JP7413558B2 - パラメータ値の自動的な決定 - Google Patents
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- H04N21/20—Servers specifically adapted for the distribution of content, e.g. VOD servers; Operations thereof
- H04N21/23—Processing of content or additional data; Elementary server operations; Server middleware
- H04N21/234—Processing of video elementary streams, e.g. splicing of video streams, manipulating MPEG-4 scene graphs
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- H—ELECTRICITY
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- H04N21/40—Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
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- H04N21/4662—Learning process for intelligent management, e.g. learning user preferences for recommending movies characterized by learning algorithms
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- H04N21/20—Servers specifically adapted for the distribution of content, e.g. VOD servers; Operations thereof
- H04N21/23—Processing of content or additional data; Elementary server operations; Server middleware
- H04N21/234—Processing of video elementary streams, e.g. splicing of video streams, manipulating MPEG-4 scene graphs
- H04N21/2343—Processing of video elementary streams, e.g. splicing of video streams, manipulating MPEG-4 scene graphs involving reformatting operations of video signals for distribution or compliance with end-user requests or end-user device requirements
- H04N21/23439—Processing of video elementary streams, e.g. splicing of video streams, manipulating MPEG-4 scene graphs involving reformatting operations of video signals for distribution or compliance with end-user requests or end-user device requirements for generating different versions
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
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- G—PHYSICS
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- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q30/00—Commerce
- G06Q30/02—Marketing; Price estimation or determination; Fundraising
- G06Q30/0241—Advertisements
- G06Q30/0273—Determination of fees for advertising
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- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q30/00—Commerce
- G06Q30/02—Marketing; Price estimation or determination; Fundraising
- G06Q30/0241—Advertisements
- G06Q30/0277—Online advertisement
-
- H—ELECTRICITY
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- H—ELECTRICITY
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- H04N21/43—Processing of content or additional data, e.g. demultiplexing additional data from a digital video stream; Elementary client operations, e.g. monitoring of home network or synchronising decoder's clock; Client middleware
- H04N21/442—Monitoring of processes or resources, e.g. detecting the failure of a recording device, monitoring the downstream bandwidth, the number of times a movie has been viewed, the storage space available from the internal hard disk
- H04N21/44213—Monitoring of end-user related data
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- H04N21/40—Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
- H04N21/43—Processing of content or additional data, e.g. demultiplexing additional data from a digital video stream; Elementary client operations, e.g. monitoring of home network or synchronising decoder's clock; Client middleware
- H04N21/442—Monitoring of processes or resources, e.g. detecting the failure of a recording device, monitoring the downstream bandwidth, the number of times a movie has been viewed, the storage space available from the internal hard disk
