MX2021003512A - Modelo de aprendizaje automático híbrido para la clasificación de códigos. - Google Patents
Modelo de aprendizaje automático híbrido para la clasificación de códigos.Info
- Publication number
- MX2021003512A MX2021003512A MX2021003512A MX2021003512A MX2021003512A MX 2021003512 A MX2021003512 A MX 2021003512A MX 2021003512 A MX2021003512 A MX 2021003512A MX 2021003512 A MX2021003512 A MX 2021003512A MX 2021003512 A MX2021003512 A MX 2021003512A
- Authority
- MX
- Mexico
- Prior art keywords
- tariff code
- chemical components
- predicted
- machine learning
- new set
- Prior art date
Links
Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N20/00—Machine learning
- G06N20/20—Ensemble learning
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N20/00—Machine learning
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N5/00—Computing arrangements using knowledge-based models
- G06N5/01—Dynamic search techniques; Heuristics; Dynamic trees; Branch-and-bound
Landscapes
- Engineering & Computer Science (AREA)
- Theoretical Computer Science (AREA)
- Software Systems (AREA)
- General Physics & Mathematics (AREA)
- Artificial Intelligence (AREA)
- Physics & Mathematics (AREA)
- Computing Systems (AREA)
- General Engineering & Computer Science (AREA)
- Data Mining & Analysis (AREA)
- Mathematical Physics (AREA)
- Evolutionary Computation (AREA)
- Medical Informatics (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Computational Linguistics (AREA)
- Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
- Management, Administration, Business Operations System, And Electronic Commerce (AREA)
- Catching Or Destruction (AREA)
Abstract
Una modalidad implica un clasificador de aprendizaje automático híbrido que usa un bosque aleatorio de clasificadores de árboles de decisión para predecir un prefijo del código arancelario, y usa múltiples árboles expertos para predecir un sufijo del código arancelario a partir de propiedades relacionadas con componentes químicos asociados con los respectivos prefijos del código arancelario. La modalidad también implica: determinar una proporción de un componente químico dominante en comparación con otros componentes químicos en un nuevo conjunto de componentes químicos; calcular puntuaciones de similitud para el nuevo conjunto de componentes químicos y palabras asociadas con los prefijos del código arancelario; generar un vector de características a partir de la proporción y las puntuaciones de similitud; y obtener un código arancelario predicho que incluya un prefijo del código arancelario predicho determinado aplicando el bosque aleatorio al vector de características, y un sufijo del código arancelario predicho determinado atravesando un árbol experto en particular de acuerdo con las propiedades relacionadas con el nuevo conjunto de componentes químicos.
Applications Claiming Priority (2)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US201862738482P | 2018-09-28 | 2018-09-28 | |
| PCT/US2019/050555 WO2020068421A1 (en) | 2018-09-28 | 2019-09-11 | Hybrid machine learning model for code classification |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| MX2021003512A true MX2021003512A (es) | 2021-05-27 |
Family
ID=68051990
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| MX2021003512A MX2021003512A (es) | 2018-09-28 | 2019-09-11 | Modelo de aprendizaje automático híbrido para la clasificación de códigos. |
Country Status (12)
| Country | Link |
|---|---|
| US (1) | US20210406701A1 (es) |
| JP (1) | JP7443349B2 (es) |
| KR (1) | KR20210064344A (es) |
| CN (1) | CN112997200B (es) |
| AU (1) | AU2019350649A1 (es) |
| BR (1) | BR112021005978A2 (es) |
| CA (1) | CA3114096A1 (es) |
| CL (1) | CL2021000791A1 (es) |
| CO (1) | CO2021005272A2 (es) |
| MX (1) | MX2021003512A (es) |
| SG (1) | SG11202103187TA (es) |
| WO (1) | WO2020068421A1 (es) |
Families Citing this family (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20220129912A1 (en) * | 2020-10-27 | 2022-04-28 | KYG Trade, INC. | System and method for facilitating global trade and sustainable environmental and governance attribute attestations |
| WO2022251924A1 (en) * | 2021-06-05 | 2022-12-08 | Wisetech Global Limited | "automated classification pipeline" |
