JP2008538041A - 局所的近傍点ラプラス固有マップに基づくデータ分類の一部学習済学習機械 - Google Patents
局所的近傍点ラプラス固有マップに基づくデータ分類の一部学習済学習機械 Download PDFInfo
- Publication number
- JP2008538041A JP2008538041A JP2008506612A JP2008506612A JP2008538041A JP 2008538041 A JP2008538041 A JP 2008538041A JP 2008506612 A JP2008506612 A JP 2008506612A JP 2008506612 A JP2008506612 A JP 2008506612A JP 2008538041 A JP2008538041 A JP 2008538041A
- Authority
- JP
- Japan
- Prior art keywords
- data points
- unclassified
- determining
- neighboring
- points
- 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.)
- Pending
Links
Images
Classifications
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N20/00—Machine learning
-
- 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
- G06F18/213—Feature extraction, e.g. by transforming the feature space; Summarisation; Mappings, e.g. subspace methods
- G06F18/2137—Feature extraction, e.g. by transforming the feature space; Summarisation; Mappings, e.g. subspace methods based on criteria of topology preservation, e.g. multidimensional scaling or self-organising maps
- G06F18/21375—Feature extraction, e.g. by transforming the feature space; Summarisation; Mappings, e.g. subspace methods based on criteria of topology preservation, e.g. multidimensional scaling or self-organising maps involving differential geometry, e.g. embedding of pattern manifold
Landscapes
- Engineering & Computer Science (AREA)
- Theoretical Computer Science (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Data Mining & Analysis (AREA)
- Artificial Intelligence (AREA)
- General Physics & Mathematics (AREA)
- Software Systems (AREA)
- General Engineering & Computer Science (AREA)
- Evolutionary Computation (AREA)
- Physics & Mathematics (AREA)
- Evolutionary Biology (AREA)
- Bioinformatics & Cheminformatics (AREA)
- Life Sciences & Earth Sciences (AREA)
- Medical Informatics (AREA)
- Bioinformatics & Computational Biology (AREA)
- Computing Systems (AREA)
- Mathematical Physics (AREA)
- Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
- Image Analysis (AREA)
Applications Claiming Priority (2)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US11/108,031 US7412425B2 (en) | 2005-04-14 | 2005-04-14 | Partially supervised machine learning of data classification based on local-neighborhood Laplacian Eigenmaps |
| PCT/US2006/013566 WO2006113248A2 (en) | 2005-04-14 | 2006-04-11 | Partially supervised machine learning of data classification based on local-neighborhood laplacian eigenmaps |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| JP2008538041A true JP2008538041A (ja) | 2008-10-02 |
| JP2008538041A5 JP2008538041A5 (enExample) | 2009-06-04 |
Family
ID=37109741
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| JP2008506612A Pending JP2008538041A (ja) | 2005-04-14 | 2006-04-11 | 局所的近傍点ラプラス固有マップに基づくデータ分類の一部学習済学習機械 |
Country Status (3)
| Country | Link |
|---|---|
| US (1) | US7412425B2 (enExample) |
| JP (1) | JP2008538041A (enExample) |
| WO (1) | WO2006113248A2 (enExample) |
Cited By (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN101853239A (zh) * | 2010-05-06 | 2010-10-06 | 复旦大学 | 一种用于聚类的基于非负矩阵分解的降维方法 |
| CN103488297A (zh) * | 2013-09-30 | 2014-01-01 | 华南理工大学 | 一种基于脑机接口的在线半监督文字输入系统及方法 |
Families Citing this family (53)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US9137417B2 (en) | 2005-03-24 | 2015-09-15 | Kofax, Inc. | Systems and methods for processing video data |
| US8885229B1 (en) | 2013-05-03 | 2014-11-11 | Kofax, Inc. | Systems and methods for detecting and classifying objects in video captured using mobile devices |
