推荐系统之召回-粗排-精排综述

秒速五厘米 2022-12-28 14:08 125阅读 0赞

**目录**

零、参考资料

1、召回

2、粗排

3、ctr模型

4、cvr模型

一、召回

二、粗排

三、ctr模型

四、cvr模型

--------------------

# 零、参考资料 #

## 1、召回 ##

召回总结：推荐系统召回策略之多路召回与Embedding召回

[https://blog.csdn.net/luanfenlian0992/article/details/107416438?ops\_request\_misc=%25257B%252522request%25255Fid%252522%25253A%252522160817610916780265392739%252522%25252C%252522scm%252522%25253A%25252220140713.130102334.pc%25255Fall.%252522%25257D&request\_id=160817610916780265392739&biz\_id=0&utm\_medium=distribute.pc\_search\_result.none-task-blog-2~all~first\_rank\_v2~rank\_v29-8-107416438.first\_rank\_v2\_pc\_rank\_v29&utm\_term=%E5%8F%AC%E5%9B%9E][https_blog.csdn.net_luanfenlian0992_article_details_107416438_ops_request_misc_25257B_252522request_25255Fid_252522_25253A_252522160817610916780265392739_252522_25252C_252522scm_252522_25253A_25252220140713.130102334.pc_25255Fall._252522_25257D_request_id_160817610916780265392739_biz_id_0_utm_medium_distribute.pc_search_result.none-task-blog-2_all_first_rank_v2_rank_v29-8-107416438.first_rank_v2_pc_rank_v29_utm_term_E5_8F_AC_E5_9B_9E]

推荐书籍：深度学习推荐系统

[https://www.zhihu.com/question/387445184][https_www.zhihu.com_question_387445184]

推荐系统 embedding 技术实践总结

[https://zhuanlan.zhihu.com/p/143763320][https_zhuanlan.zhihu.com_p_143763320]

## 2、粗排 ##

[https://blog.csdn.net/c9Yv2cf9I06K2A9E/article/details/108162059?ops\_request\_misc=%25257B%252522request%25255Fid%252522%25253A%252522160819308516780258076529%252522%25252C%252522scm%252522%25253A%25252220140713.130102334..%252522%25257D&request\_id=160819308516780258076529&biz\_id=0&utm\_medium=distribute.pc\_search\_result.none-task-blog-2~all~sobaiduend~default-1-108162059.first\_rank\_v2\_pc\_rank\_v29&utm\_term=%E7%B2%97%E6%8E%92][https_blog.csdn.net_c9Yv2cf9I06K2A9E_article_details_108162059_ops_request_misc_25257B_252522request_25255Fid_252522_25253A_252522160819308516780258076529_252522_25252C_252522scm_252522_25253A_25252220140713.130102334.._252522_25257D_request_id_160819308516780258076529_biz_id_0_utm_medium_distribute.pc_search_result.none-task-blog-2_all_sobaiduend_default-1-108162059.first_rank_v2_pc_rank_v29_utm_term_E7_B2_97_E6_8E_92]

## 3、ctr模型 ##

[https://blog.csdn.net/xzz\_hust/article/details/102873312?ops\_request\_misc=%25257B%252522request%25255Fid%252522%25253A%252522160819432016780258028017%252522%25252C%252522scm%252522%25253A%25252220140713.130102334.pc%25255Fall.%252522%25257D&request\_id=160819432016780258028017&biz\_id=0&utm\_medium=distribute.pc\_search\_result.none-task-blog-2~all~first\_rank\_v2~rank\_v29-10-102873312.first\_rank\_v2\_pc\_rank\_v29&utm\_term=ctr][https_blog.csdn.net_xzz_hust_article_details_102873312_ops_request_misc_25257B_252522request_25255Fid_252522_25253A_252522160819432016780258028017_252522_25252C_252522scm_252522_25253A_25252220140713.130102334.pc_25255Fall._252522_25257D_request_id_160819432016780258028017_biz_id_0_utm_medium_distribute.pc_search_result.none-task-blog-2_all_first_rank_v2_rank_v29-10-102873312.first_rank_v2_pc_rank_v29_utm_term_ctr]

[https://blog.csdn.net/liangwqi/article/details/102553304?ops\_request\_misc=%25257B%252522request%25255Fid%252522%25253A%252522160819432016780258028017%252522%25252C%252522scm%252522%25253A%25252220140713.130102334.pc%25255Fall.%252522%25257D&request\_id=160819432016780258028017&biz\_id=0&utm\_medium=distribute.pc\_search\_result.none-task-blog-2~all~first\_rank\_v2~rank\_v29-11-102553304.first\_rank\_v2\_pc\_rank\_v29&utm\_term=ctr][https_blog.csdn.net_liangwqi_article_details_102553304_ops_request_misc_25257B_252522request_25255Fid_252522_25253A_252522160819432016780258028017_252522_25252C_252522scm_252522_25253A_25252220140713.130102334.pc_25255Fall._252522_25257D_request_id_160819432016780258028017_biz_id_0_utm_medium_distribute.pc_search_result.none-task-blog-2_all_first_rank_v2_rank_v29-11-102553304.first_rank_v2_pc_rank_v29_utm_term_ctr]