- H04N21/44213—Monitoring of end-user related data
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- H04N21/45—Management operations performed by the client for facilitating the reception of or the interaction with the content or administrating data related to the end-user or to the client device itself, e.g. learning user preferences for recommending movies, resolving scheduling conflicts
- H04N21/466—Learning process for intelligent management, e.g. learning user preferences for recommending movies
- H04N21/4667—Processing of monitored end-user data, e.g. trend analysis based on the log file of viewer selections
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- Physics & Mathematics (AREA)
- Theoretical Computer Science (AREA)
- Entrepreneurship & Innovation (AREA)
- General Physics & Mathematics (AREA)
- General Business, Economics & Management (AREA)
- Game Theory and Decision Science (AREA)
- Marketing (AREA)
- Economics (AREA)
- Computer Networks & Wireless Communication (AREA)
- Computing Systems (AREA)
- Two-Way Televisions, Distribution Of Moving Picture Or The Like (AREA)
Description
f(x)=Exploration_Weight*Confidence_Interval(x)+Mean(x) (1)
102 クライアントデバイス
104 ネットワーク
106 コンテンツプラットフォーム
108 コンテンツプロバイダ
110 パラメータチューニングシステム
112 ユーザ活動ログ
114 メトリック生成器
116 メトリックデータベース
118 パラメータ
120 パラメータ設定器
122 実験システム
124 実験
126 実験トラフィック
128 実験活動
130 実験メトリック
131 ドライバ
132 パラメータ値セレクタ
134 評価点
135 評価器
136 実験ファイルエディタ
138 実験ファイル
140 第1のモデル
142 平均値
144 信頼区間
146 第2のモデル
200 グラフ
202 X軸
204 Y軸
206、208、210、212、214 評価点
250 グラフ
252 X軸
254 Y軸
256、258、260、262、264 評価点
266 真の関数線
268 点
300 グラフ
302 X軸
304 Y軸
306、308、310、312、314 評価点
315、332、334、336 予測点
316 真の関数線
318 ガウス線
320 陰影領域
322、324、326、328 縦線
350 グラフ
352 X軸
354 Y軸
355 獲得関数線
356、358、360 点
400 擬似コード
600 コンピュータシステム
610 プロセッサ
620 メモリ
630 ストレージデバイス
640 入出力デバイス
650 システムバス
660 周辺デバイス
Claims (10)
- コンテンツプラットフォームがビデオコンテンツを伴うデジタルコンポーネントの提供をそれに基づき制御するパラメータのパラメータ値を特定するために複数の反復を実行するステップであって、前記複数の反復における各反復を実行するステップが、
前記パラメータに対する一組の評価点を特定するステップであり、各評価点が、前記パラメータの評価パラメータ値および前記コンテンツプラットフォームによるデジタルコンポーネントの前記提供に対応するメトリックのメトリック値を含み、評価点の前記メトリック値が、前記コンテンツプラットフォームがデジタルコンポーネントを提供するために前記評価点の前記評価パラメータ値を使用することによって生成されるデータから決定される、ステップと、
前記一組の評価点を使用して第1のモデルを生成するステップと、
前記第1のモデルの平均値および信頼区間を生成するステップと、
前記第1のモデルおよび獲得関数に基づいて第2のモデルを生成するステップであり、前記獲得関数が、前記第1のモデルの前記平均値、前記第1のモデルの前記信頼区間、および前記パラメータを評価するための探索の優先度を制御する構成可能な探索重みに基づく、ステップと、
前記第2のモデルから、評価すべき次のパラメータ値を決定するステップと、
前記ビデオコンテンツと共にデジタルコンポーネントを提供するために前記次のパラメータ値を使用するように前記コンテンツプラットフォームを構成するステップと、
前記コンテンツプラットフォームがデジタルコンポーネントを提供するために前記次のパラメータ値を使用する結果として生じるデータに基づいて次のメトリック値を決定するステップとを含む、ステップと、
前記複数の反復の間に決定される前記パラメータのための前記パラメータ値および対応するメトリック値の中から、最高のメトリック値をもたらすか、または特定の閾値を満足させるかのいずれかである特定のパラメータ値を決定するステップと、
前記特定のパラメータ値を使用して前記コンテンツプラットフォームを、前記ビデオコンテンツと共に提供されるデジタルコンポーネントを制作中に制御または選択するように構成するステップと
を含むコンピュータ実装方法。 - 前記第2のモデルから、前記次のパラメータ値以外の少なくとも1つの他の評価すべきパラメータ値を決定するステップを更に含む、請求項1に記載のコンピュータ実装方法。
- 前記第1のモデルを生成するステップが、現在の一組の評価点に適合するモデルとして前記第1のモデルを生成するステップを含む、請求項1または2に記載のコンピュータ実装方法。
- 前記第2のモデルから評価すべき前記次のパラメータ値を決定するときに、前記探索重みが、新たなパラメータ値を探索する優先度を制御する、請求項1から3のいずれか一項に記載のコンピュータ実装方法。
- 前記探索重みが、前記獲得関数における信頼区間の重みに相当する、請求項4に記載のコンピュータ実装方法。
- 前記探索重みが、より以前のパラメータ評価反復においてより高く、より後のパラメータ評価反復においてより低くなる、請求項1から5のいずれか一項に記載のコンピュータ実装方法。
- 初期の一組の評価点における各評価点が、ランダムに発生されたパラメータ値を含む、請求項1から6のいずれか一項に記載のコンピュータ実装方法。
- 前記第2のモデルから、評価すべき次のパラメータ値を決定するステップが、対応する最高獲得関数値を有するパラメータ値を決定するステップを含む、請求項1から7のいずれか一項に記載のコンピュータ実装方法。
- 命令を記憶する1つまたは複数のメモリデバイスと、
前記1つまたは複数のメモリデバイスと対話し、前記命令が実行されると、請求項1から8のいずれか一項に記載の方法に係る動作を行うように構成される1つまたは複数のデータ処理装置と
を備える、システム。 - 1つまたは複数のデータ処理装置によって実行されると、前記1つまたは複数のデータ処理装置に請求項1から8のいずれか一項に記載の方法に係る動作を行わせる命令を含むコンピュータプログラム。
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JP2023218365A JP2024032711A (ja) | 2021-08-27 | 2023-12-25 | パラメータ値の自動的な決定 |