| US9769354B2 (en) | 2005-03-24 | 2017-09-19 | Kofax, Inc. | Systems and methods of processing scanned data |
| US7937264B2 (en) * | 2005-06-30 | 2011-05-03 | Microsoft Corporation | Leveraging unlabeled data with a probabilistic graphical model |
| US7814040B1 (en) | 2006-01-31 | 2010-10-12 | The Research Foundation Of State University Of New York | System and method for image annotation and multi-modal image retrieval using probabilistic semantic models |
| US7937345B2 (en) * | 2006-07-12 | 2011-05-03 | Kofax, Inc. | Data classification methods using machine learning techniques |
| US7958067B2 (en) * | 2006-07-12 | 2011-06-07 | Kofax, Inc. | Data classification methods using machine learning techniques |
| US7761391B2 (en) * | 2006-07-12 | 2010-07-20 | Kofax, Inc. | Methods and systems for improved transductive maximum entropy discrimination classification |
| US20080243829A1 (en) * | 2007-03-29 | 2008-10-02 | Microsoft Corporation | Spectral clustering using sequential shrinkage optimization |
| WO2009038822A2 (en) * | 2007-05-25 | 2009-03-26 | The Research Foundation Of State University Of New York | Spectral clustering for multi-type relational data |
| US8064697B2 (en) * | 2007-10-12 | 2011-11-22 | Microsoft Corporation | Laplacian principal components analysis (LPCA) |
| US8295575B2 (en) * | 2007-10-29 | 2012-10-23 | The Trustees of the University of PA. | Computer assisted diagnosis (CAD) of cancer using multi-functional, multi-modal in-vivo magnetic resonance spectroscopy (MRS) and imaging (MRI) |
| US20100169024A1 (en) * | 2007-10-29 | 2010-07-01 | The Trustees Of The University Of Pennsylvania | Defining quantitative signatures for different gleason grades of prostate cancer using magnetic resonance spectroscopy |
| US9082080B2 (en) * | 2008-03-05 | 2015-07-14 | Kofax, Inc. | Systems and methods for organizing data sets |
| US9727532B2 (en) * | 2008-04-25 | 2017-08-08 | Xerox Corporation | Clustering using non-negative matrix factorization on sparse graphs |
| US8774516B2 (en) | 2009-02-10 | 2014-07-08 | Kofax, Inc. | Systems, methods and computer program products for determining document validity |
| US9767354B2 (en) | 2009-02-10 | 2017-09-19 | Kofax, Inc. | Global geographic information retrieval, validation, and normalization |
| US9349046B2 (en) | 2009-02-10 | 2016-05-24 | Kofax, Inc. | Smart optical input/output (I/O) extension for context-dependent workflows |
| US9576272B2 (en) | 2009-02-10 | 2017-02-21 | Kofax, Inc. | Systems, methods and computer program products for determining document validity |
| US8958605B2 (en) | 2009-02-10 | 2015-02-17 | Kofax, Inc. | Systems, methods and computer program products for determining document validity |
| US8442330B2 (en) | 2009-03-31 | 2013-05-14 | Nbcuniversal Media, Llc | System and method for automatic landmark labeling with minimal supervision |
| US8612364B2 (en) * | 2009-10-29 | 2013-12-17 | Xerox Corporation | Method for categorizing linked documents by co-trained label expansion |
| US8787454B1 (en) * | 2011-07-13 | 2014-07-22 | Google Inc. | Method and apparatus for data compression using content-based features |
| US8989515B2 (en) | 2012-01-12 | 2015-03-24 | Kofax, Inc. | Systems and methods for mobile image capture and processing |
| US9058580B1 (en) | 2012-01-12 | 2015-06-16 | Kofax, Inc. | Systems and methods for identification document processing and business workflow integration |