## 4、cvr模型 ##

阿里CVR预估模型之ESMM：[https://zhuanlan.zhihu.com/p/57481330][https_zhuanlan.zhihu.com_p_57481330]

CVR深度优化：[https://zhuanlan.zhihu.com/p/124645377][https_zhuanlan.zhihu.com_p_124645377]

# 一、召回 #

# 二、粗排 #

# 三、ctr模型 #

# 四、cvr模型 #

[https_blog.csdn.net_luanfenlian0992_article_details_107416438_ops_request_misc_25257B_252522request_25255Fid_252522_25253A_252522160817610916780265392739_252522_25252C_252522scm_252522_25253A_25252220140713.130102334.pc_25255Fall._252522_25257D_request_id_160817610916780265392739_biz_id_0_utm_medium_distribute.pc_search_result.none-task-blog-2_all_first_rank_v2_rank_v29-8-107416438.first_rank_v2_pc_rank_v29_utm_term_E5_8F_AC_E5_9B_9E]: https://blog.csdn.net/luanfenlian0992/article/details/107416438?ops_request_misc=%25257B%252522request%25255Fid%252522%25253A%252522160817610916780265392739%252522%25252C%252522scm%252522%25253A%25252220140713.130102334.pc%25255Fall.%252522%25257D&request_id=160817610916780265392739&biz_id=0&utm_medium=distribute.pc_search_result.none-task-blog-2~all~first_rank_v2~rank_v29-8-107416438.first_rank_v2_pc_rank_v29&utm_term=%E5%8F%AC%E5%9B%9E
[https_www.zhihu.com_question_387445184]: https://www.zhihu.com/question/387445184
[https_zhuanlan.zhihu.com_p_143763320]: https://zhuanlan.zhihu.com/p/143763320
[https_blog.csdn.net_c9Yv2cf9I06K2A9E_article_details_108162059_ops_request_misc_25257B_252522request_25255Fid_252522_25253A_252522160819308516780258076529_252522_25252C_252522scm_252522_25253A_25252220140713.130102334.._252522_25257D_request_id_160819308516780258076529_biz_id_0_utm_medium_distribute.pc_search_result.none-task-blog-2_all_sobaiduend_default-1-108162059.first_rank_v2_pc_rank_v29_utm_term_E7_B2_97_E6_8E_92]: https://blog.csdn.net/c9Yv2cf9I06K2A9E/article/details/108162059?ops_request_misc=%25257B%252522request%25255Fid%252522%25253A%252522160819308516780258076529%252522%25252C%252522scm%252522%25253A%25252220140713.130102334..%252522%25257D&request_id=160819308516780258076529&biz_id=0&utm_medium=distribute.pc_search_result.none-task-blog-2~all~sobaiduend~default-1-108162059.first_rank_v2_pc_rank_v29&utm_term=%E7%B2%97%E6%8E%92
[https_blog.csdn.net_xzz_hust_article_details_102873312_ops_request_misc_25257B_252522request_25255Fid_252522_25253A_252522160819432016780258028017_252522_25252C_252522scm_252522_25253A_25252220140713.130102334.pc_25255Fall._252522_25257D_request_id_160819432016780258028017_biz_id_0_utm_medium_distribute.pc_search_result.none-task-blog-2_all_first_rank_v2_rank_v29-10-102873312.first_rank_v2_pc_rank_v29_utm_term_ctr]: https://blog.csdn.net/xzz_hust/article/details/102873312?ops_request_misc=%25257B%252522request%25255Fid%252522%25253A%252522160819432016780258028017%252522%25252C%252522scm%252522%25253A%25252220140713.130102334.pc%25255Fall.%252522%25257D&request_id=160819432016780258028017&biz_id=0&utm_medium=distribute.pc_search_result.none-task-blog-2~all~first_rank_v2~rank_v29-10-102873312.first_rank_v2_pc_rank_v29&utm_term=ctr
[https_blog.csdn.net_liangwqi_article_details_102553304_ops_request_misc_25257B_252522request_25255Fid_252522_25253A_252522160819432016780258028017_252522_25252C_252522scm_252522_25253A_25252220140713.130102334.pc_25255Fall._252522_25257D_request_id_160819432016780258028017_biz_id_0_utm_medium_distribute.pc_search_result.none-task-blog-2_all_first_rank_v2_rank_v29-11-102553304.first_rank_v2_pc_rank_v29_utm_term_ctr]: https://blog.csdn.net/liangwqi/article/details/102553304?ops_request_misc=%25257B%252522request%25255Fid%252522%25253A%252522160819432016780258028017%252522%25252C%252522scm%252522%25253A%25252220140713.130102334.pc%25255Fall.%252522%25257D&request_id=160819432016780258028017&biz_id=0&utm_medium=distribute.pc_search_result.none-task-blog-2~all~first_rank_v2~rank_v29-11-102553304.first_rank_v2_pc_rank_v29&utm_term=ctr
[https_zhuanlan.zhihu.com_p_57481330]: https://zhuanlan.zhihu.com/p/57481330
[https_zhuanlan.zhihu.com_p_124645377]: https://zhuanlan.zhihu.com/p/124645377