WO2020095321A3 - Dynamic structure neural machine for solving prediction problems with uses in machine learning - Google Patents
Dynamic structure neural machine for solving prediction problems with uses in machine learning Download PDFInfo
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- WO2020095321A3 WO2020095321A3 PCT/IN2019/050820 IN2019050820W WO2020095321A3 WO 2020095321 A3 WO2020095321 A3 WO 2020095321A3 IN 2019050820 W IN2019050820 W IN 2019050820W WO 2020095321 A3 WO2020095321 A3 WO 2020095321A3
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- dynamic structure
- dsnn
- dsnl
- structure neural
- novel
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR 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
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR 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
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- General Health & Medical Sciences (AREA)
- Computing Systems (AREA)
- Biomedical Technology (AREA)
- Biophysics (AREA)
- Computational Linguistics (AREA)
- Data Mining & Analysis (AREA)
- Evolutionary Computation (AREA)
- Life Sciences & Earth Sciences (AREA)
- Molecular Biology (AREA)
- Artificial Intelligence (AREA)
- General Engineering & Computer Science (AREA)
- General Physics & Mathematics (AREA)
- Mathematical Physics (AREA)
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- Measuring And Recording Apparatus For Diagnosis (AREA)
- Medical Treatment And Welfare Office Work (AREA)
Abstract
This invention discloses a new and novel methodology which can be used to solve multiclass classification problems in an automated way. It describes a novel neural network architecture "Dynamic Structure Neural Network (DSNN)", a novel automated learning method "Dynamic Structure Neural Learning (DSNL)" for training DSNN models and a product "Dynamic Structure Neural Machine (DSNM)" which is a computer-implementation of DSNN and DSNL for solving multiclass classification problems, such as, Medical Diagnosis, Face Recognition, Sentiment Analysis, Speech Recognition e.t.c. The system and method given in this invention analyzes any (structured, semi-structured or unstructured) type and form of data that can be vectorized. The novelty of this method is the architecture of the DSNN model and automated learning method DSNL that simultaneously determines the number of hidden layers, number of processing units (or neurons) in each hidden layer hidden layer and their parameters (weight and biases).
Applications Claiming Priority (2)
Application Number | Priority Date | Filing Date | Title |
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IN201841041940 | 2018-11-06 | ||
IN201841041940 | 2018-11-06 |
Publications (3)
Publication Number | Publication Date |
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WO2020095321A2 WO2020095321A2 (en) | 2020-05-14 |
WO2020095321A3 true WO2020095321A3 (en) | 2020-06-25 |
WO2020095321A8 WO2020095321A8 (en) | 2020-07-23 |
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PCT/IN2019/050820 WO2020095321A2 (en) | 2018-11-06 | 2019-11-05 | Dynamic structure neural machine for solving prediction problems with uses in machine learning |
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Families Citing this family (11)
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CN112085157B (en) * | 2020-07-20 | 2024-02-27 | 西安电子科技大学 | Disease prediction method and device based on neural network and tree model |
CN112116143B (en) * | 2020-09-14 | 2023-06-13 | 贵州大学 | Forest pest occurrence probability calculation processing method based on neural network |
CN113282842A (en) * | 2021-01-25 | 2021-08-20 | 上海海事大学 | Travel purpose identification method based on travel survey of smart phone and artificial neural network particle swarm optimization algorithm |
CN112697435B (en) * | 2021-01-26 | 2022-09-09 | 山西三友和智慧信息技术股份有限公司 | Rolling bearing fault diagnosis method based on improved SELD-TCN network |
CN112908446B (en) * | 2021-03-20 | 2022-03-22 | 张磊 | Automatic mixing control method for liquid medicine in endocrinology department |
CN113469339B (en) * | 2021-06-30 | 2023-09-22 | 山东大学 | Automatic driving neural network robustness verification method and system based on dimension reduction |
CN113590748B (en) * | 2021-07-27 | 2024-03-26 | 中国科学院深圳先进技术研究院 | Emotion classification continuous learning method based on iterative network combination and storage medium |
CN114239330B (en) * | 2021-11-01 | 2022-06-10 | 河海大学 | Deep learning-based large-span latticed shell structure form creation method |
CN115534319B (en) * | 2022-09-21 | 2023-08-11 | 成都航空职业技术学院 | 3D printing path planning method based on HGEFS algorithm |
CN115394394B (en) * | 2022-10-27 | 2023-04-07 | 曹县人民医院 | Resident health service reservation method and system based on big data processing technology |
CN117537951B (en) * | 2024-01-10 | 2024-03-26 | 西南交通大学 | Method and device for detecting internal temperature rise of superconducting suspension based on deep learning |
Citations (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US7711663B2 (en) * | 2006-03-27 | 2010-05-04 | Board Of Trustees Of Michigan State University | Multi-layer development network having in-place learning |
US20180284737A1 (en) * | 2016-05-09 | 2018-10-04 | StrongForce IoT Portfolio 2016, LLC | Methods and systems for detection in an industrial internet of things data collection environment with large data sets |
US10095718B2 (en) * | 2013-10-16 | 2018-10-09 | University Of Tennessee Research Foundation | Method and apparatus for constructing a dynamic adaptive neural network array (DANNA) |
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2019
- 2019-11-05 WO PCT/IN2019/050820 patent/WO2020095321A2/en active Application Filing
Patent Citations (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US7711663B2 (en) * | 2006-03-27 | 2010-05-04 | Board Of Trustees Of Michigan State University | Multi-layer development network having in-place learning |
US10095718B2 (en) * | 2013-10-16 | 2018-10-09 | University Of Tennessee Research Foundation | Method and apparatus for constructing a dynamic adaptive neural network array (DANNA) |
US20180284737A1 (en) * | 2016-05-09 | 2018-10-04 | StrongForce IoT Portfolio 2016, LLC | Methods and systems for detection in an industrial internet of things data collection environment with large data sets |
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WO2020095321A8 (en) | 2020-07-23 |
WO2020095321A2 (en) | 2020-05-14 |
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