| US9058515B1 (en) | 2012-01-12 | 2015-06-16 | Kofax, Inc. | Systems and methods for identification document processing and business workflow integration |
| US9483794B2 (en) | 2012-01-12 | 2016-11-01 | Kofax, Inc. | Systems and methods for identification document processing and business workflow integration |
| US10146795B2 (en) | 2012-01-12 | 2018-12-04 | Kofax, Inc. | Systems and methods for mobile image capture and processing |
| US9208536B2 (en) | 2013-09-27 | 2015-12-08 | Kofax, Inc. | Systems and methods for three dimensional geometric reconstruction of captured image data |
| JP2016517587A (ja) | 2013-03-13 | 2016-06-16 | コファックス, インコーポレイテッド | モバイル装置を用いて取込まれたデジタル画像におけるオブジェクトの分類 |
| US9355312B2 (en) | 2013-03-13 | 2016-05-31 | Kofax, Inc. | Systems and methods for classifying objects in digital images captured using mobile devices |
| US20140316841A1 (en) | 2013-04-23 | 2014-10-23 | Kofax, Inc. | Location-based workflows and services |
| WO2015073920A1 (en) | 2013-11-15 | 2015-05-21 | Kofax, Inc. | Systems and methods for generating composite images of long documents using mobile video data |
| CN104008754B (zh) * | 2014-05-21 | 2017-01-18 | 华南理工大学 | 一种基于半监督特征选择的语音情感识别方法 |
| US10997129B1 (en) | 2014-09-16 | 2021-05-04 | EMC IP Holding Company LLC | Data set virtual neighborhood characterization, provisioning and access |
| US9760788B2 (en) | 2014-10-30 | 2017-09-12 | Kofax, Inc. | Mobile document detection and orientation based on reference object characteristics |
| US10242285B2 (en) | 2015-07-20 | 2019-03-26 | Kofax, Inc. | Iterative recognition-guided thresholding and data extraction |
| US10102482B2 (en) | 2015-08-07 | 2018-10-16 | Google Llc | Factorized models |
| CN105608471B (zh) * | 2015-12-28 | 2020-01-14 | 苏州大学 | 一种鲁棒直推式标签估计及数据分类方法和系统 |
| US9779296B1 (en) | 2016-04-01 | 2017-10-03 | Kofax, Inc. | Content-based detection and three dimensional geometric reconstruction of objects in image and video data |
| US11610148B2 (en) * | 2016-10-26 | 2023-03-21 | Sony Corporation | Information processing device and information processing method |
| US10546021B2 (en) * | 2017-01-30 | 2020-01-28 | Sap Se | Adjacency structures for executing graph algorithms in a relational database |
| JP6707483B2 (ja) * | 2017-03-09 | 2020-06-10 | 株式会社東芝 | 情報処理装置、情報処理方法、および情報処理プログラム |
| US10540398B2 (en) * | 2017-04-24 | 2020-01-21 | Oracle International Corporation | Multi-source breadth-first search (MS-BFS) technique and graph processing system that applies it |
| EP3422254B1 (en) | 2017-06-29 | 2023-06-14 | Samsung Electronics Co., Ltd. | Method and apparatus for separating text and figures in document images |
| US11062176B2 (en) | 2017-11-30 | 2021-07-13 | Kofax, Inc. | Object detection and image cropping using a multi-detector approach |
| CN109409407A (zh) * | 2018-09-19 | 2019-03-01 | 西安理工大学 | 一种基于le算法的工业监测数据聚类方法 |
| CN109711469B (zh) * | 2018-12-27 | 2023-06-20 | 苏州大学 | 一种基于半监督邻域判别指数的乳腺癌诊断系统 |
| CN111401426B (zh) * | 2020-03-11 | 2022-04-08 | 西北工业大学 | 基于伪标签学习的小样本高光谱图像分类方法 |
| KR102501793B1 (ko) * | 2021-01-14 | 2023-02-21 | 주식회사 뷰노 | 데이터셋 구성 방법 |
| CN116563592B (zh) * | 2023-02-07 | 2025-12-05 | 中国科学技术大学 | 基于图像局部增广的病理图像半监督自动分类方法 |
| KR102739253B1 (ko) * | 2024-02-05 | 2024-12-05 | 에스트래픽 주식회사 | 사인드 그래프 라플라시안 기반 준지도 학습 모델에 의한 이상 탐지 시스템 및 방법 |
| KR102739258B1 (ko) * | 2024-02-05 | 2024-12-05 | 에스트래픽 주식회사 | 준지도 학습에 사용되는 데이터에 대한 사인드 그래프 라플라시안 기반 전처리 시스템 및 방법 |
-
2005
- 2005-04-14 US US11/108,031 patent/US7412425B2/en not_active Expired - Fee Related
-
2006
- 2006-04-11 JP JP2008506612A patent/JP2008538041A/ja active Pending
