Internet Multimedia Search and Mining

Author(s): Lie Lu and Zhiwei Li

DOI: 10.2174/9781608052158113010017

Web Music Indexing and Search

Pp: 367-396 (30)

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Internet Multimedia Search and Mining

Web Music Indexing and Search

Author(s): Lie Lu and Zhiwei Li

Pp: 367-396 (30)

DOI: 10.2174/9781608052158113010017

* (Excluding Mailing and Handling)

Abstract

This chapter presents music indexing schemes by exploiting and utilizing two data sources: surrounding text on web pages and metedata describing music attributes. We first present a framework to index and organize web music by discovering its inherent structure attributes with trustworthy domain knowledge. In this approach, layered LSI spaces are first built to represent the hierarchically structured domain knowledge, music object representation is then constructed through hyperlink analysis, and the structure attributes of a music object is finally discovered by matching against the domain knowledge. This approach also indicates a new way to organize dispersive information on the Surface Web by using trustworthy Deep Web knowledge. We further present our work on enhancing music indexing with automatic music annotation, which attempts to automatically annotate a music object with a set of semantic labels (tags) to create metadata describing its attributes and to facilitate music search, organization, and recommendation. Besides modeling music annotation as a multi-label binary classification task, we also attempt to discover the correlation between semantic labels and present an approach to collective music semantic annotation.


Keywords: Music indexing, music search, automatic music annotation, collective annotation, deep web, knowledge space building, layered LSI, web object, web object representation, confidence propagation, multi-label classification

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      • 12. app/Http/Controllers/ChapterController.php:1464
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      • 11. app/Models/ContentAccess.php:647
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      • 13. vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
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      • 13. app/Models/UserAccess/UserAccess.php:1266
      • 14. app/Http/Controllers/ChapterController.php:1517
      • 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 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 <= 309700613 and j.to_ip >=309700613 )) and ((j.from_date <= 1738024873 and j.to_date >= 1738024873 and j.perpetual= 0) or (j.from_date is null and j.to_date is null and j.perpetual= 1)) and j.chapter_id = 5590) 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 <= 309700613 and j.to_ip >=309700613 )) and ((j.from_date <= 1738024873 and j.to_date >= 1738024873 and j.perpetual= 0) or (j.from_date is null and j.to_date is null and j.perpetual= 1)) and j.chapter_id = 5590) 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 <= 309700613 and j.to_ip >=309700613 )) and ((j.from_date <= 1738024873 and j.to_date >= 1738024873 and j.perpetual= 0) or (j.from_date is null and j.to_date is null and j.perpetual= 1)) and j.chapter_id = 5590)
      570μsalphaeurekaselec_live_10_06_2022UserAccess.php#1266
      Backtrace
      • 13. app/Models/UserAccess/UserAccess.php:1266
      • 14. app/Http/Controllers/ChapterController.php:1548
      • 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` <= 1738024873 and `b`.`banner_to_date` >= 1738024873 and `b`.`banner_status` = 'A' order by `b`.`banner_id` desc
      1.04msalphaeurekaselec_live_10_06_2022Banner.php#189
      Bindings
      • 0: 1
      • 1: B
      • 2: 1315
      • 3: 1738024873
      • 4: 1738024873
      • 5: A
      Backtrace
      • 13. app/Models/Banner.php:189
      • 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='56d8413dabaa9a53bd667e50cb707d74'
      200μsalphaeurekaselec_live_10_06_2022Cart.php#271
      Backtrace
      • 15. app/Models/Cart.php:271
      • 16. view::layouts._main_menu:13
      • 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
    11Keywords.php#?
    App\Models\Chapter
    1Chapter.php#?
    App\Models\Ebook
    1Ebook.php#?
        _token
        1OqwThqcBOjZtChUwvmvn4jQp3zT45d5u5KtBEQ7
        uc_cart_id
        56d8413dabaa9a53bd667e50cb707d74
        _previous
        array:1 [ "url" => "https://beta.benthamscience.com/chapter/5590" ]
        _flash
        array:2 [ "old" => [] "new" => [] ]
        PHPDEBUGBAR_STACK_DATA
        []
        path_info
        /chapter/5590
        status_code
        200
        
        status_text
        OK
        format
        html
        content_type
        text/html; charset=UTF-8
        request_query
        []
        
        request_request
        []
        
        request_headers
        0 of 0
        array:16 [ "x-https" => array:1 [ 0 => "1" ] "host" => array:1 [ 0 => "beta.benthamscience.com" ] "priority" => array:1 [ 0 => "u=0, i" ] "accept-encoding" => array:1 [ 0 => "gzip, deflate, br, zstd" ] "sec-fetch-dest" => array:1 [ 0 => "document" ] "sec-fetch-user" => array:1 [ 0 => "?1" ] "sec-fetch-mode" => array:1 [ 0 => "navigate" ] "sec-fetch-site" => array:1 [ 0 => "none" ] "accept" => array:1 [ 0 => "text/html,application/xhtml+xml,application/xml;q=0.9,image/avif,image/webp,image/apng,*/*;q=0.8,application/signed-exchange;v=b3;q=0.7" ] "user-agent" => array:1 [ 0 => "Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)" ] "upgrade-insecure-requests" => array:1 [ 0 => "1" ] "sec-ch-ua-platform" => array:1 [ 0 => ""Windows"" ] "sec-ch-ua-mobile" => array:1 [ 0 => "?0" ] "sec-ch-ua" => array:1 [ 0 => ""HeadlessChrome";v="129", "Not=A?Brand";v="8", "Chromium";v="129"" ] "cache-control" => array:1 [ 0 => "no-cache" ] "pragma" => array:1 [ 0 => "no-cache" ] ]
        request_cookies
        []
        
        response_headers
        0 of 0
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        session_attributes
        0 of 0
        array:5 [ "_token" => "1OqwThqcBOjZtChUwvmvn4jQp3zT45d5u5KtBEQ7" "uc_cart_id" => "56d8413dabaa9a53bd667e50cb707d74" "_previous" => array:1 [ "url" => "https://beta.benthamscience.com/chapter/5590" ] "_flash" => array:2 [ "old" => [] "new" => [] ] "PHPDEBUGBAR_STACK_DATA" => [] ]
        ClearShow all
        Date ↕MethodURLData
        #12025-01-28 00:41:13GET/chapter/55901111913