JP7276436B2 - 学習装置、学習方法、コンピュータプログラム及び記録媒体 - Google Patents
学習装置、学習方法、コンピュータプログラム及び記録媒体 Download PDFInfo
- Publication number
- JP7276436B2 JP7276436B2 JP2021519927A JP2021519927A JP7276436B2 JP 7276436 B2 JP7276436 B2 JP 7276436B2 JP 2021519927 A JP2021519927 A JP 2021519927A JP 2021519927 A JP2021519927 A JP 2021519927A JP 7276436 B2 JP7276436 B2 JP 7276436B2
- Authority
- JP
- Japan
- Prior art keywords
- gradient
- loss value
- loss
- machine learning
- loss function
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Active
Links
Images
Classifications
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
- G06F18/217—Validation; Performance evaluation; Active pattern learning techniques
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V10/00—Arrangements for image or video recognition or understanding
- G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
- G06V10/82—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using neural networks
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/045—Combinations of networks
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/0499—Feedforward networks
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/08—Learning methods
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/08—Learning methods
- G06N3/09—Supervised learning
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/08—Learning methods
- G06N3/094—Adversarial learning
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/22—Matching criteria, e.g. proximity measures
Landscapes
- Engineering & Computer Science (AREA)
- Theoretical Computer Science (AREA)
- Physics & Mathematics (AREA)
- Evolutionary Computation (AREA)
- Artificial Intelligence (AREA)
- Data Mining & Analysis (AREA)
- General Physics & Mathematics (AREA)
- Life Sciences & Earth Sciences (AREA)
- Health & Medical Sciences (AREA)
- General Engineering & Computer Science (AREA)
- Software Systems (AREA)
- General Health & Medical Sciences (AREA)
- Computing Systems (AREA)
- Biophysics (AREA)
- Molecular Biology (AREA)
- Mathematical Physics (AREA)
- Computational Linguistics (AREA)
- Biomedical Technology (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Bioinformatics & Computational Biology (AREA)
- Bioinformatics & Cheminformatics (AREA)
- Evolutionary Biology (AREA)
- Databases & Information Systems (AREA)
- Medical Informatics (AREA)
- Multimedia (AREA)
- Management, Administration, Business Operations System, And Electronic Commerce (AREA)
- Feedback Control In General (AREA)
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| PCT/JP2019/020057 WO2020234984A1 (ja) | 2019-05-21 | 2019-05-21 | 学習装置、学習方法、コンピュータプログラム及び記録媒体 |
Publications (3)
| Publication Number | Publication Date |
|---|---|
| JPWO2020234984A1 JPWO2020234984A1 (https=) | 2020-11-26 |
| JPWO2020234984A5 JPWO2020234984A5 (https=) | 2022-02-08 |
| JP7276436B2 true JP7276436B2 (ja) | 2023-05-18 |
Family
ID=73459090
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| JP2021519927A Active JP7276436B2 (ja) | 2019-05-21 | 2019-05-21 | 学習装置、学習方法、コンピュータプログラム及び記録媒体 |
Country Status (3)
| Country | Link |
|---|---|
| US (1) | US20220237416A1 (https=) |
| JP (1) | JP7276436B2 (https=) |
| WO (1) | WO2020234984A1 (https=) |
Families Citing this family (9)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US11593673B2 (en) * | 2019-10-07 | 2023-02-28 | Servicenow Canada Inc. | Systems and methods for identifying influential training data points |
| CN113011603B (zh) * | 2021-03-17 | 2025-01-10 | 深圳前海微众银行股份有限公司 | 模型参数更新方法、装置、设备、存储介质及程序产品 |
| CN113360851B (zh) * | 2021-06-22 | 2023-03-03 | 北京邮电大学 | 一种基于Gap-loss函数的工业流水线生产状态检测方法 |
| JP7732299B2 (ja) * | 2021-09-17 | 2025-09-02 | 沖電気工業株式会社 | 学習装置、学習方法およびプログラム |
| CN113849648B (zh) * | 2021-09-28 | 2024-09-20 | 平安科技(深圳)有限公司 | 分类模型训练方法、装置、计算机设备和存储介质 |
| CN117616457A (zh) * | 2022-06-20 | 2024-02-27 | 北京小米移动软件有限公司 | 一种图像深度预测方法、装置、设备及存储介质 |