- 2006-04-11 WO PCT/US2006/013566 patent/WO2006113248A2/en not_active Ceased
Cited By (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN101853239A (zh) * | 2010-05-06 | 2010-10-06 | 复旦大学 | 一种用于聚类的基于非负矩阵分解的降维方法 |
| CN103488297A (zh) * | 2013-09-30 | 2014-01-01 | 华南理工大学 | 一种基于脑机接口的在线半监督文字输入系统及方法 |
Also Published As
| Publication number | Publication date |
|---|---|
| WO2006113248A2 (en) | 2006-10-26 |
| US20060235812A1 (en) | 2006-10-19 |
| US7412425B2 (en) | 2008-08-12 |
| WO2006113248A3 (en) | 2009-05-22 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| JP2008538041A (ja) | 局所的近傍点ラプラス固有マップに基づくデータ分類の一部学習済学習機械 | |
| Zhang et al. | Unsupervised feature selection via adaptive graph learning and constraint | |
| Yamada et al. | High-dimensional feature selection by feature-wise kernelized lasso | |
| Zhang et al. | Label propagation based supervised locality projection analysis for plant leaf classification | |
| Oliva et al. | Fast distribution to real regression | |
| Singh et al. | A concise review of MRI feature extraction and classification with kernel functions | |
| CN111937001A (zh) | 将未经监督参数学习用于离群值检测以识别生产用生物体 | |
| Akbar et al. | Face recognition using hybrid feature space in conjunction with support vector machine | |
| Rahaman | A comprehensive review to understand the definitions, advantages, disadvantages and applications of machine learning algorithms | |
| Quispe et al. | Extreme learning machine for out-of-sample extension in Laplacian eigenmaps | |
| Faivishevsky et al. | Unsupervised feature selection based on non-parametric mutual information | |
| Zhao et al. | A tensor-variate Gaussian process for classification of multidimensional structured data | |
| Hsieh et al. | Adaptive structural co-regularization for unsupervised multi-view feature selection | |
| Zhang et al. | Nonnegative representation based discriminant projection for face recognition | |
| Ezhilmaran et al. | A survey on clustering techniques in pattern recognition | |
| Wang et al. | Re-weighting regression and sparsity regularization for multi-view classification | |
| Wang et al. | Randomized feature engineering as a fast and accurate alternative to kernel methods | |
| CN110929801A (zh) | 一种基于改进的Euclid距离KNN分类方法和系统 | |
| Saranya et al. | Semantic annotation of land cover remote sensing images using fuzzy CNN | |
| Liu et al. | Describing and learning of related parts based on latent structural model in big data | |
| Bajpai et al. | Real Time Face Recognition with limited training data: Feature Transfer Learning integrating CNN and Sparse Approximation | |
| Chatterjee et al. | Similarity graph neighborhoods for enhanced supervised classification | |
| Kaya et al. | Multi-modal learning with generalizable nonlinear dimensionality reduction | |
| Hazra et al. | Deep Learning-Based Classification of Rice Varieties: A Comprehensive Study | |
| Bourouis et al. | Expectation propagation learning of finite and infinite Gamma mixture models and its applications |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| A521 | Request for written amendment filed |
Free format text: JAPANESE INTERMEDIATE CODE: A523 Effective date: 20090410 |
|
| A621 | Written request for application examination |
Free format text: JAPANESE INTERMEDIATE CODE: A621 Effective date: 20090410 |
|
| A131 | Notification of reasons for refusal |
Free format text: JAPANESE INTERMEDIATE CODE: A131 Effective date: 20120228 |
|
| A02 | Decision of refusal |
Free format text: JAPANESE INTERMEDIATE CODE: A02 Effective date: 20120626 |