Internet Multimedia Search and Mining

Video Recommendation

Author(s): Tao Mei and Kiyoharu Aizawa

Pp: 397-414 (18)

DOI: 10.2174/9781608052158113010018

* (Excluding Mailing and Handling)

Abstract

This chapter is intended to introduce the basic techniques for general recommender systems, as well as specific research for video recommendation, which have become interesting and important topics in video search and mining. We will first define video recommendation and survey three principle approaches to video recommendation, i.e., collaborative filtering, content-based, and hybrid approaches. We will also discuss the connection and difference between video recommendation and search. Then, we will introduce several recent exemplary systems for recommendation, including: (1) “graph-based video recommendation” which builds random work graph based on user-video pairs [5], (2) “contextual video recommendation by multimodal relevance and user feedback” which does not require a large collection of user profiles [30, 43], and (3) “consumer generated video recommendation” which discusses ranking distances for recommendation and proposes an edit-distance for ranking [22]. The first system uses collaborative filtering-based recommendation approach, while the latter two belong to content-based recommendation.


Keywords: Video recommendation, collaborative filtering, content-based recommendation, graph-based recommendation, user generated videos, video search and mining, VideoSense, user feedback, consumer generated video, user profiles

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      • 16. vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
      • 17. vendor/laravel/framework/src/Illuminate/Routing/Route.php:260
    • (select j.user_access_id,j.volume_id,j.user_id,j.from_ip,j.to_ip,j.type,j.track,"Trial Access" as access_base_text, CASE j.type WHEN 111 THEN true ELSE false END as terms_popup, "S" as content_download_type, null as restricted_user_access_key, null as restricted_user_access_type, CASE j.track WHEN 0 THEN false ELSE true END as tracksAccessByVolume,"chapter" as access_level, j.chapter_id from `user_access_chapter_trail` as `j` inner join `user_access_info` as `info` on `j`.`user_access_id` = `info`.`user_access_id` where ((j.from_ip <= 51364601 and j.to_ip >=51364601 )) and ((j.from_date <= 1739972125 and j.to_date >= 1739972125 and j.perpetual= 0) or (j.from_date is null and j.to_date is null and j.perpetual= 1)) and j.chapter_id = 5591) union (select j.user_access_id,j.volume_id,j.user_id,j.from_ip,j.to_ip,j.type,j.track,"Subscribed" as access_base_text, false as terms_popup, "S" as content_download_type, null as restricted_user_access_key, null as restricted_user_access_type, CASE j.track WHEN 0 THEN false ELSE true END as tracksAccessByVolume,"chapter" as access_level, j.chapter_id from `user_access_chapter_corporate` as `j` inner join `user_access_info` as `info` on `j`.`user_access_id` = `info`.`user_access_id` where ((j.from_ip <= 51364601 and j.to_ip >=51364601 )) and ((j.from_date <= 1739972125 and j.to_date >= 1739972125 and j.perpetual= 0) or (j.from_date is null and j.to_date is null and j.perpetual= 1)) and j.chapter_id = 5591) union (select j.user_access_id,j.volume_id,j.user_id,j.from_ip,j.to_ip,j.type,j.track,"Token Based Access" as access_base_text, false as terms_popup, "R" as content_download_type, j.uc_id as restricted_user_access_key, "v" as restricted_user_access_type, CASE j.track WHEN 0 THEN false ELSE true END as tracksAccessByVolume,"chapter" as access_level, j.chapter_id from `user_access_chapter_token` as `j` inner join `user_access_info` as `info` on `j`.`user_access_id` = `info`.`user_access_id` where ((j.from_ip <= 51364601 and j.to_ip >=51364601 )) and ((j.from_date <= 1739972125 and j.to_date >= 1739972125 and j.perpetual= 0) or (j.from_date is null and j.to_date is null and j.perpetual= 1)) and j.chapter_id = 5591)
      530μsalphaeurekaselec_live_10_06_2022UserAccess.php#1266
      Backtrace
      • 13. app/Models/UserAccess/UserAccess.php:1266
      • 14. app/Http/Controllers/ChapterController.php:1549
      • 15. vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
      • 16. vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
      • 17. vendor/laravel/framework/src/Illuminate/Routing/Route.php:260
    • select b.banner_link, b.banner_name, b.banner_script, b.banner_remarks, b.banner_file_name, b.banner_placement, bd.content_type, bd.content_id from `tbl_banner` as `b` inner join `tbl_banner_detail` as `bd` on `bd`.`banner_id` = `b`.`banner_id` inner join `users` as `u` on `u`.`id` = `b`.`updated_by` where `b`.`banner_ebook` = 1 and `bd`.`content_type` = 'B' and `bd`.`content_id` = 1315 and `b`.`banner_from_date` <= 1739972125 and `b`.`banner_to_date` >= 1739972125 and `b`.`banner_status` = 'A' order by `b`.`banner_id` desc
      1.09msalphaeurekaselec_live_10_06_2022Banner.php#95
      Bindings
      • 0: 1
      • 1: B
      • 2: 1315
      • 3: 1739972125
      • 4: 1739972125
      • 5: A
      Backtrace
      • 13. app/Models/Banner.php:95
      • 14. app/Http/helpers.php:404
      • 17. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:124
      • 18. vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58
      • 19. vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:73
    • select count(*) as aggregate from `uc_cart_products` where cart_id='19630b1760b28c000310ef591b24536c'
      210μsalphaeurekaselec_live_10_06_2022Cart.php#271
      Backtrace
      • 15. app/Models/Cart.php:271
      • 16. view::layouts._header:260
      • 18. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:124
      • 19. vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58
      • 20. vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:73
    App\Models\Keywords
    10Keywords.php#?
    App\Models\Chapter
    1Chapter.php#?
    App\Models\Ebook
    1Ebook.php#?
        _token
        8XMfO0OnHzRRUcPLlGj6gdopZC16HcWkomJ82ii3
        uc_cart_id
        19630b1760b28c000310ef591b24536c
        _previous
        array:1 [ "url" => "https://alpha.eurekaselect.com/chapter/5591" ]
        _flash
        array:2 [ "old" => [] "new" => [] ]
        PHPDEBUGBAR_STACK_DATA
        []
        path_info
        /chapter/5591
        status_code
        200
        
        status_text
        OK
        format
        html
        content_type
        text/html; charset=UTF-8
        request_query
        []
        
        request_request
        []
        
        request_headers
        0 of 0
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        request_cookies
        0 of 0
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        response_headers
        0 of 0
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        session_attributes
        0 of 0
        array:5 [ "_token" => "8XMfO0OnHzRRUcPLlGj6gdopZC16HcWkomJ82ii3" "uc_cart_id" => "19630b1760b28c000310ef591b24536c" "_previous" => array:1 [ "url" => "https://alpha.eurekaselect.com/chapter/5591" ] "_flash" => array:2 [ "old" => [] "new" => [] ] "PHPDEBUGBAR_STACK_DATA" => [] ]
        ClearShow all
        Date ↕MethodURLData
        #12025-02-19 13:35:25GET/chapter/55911121912