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PCT/US2021/047957 WO2023027728A1 (en) | 2021-08-27 | 2021-08-27 | Automatically determining parameter values |
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JP2023542573A JP2023542573A (ja) | 2023-10-11 |
JP7413558B2 true JP7413558B2 (ja) | 2024-01-15 |
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JP2023218365A Pending JP2024032711A (ja) | 2021-08-27 | 2023-12-25 | パラメータ値の自動的な決定 |
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EP (1) | EP4162696A1 (ja) |
JP (2) | JP7413558B2 (ja) |
KR (1) | KR20230031186A (ja) |
CN (1) | CN116034389A (ja) |
CA (1) | CA3171487A1 (ja) |
WO (1) | WO2023027728A1 (ja) |
Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20170272809A1 (en) | 2002-12-05 | 2017-09-21 | Texas Technology Ventures, Llp | Video playback device for use with a mobile communication device |
US20180365295A1 (en) | 2013-11-04 | 2018-12-20 | Google Inc. | Tuning Parameters for Presenting Content |
CN109831684A (zh) | 2019-03-11 | 2019-05-31 | 深圳前海微众银行股份有限公司 | 视频优化推荐方法、装置及可读存储介质 |
US20200314490A1 (en) | 2010-06-07 | 2020-10-01 | Affectiva, Inc. | Media manipulation using cognitive state metric analysis |
Family Cites Families (5)
Publication number | Priority date | Publication date | Assignee | Title |
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US8666820B2 (en) * | 2004-12-30 | 2014-03-04 | Google Inc. | Ad rendering parameters, such as size, style, and/or layout, of online ads |
US9451306B2 (en) * | 2012-01-03 | 2016-09-20 | Google Inc. | Selecting content formats for additional content to be presented along with video content to a user based on predicted likelihood of abandonment |
US10505833B2 (en) * | 2014-05-15 | 2019-12-10 | At&T Intellectual Property I, L.P. | Predicting video engagement from wireless network measurements |
US9848241B2 (en) * | 2014-11-05 | 2017-12-19 | Microsoft Technology Licensing, Llc | Increased user efficiency and interaction performance through dynamic adjustment of auxiliary content duration |
WO2021118557A1 (en) * | 2019-12-11 | 2021-06-17 | Google Llc | Methods, systems, and media for selecting formats for streaming media content items |
-
2021
- 2021-08-27 KR KR1020227029520A patent/KR20230031186A/ko unknown
- 2021-08-27 WO PCT/US2021/047957 patent/WO2023027728A1/en unknown
- 2021-08-27 EP EP21795048.4A patent/EP4162696A1/en active Pending
- 2021-08-27 CA CA3171487A patent/CA3171487A1/en active Pending
- 2021-08-27 JP JP2022551712A patent/JP7413558B2/ja active Active
- 2021-08-27 CN CN202180017142.7A patent/CN116034389A/zh active Pending
-
2023
- 2023-12-25 JP JP2023218365A patent/JP2024032711A/ja active Pending
Patent Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20170272809A1 (en) | 2002-12-05 | 2017-09-21 | Texas Technology Ventures, Llp | Video playback device for use with a mobile communication device |
US20200314490A1 (en) | 2010-06-07 | 2020-10-01 | Affectiva, Inc. | Media manipulation using cognitive state metric analysis |
US20180365295A1 (en) | 2013-11-04 | 2018-12-20 | Google Inc. | Tuning Parameters for Presenting Content |
CN109831684A (zh) | 2019-03-11 | 2019-05-31 | 深圳前海微众银行股份有限公司 | 视频优化推荐方法、装置及可读存储介质 |
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Publication number | Publication date |
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JP2024032711A (ja) | 2024-03-12 |
CN116034389A (zh) | 2023-04-28 |
CA3171487A1 (en) | 2023-02-27 |
WO2023027728A1 (en) | 2023-03-02 |
EP4162696A1 (en) | 2023-04-12 |
US20230269403A1 (en) | 2023-08-24 |
JP2023542573A (ja) | 2023-10-11 |
KR20230031186A (ko) | 2023-03-07 |
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