| CN115410054B (zh) * | 2022-08-11 | 2026-01-06 | 清华大学 | 场景生成方法、模型测试方法及模型训练方法 |
| US12555366B2 (en) * | 2022-09-15 | 2026-02-17 | Waymo Llc | Semantic segmentation neural network for point clouds |
| CN116295344B (zh) * | 2023-03-08 | 2025-10-24 | 北京易航远智科技有限公司 | 实时建图方法、装置、电子设备及存储介质 |
Family Cites Families (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20170337481A1 (en) * | 2016-05-17 | 2017-11-23 | Xerox Corporation | Complex embeddings for simple link prediction |
| GB201615051D0 (en) * | 2016-09-05 | 2016-10-19 | Kheiron Medical Tech Ltd | Multi-modal medical image procesing |
| WO2019115865A1 (en) * | 2017-12-13 | 2019-06-20 | Nokia Technologies Oy | An apparatus, a method and a computer program for video coding and decoding |
-
2019
- 2019-05-21 WO PCT/JP2019/020057 patent/WO2020234984A1/ja not_active Ceased
- 2019-05-21 JP JP2021519927A patent/JP7276436B2/ja active Active
- 2019-05-21 US US17/610,497 patent/US20220237416A1/en not_active Abandoned
Non-Patent Citations (1)
| Title |
|---|
| KARIYAPPA, Sanjay et al.,Improving Adversarial Robustness of Ensembles with Diversity Training,arXiv,2019年01月28日,https://arxiv.org/pdf/1901.09981.pdf |
Also Published As
| Publication number | Publication date |
|---|---|
| JPWO2020234984A1 (https=) | 2020-11-26 |
| US20220237416A1 (en) | 2022-07-28 |
| WO2020234984A1 (ja) | 2020-11-26 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| JP7276436B2 (ja) | 学習装置、学習方法、コンピュータプログラム及び記録媒体 | |
| TWI818999B (zh) | 針對新場景的預測模型訓練方法及裝置 | |
| JP5142135B2 (ja) | データを分類する技術 | |
| US20210287136A1 (en) | Systems and methods for generating models for classifying imbalanced data | |
| CN103365829A (zh) | 信息处理装置、信息处理方法和程序 | |
| US20190073587A1 (en) | Learning device, information processing device, learning method, and computer program product | |
| JP2017500639A (ja) | 機械学習における重みの生成 | |
| US20190311258A1 (en) | Data dependent model initialization | |
| WO2014199920A1 (ja) | 予測関数作成装置、予測関数作成方法、及びコンピュータ読み取り可能な記録媒体 | |
| CN111191781A (zh) | 训练神经网络的方法、对象识别方法和设备以及介质 | |
| JP7036054B2 (ja) | 音響モデル学習装置、音響モデル学習方法、プログラム | |
| US20220327394A1 (en) | Learning support apparatus, learning support methods, and computer-readable recording medium | |
| JP4935047B2 (ja) | 情報処理装置、情報処理方法、およびプログラム | |
| JP7548308B2 (ja) | 学習装置、学習方法およびプログラム | |
| JP7666289B2 (ja) | 機械学習プログラム、機械学習方法、及び、情報処理装置 | |
| JP7529159B2 (ja) | 学習装置、学習方法、および、学習プログラム | |
| JP2023168813A5 (https=) | ||
| CN115994601A (zh) | 训练预测模型的装置及方法 | |
| JPWO2020110272A1 (ja) | 機械学習装置、機械学習方法、及びプログラム | |
| JP5063639B2 (ja) | データ分類方法及び装置及びプログラム | |
| US20200193329A1 (en) | Learning method and learning apparatus | |
| JP6473112B2 (ja) | 音声認識精度推定装置、音声認識精度推定方法及び音声認識精度推定プログラム | |
| CN112464965B (zh) | 估计模型的准确性和鲁棒性的方法及其装置 | |
| JP7364047B2 (ja) | 学習装置、学習方法、及びプログラム | |
| CN117112858A (zh) | 基于关联规则挖掘的对象筛选方法、处理器及存储介质 |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| A521 | Request for written amendment filed |
Free format text: JAPANESE INTERMEDIATE CODE: A523 Effective date: 20211104 |
|
| A621 | Written request for application examination |
Free format text: JAPANESE INTERMEDIATE CODE: A621 Effective date: 20211104 |
|
| A131 | Notification of reasons for refusal |
Free format text: JAPANESE INTERMEDIATE CODE: A131 Effective date: 20221206 |
|
| A521 | Request for written amendment filed |
Free format text: JAPANESE INTERMEDIATE CODE: A523 Effective date: 20230203 |
|
| TRDD | Decision of grant or rejection written | ||
| A01 | Written decision to grant a patent or to grant a registration (utility model) |
Free format text: JAPANESE INTERMEDIATE CODE: A01 Effective date: 20230404 |
|
| A61 | First payment of annual fees (during grant procedure) |
Free format text: JAPANESE INTERMEDIATE CODE: A61 Effective date: 20230417 |
|
| R151 | Written notification of patent or utility model registration |
Ref document number: 7276436 Country of ref document: JP Free format text: JAPANESE INTERMEDIATE CODE: R151 |