42(8), 30–37. · DOI 10.1109/MC.2009.263
Fungua mbinu kamili

Madai yaliyotunzwa

Madai yamehifadhiwa katika daftari la ushahidi, kila moja ikiwa na tathmini yake.

Hakuna madai yaliyotunzwa bado

Mwonekano huu haubuni tathmini ya dai wakati daftari haina yoyote.

Mbinu zinazohusiana

Zilizotengenezwa kutoka kwa grafu ya mbinu na kuonyeshwa kama uhusiano uliopendekezwa na mashine — hakuna dai la ushahidi linalodokezwa.

Same method familyMatrix Completionmachine-suggested · Relational suggestion, not evidence.Used in the same domainNon-negative Matrix Factorizationmachine-suggested · Relational suggestion, not evidence.

Hali ya ushahidi

Sources recorded, not reviewed

Bibliographic sources are present. Claim-level evidence review has not been performed.

Vyanzo

2 nukuu zilizorekodiwa, ziliyonakiliwa kutoka kwa rekodi ya chanzo cha mbinu.

Vitendo

Fungua ukurasa wa mbinu
ScholarGate

Maktaba ya marejeleo inayotanguliza maudhui kwa mbinu za utafiti — kila moja ni nini, inavyofanya kazi, na inakotoka.

Data huria (CC-BY)

Gundua

  • Maktaba
  • Tafuta mbinu…
  • Vinjari kwa nyanja
  • Nyanja
  • Safari
  • Linganisha
  • Mbinu ipi?

Marejeo

  • Taaluma
  • Atlas
  • Kamusi ya istilahi
  • Mbinu
  • Falsafa

Eneo la kazi

  • Maktaba yangu
  • Dawati
  • Gumzo

Kampuni

  • Kuhusu
  • Bei
  • Wasiliana nasi
  • Pendekeza mbinu

Maingizo yamekusanywa kutoka vyanzo vilivyochapishwa kwa madhumuni ya marejeo. Kuthibitisha usahihi na ufaafu wa taarifa yoyote kwa matumizi yako mwenyewe kunabaki kuwa jukumu lako.

© 2026 ScholarGate · Maktaba ya marejeleo ya mbinu za utafiti
  • Faragha
  • Vidakuzi
  • Masharti
  • Futa akaunti