CN116263813A - 通过降维提高分类和回归树性能 - Google Patents

通过降维提高分类和回归树性能 Download PDF

Info

Publication number
CN116263813A
CN116263813A CN202211521378.7A CN202211521378A CN116263813A CN 116263813 A CN116263813 A CN 116263813A CN 202211521378 A CN202211521378 A CN 202211521378A CN 116263813 A CN116263813 A CN 116263813A
Authority
CN
China
Prior art keywords
decision tree
node
computer
nodes
data
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.)
Withdrawn
Application number
CN202211521378.7A
Other languages
English (en)
Chinese (zh)
Inventor
D·T·潘
黄舒
P·穆拉里
L·M·恩古延
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
International Business Machines Corp
Original Assignee
International Business Machines Corp
Priority date (The priority date 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 date listed.)
Filing date
Publication date
Application filed by International Business Machines Corp filed Critical International Business Machines Corp
Publication of CN116263813A publication Critical patent/CN116263813A/zh
Withdrawn legal-status Critical Current

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
    • 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
    • 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
    • G06F18/214—Generating training patterns; Bootstrap methods, e.g. bagging or boosting
    • G06F18/2148—Generating training patterns; Bootstrap methods, e.g. bagging or boosting characterised by the process organisation or structure, e.g. boosting cascade
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/24—Classification techniques
    • G06F18/243—Classification techniques relating to the number of classes
    • G06F18/24323—Tree-organised classifiers
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N7/00—Computing arrangements based on specific mathematical models
    • G06N7/01—Probabilistic graphical models, e.g. probabilistic networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G06N20/20—Ensemble learning

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Data Mining & Analysis (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • General Engineering & Computer Science (AREA)
  • Software Systems (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Computing Systems (AREA)
  • Mathematical Physics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Evolutionary Biology (AREA)
  • Computational Linguistics (AREA)
  • Mathematical Analysis (AREA)
  • Probability & Statistics with Applications (AREA)
  • Algebra (AREA)
  • Computational Mathematics (AREA)
  • Medical Informatics (AREA)
  • Mathematical Optimization (AREA)
  • Pure & Applied Mathematics (AREA)
  • Telephonic Communication Services (AREA)
  • Data Exchanges In Wide-Area Networks (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
  • Small-Scale Networks (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Computer And Data Communications (AREA)
CN202211521378.7A 2021-12-14 2022-11-30 通过降维提高分类和回归树性能 Withdrawn CN116263813A (zh)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US17/550,551 US20230186107A1 (en) 2021-12-14 2021-12-14 Boosting classification and regression tree performance with dimension reduction
US17/550,551 2021-12-14

Publications (1)

Publication Number Publication Date
CN116263813A true CN116263813A (zh) 2023-06-16

Family

ID=86694517

Family Applications (1)

Application Number Title Priority Date Filing Date
CN202211521378.7A Withdrawn CN116263813A (zh) 2021-12-14 2022-11-30 通过降维提高分类和回归树性能

Country Status (4)

Country Link
US (1) US20230186107A1 (https=)
JP (1) JP2023088289A (https=)
CN (1) CN116263813A (https=)
TW (1) TWI844931B (https=)

Families Citing this family (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11985102B2 (en) * 2021-04-30 2024-05-14 Asapp, Inc. Processing clusters with mathematical models for message suggestion
CN119153035A (zh) * 2024-08-13 2024-12-17 南京林业大学 一种基于决策树结构对比学习的抑郁症诊断分析方法

Family Cites Families (13)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5909681A (en) * 1996-03-25 1999-06-01 Torrent Systems, Inc. Computer system and computerized method for partitioning data for parallel processing
US20120166366A1 (en) * 2010-12-22 2012-06-28 Microsoft Corporation Hierarchical classification system
CN106484682B (zh) * 2015-08-25 2019-06-25 阿里巴巴集团控股有限公司 基于统计的机器翻译方法、装置及电子设备
US12229226B2 (en) * 2016-06-30 2025-02-18 The Trustees Of The University Of Pennsylvania Systems and methods for generating improved decision trees
US10909471B2 (en) * 2017-03-24 2021-02-02 Microsoft Technology Licensing, Llc Resource-efficient machine learning
US10748663B2 (en) * 2017-05-04 2020-08-18 Efthymios Kalafatis Machine learning, natural language processing and network analysis-guided discovery related to medical research
US10713534B2 (en) * 2017-09-01 2020-07-14 Kla-Tencor Corp. Training a learning based defect classifier
WO2020244771A1 (en) * 2019-06-06 2020-12-10 NEC Laboratories Europe GmbH Diversity-aware weighted majority vote classifier for imbalanced datasets
US12505355B2 (en) * 2019-06-07 2025-12-23 The Regents Of The University Of California General form of the tree alternating optimization (TAO) for learning decision trees
US12380360B2 (en) * 2020-05-26 2025-08-05 Nec Corporation Interpretable imitation learning via prototypical option discovery for decision making
US12602921B2 (en) * 2020-05-27 2026-04-14 Nvidia Corporation Techniques for modifying and training a neural network
US12482189B2 (en) * 2020-06-10 2025-11-25 Nvidia Corporation Environment generation using one or more neural networks
CN113722908B (zh) * 2021-08-30 2022-04-29 湖南工商大学 一种基于多元非线性回归的纺织物烘干时间判定方法

Also Published As

Publication number Publication date
TWI844931B (zh) 2024-06-11
JP2023088289A (ja) 2023-06-26
US20230186107A1 (en) 2023-06-15
TW202324224A (zh) 2023-06-16

Similar Documents

Publication Publication Date Title
JP7398474B2 (ja) ディープ・フォレスト・モデルの開発および訓練
US11182557B2 (en) Driving intent expansion via anomaly detection in a modular conversational system
US11861469B2 (en) Code generation for Auto-AI
US10387572B2 (en) Training data update
US11847443B2 (en) Constraints-based refactoring of monolith applications through attributed graph embeddings
US20230021563A1 (en) Federated data standardization using data privacy techniques
JP2023540879A (ja) ゼロショット言語間転移学習
WO2023077989A1 (en) Incremental machine learning for a parametric machine learning model
JP7620112B2 (ja) マルチパーティ対話における談話解析のための構造自己認識モデル
JP2022552140A (ja) 階層クラスタリングを使用する希少トピック検出
CN112528678A (zh) 基于上下文信息的对话系统
JP2023535168A (ja) ソフトウェア・コンテナのための実行時間環境決定
US11768679B2 (en) Identifying microservices for a monolith application through static code analysis
WO2023173964A1 (en) Intelligently optimized machine learning models
US10671928B2 (en) Adaptive analytical modeling tool
JP7744720B2 (ja) 機械学習を用いたシフトレフトトポロジ構築および情報拡張
CN116263813A (zh) 通过降维提高分类和回归树性能
US11526770B2 (en) Latent computing property preference discovery and computing environment migration plan recommendation
US20230177337A1 (en) Multi-objective driven refactoring of a monolith application using reinforcement learning
US20200302350A1 (en) Natural language processing based business domain modeling
CN115280301A (zh) 用于语句对的高效紧凑的文本匹配系统
US11782704B1 (en) Application refactoring with explainability
US20230394112A1 (en) Graph-based semi-supervised generation of files
US11948056B2 (en) Communication-efficient data parallel ensemble boosting
CN117043785A (zh) 用于实体链接的神经符号方法

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
WW01 Invention patent application withdrawn after publication

Application publication date: 20230616