| KR102679381B1 (ko) * | 2022-12-02 | 2024-06-28 | 주식회사 알엠에이 | 수요예측 기반의 지능형 생산 및 물류 관리 방법 및 시스템 |
| CN116304920B (zh) * | 2023-02-13 | 2023-10-20 | 中国地质大学（武汉） | 一种流数据分类模型的优化方法及装置 |
| CN116776831B (zh) * | 2023-03-27 | 2023-12-22 | 阿里巴巴（中国）有限公司 | 海关、报关编码确定、决策树构建方法和介质 |
Family Cites Families (21)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| GB2291571A (en) * | 1994-07-19 | 1996-01-24 | Ibm | Text to speech system; acoustic processor requests linguistic processor output |
| JP3672242B2 (ja) * | 2001-01-11 | 2005-07-20 | インターナショナル・ビジネス・マシーンズ・コーポレーション | パターン検索方法、パターン検索装置、コンピュータプログラム及び記憶媒体 |
| KR100453227B1 (ko) * | 2001-12-28 | 2004-10-15 | 한국전자통신연구원 | 번역 지원 시스템에서의 유사 문장 검색 방법 |
| US20030163447A1 (en) * | 2002-02-28 | 2003-08-28 | Monika Sandman | Method and tool for assignment of item number by mapping of classification and generation of a decision tree |
| US7792863B2 (en) * | 2002-12-27 | 2010-09-07 | Honda Motor Co., Ltd. | Harmonized tariff schedule classification using decision tree database |
| US7941310B2 (en) * | 2003-09-09 | 2011-05-10 | International Business Machines Corporation | System and method for determining affixes of words |
| US20070094256A1 (en) * | 2005-09-02 | 2007-04-26 | Hite Thomas D | System and method for integrating and adopting a service-oriented architecture |
| WO2009011058A1 (ja) * | 2007-07-19 | 2009-01-22 | Fujitsu Limited | システム監視プログラム、システム監視方法およびシステム監視装置 |
| CN105046497A (zh) * | 2007-11-14 | 2015-11-11 | 潘吉瓦公司 | 评估供应交易的公共记录 |
| JPWO2012029152A1 (ja) * | 2010-09-02 | 2014-01-20 | 藤田 修 | データ集合間距離算出装置および方法 |
| US8751419B2 (en) * | 2010-11-19 | 2014-06-10 | Shipjo, Llc | Shipping system and method with taxonomic tariff harmonization |
| JP2012118749A (ja) * | 2010-11-30 | 2012-06-21 | Japan Post Service Co Ltd | 国際発送支援システム、国際発送支援方法及び国際発送支援プログラム |
| KR101989202B1 (ko) * | 2011-03-04 | 2019-07-05 | 엘비티 이노베이션스 리미티드 | 미생물 성장을 분석하는 방법 및 소프트웨어 |
| US10559223B2 (en) * | 2014-09-08 | 2020-02-11 | Under Armour, Inc. | Food description processing methods and apparatuses |
| SG11201702192TA (en) * | 2014-10-08 | 2017-04-27 | Crimsonlogic Pte Ltd | Customs tariff code classification |
| US10121108B2 (en) * | 2015-07-31 | 2018-11-06 | Bluvector, Inc. | System and method for in-situ classifier retraining for malware identification and model heterogeneity |
| KR102457974B1 (ko) * | 2015-11-04 | 2022-10-21 | 삼성전자주식회사 | 신규 물질 탐색 방법 및 장치 |
| US10776712B2 (en) * | 2015-12-02 | 2020-09-15 | Preferred Networks, Inc. | Generative machine learning systems for drug design |
| CN106803124B (zh) * | 2017-01-21 | 2020-04-07 | 中国海洋大学 | 基于流形正则和范数正则的领域迁移极限学习机方法 |
| CN108391446B (zh) * | 2017-06-20 | 2022-02-22 | 埃森哲环球解决方案有限公司 | 基于机器学习算法对针对数据分类器的训练语料库的自动提取 |
| CN107766337A (zh) * | 2017-09-25 | 2018-03-06 | 沈阳航空航天大学 | 基于深度语义关联的译文预测方法 |
-
2019
- 2019-09-11 KR KR1020217012478A patent/KR20210064344A/ko active Search and Examination
- 2019-09-11 WO PCT/US2019/050555 patent/WO2020068421A1/en active Application Filing
- 2019-09-11 SG SG11202103187TA patent/SG11202103187TA/en unknown
- 2019-09-11 BR BR112021005978-4A patent/BR112021005978A2/pt unknown
- 2019-09-11 CN CN201980071947.2A patent/CN112997200B/zh active Active
- 2019-09-11 MX MX2021003512A patent/MX2021003512A/es unknown
- 2019-09-11 JP JP2021515604A patent/JP7443349B2/ja active Active
- 2019-09-11 AU AU2019350649A patent/AU2019350649A1/en active Pending
- 2019-09-11 US US17/279,439 patent/US20210406701A1/en active Pending
- 2019-09-11 CA CA3114096A patent/CA3114096A1/en active Pending
-
2021
- 2021-03-26 CL CL2021000791A patent/CL2021000791A1/es unknown
- 2021-04-23 CO CONC2021/0005272A patent/CO2021005272A2/es unknown
Also Published As
| Publication number | Publication date |
|---|---|
| CL2021000791A1 (es) | 2021-08-27 |
| CN112997200B (zh) | 2024-02-02 |
| KR20210064344A (ko) | 2021-06-02 |
| JP2022502744A (ja) | 2022-01-11 |
| CO2021005272A2 (es) | 2021-07-30 |
| CN112997200A (zh) | 2021-06-18 |
| BR112021005978A2 (pt) | 2021-06-29 |
| US20210406701A1 (en) | 2021-12-30 |
| AU2019350649A1 (en) | 2021-05-27 |
| SG11202103187TA (en) | 2021-04-29 |
| WO2020068421A1 (en) | 2020-04-02 |
| JP7443349B2 (ja) | 2024-03-05 |
| CA3114096A1 (en) | 2020-04-02 |
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