MX2018012465A - Maquina de vector de caracteristicas de arbol de regresion comprimido para prediccion de utilizacion de inventario que expira. - Google Patents

Maquina de vector de caracteristicas de arbol de regresion comprimido para prediccion de utilizacion de inventario que expira.

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Publication number
MX2018012465A
MX2018012465A MX2018012465A MX2018012465A MX2018012465A MX 2018012465 A MX2018012465 A MX 2018012465A MX 2018012465 A MX2018012465 A MX 2018012465A MX 2018012465 A MX2018012465 A MX 2018012465A MX 2018012465 A MX2018012465 A MX 2018012465A
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MX
Mexico
Prior art keywords
feature vector
request
regression
generate
likelihood
Prior art date
Application number
MX2018012465A
Other languages
English (en)
Spanish (es)
Inventor
DE MARS Spencer
Zhang Li
Hector Yee Yangli
Ye Peng
Liao Fenglin
PHAM Kim
QIAN Julian
YOLKEN Benjamin
Original Assignee
Airbnb Inc
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 Airbnb Inc filed Critical Airbnb Inc
Publication of MX2018012465A publication Critical patent/MX2018012465A/es

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    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/06Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/063Operations research, analysis or management
    • G06Q10/0637Strategic management or analysis, e.g. setting a goal or target of an organisation; Planning actions based on goals; Analysis or evaluation of effectiveness of goals
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/08Logistics, e.g. warehousing, loading or distribution; Inventory or stock management
    • G06Q10/087Inventory or stock management, e.g. order filling, procurement or balancing against orders
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F17/00Digital computing or data processing equipment or methods, specially adapted for specific functions
    • G06F17/10Complex mathematical operations
    • G06F17/18Complex mathematical operations for evaluating statistical data, e.g. average values, frequency distributions, probability functions, regression analysis
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • G06N20/20Ensemble learning
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00Computing arrangements using knowledge-based models
    • G06N5/01Dynamic search techniques; Heuristics; Dynamic trees; Branch-and-bound
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00Computing arrangements using knowledge-based models
    • G06N5/04Inference or reasoning models
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/04Forecasting or optimisation specially adapted for administrative or management purposes, e.g. linear programming or "cutting stock problem"
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/06Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/067Enterprise or organisation modelling
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00Commerce
    • G06Q30/02Marketing; Price estimation or determination; Fundraising
    • G06Q30/0201Market modelling; Market analysis; Collecting market data
    • G06Q30/0206Price or cost determination based on market factors

Landscapes

  • Engineering & Computer Science (AREA)
  • Business, Economics & Management (AREA)
  • Theoretical Computer Science (AREA)
  • Strategic Management (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Economics (AREA)
  • Entrepreneurship & Innovation (AREA)
  • Development Economics (AREA)
  • Human Resources & Organizations (AREA)
  • Data Mining & Analysis (AREA)
  • Accounting & Taxation (AREA)
  • Finance (AREA)
  • Software Systems (AREA)
  • Marketing (AREA)
  • General Business, Economics & Management (AREA)
  • Mathematical Physics (AREA)
  • Operations Research (AREA)
  • Game Theory and Decision Science (AREA)
  • General Engineering & Computer Science (AREA)
  • Tourism & Hospitality (AREA)
  • Quality & Reliability (AREA)
  • Evolutionary Computation (AREA)
  • Computing Systems (AREA)
  • Artificial Intelligence (AREA)
  • Educational Administration (AREA)
  • Medical Informatics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Computational Linguistics (AREA)
  • Mathematical Optimization (AREA)
  • Computational Mathematics (AREA)
  • Mathematical Analysis (AREA)
  • Pure & Applied Mathematics (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Probability & Statistics with Applications (AREA)
  • Algebra (AREA)
  • Databases & Information Systems (AREA)
MX2018012465A 2016-04-20 2017-04-11 Maquina de vector de caracteristicas de arbol de regresion comprimido para prediccion de utilizacion de inventario que expira. MX2018012465A (es)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US201662325006P 2016-04-20 2016-04-20
US15/482,453 US10528909B2 (en) 2016-04-20 2017-04-07 Regression-tree compressed feature vector machine for time-expiring inventory utilization prediction
PCT/US2017/026945 WO2017184379A1 (en) 2016-04-20 2017-04-11 Regression-tree compressed feature vector machine for tim-expiring inventory utilization prediction

Publications (1)

Publication Number Publication Date
MX2018012465A true MX2018012465A (es) 2019-02-21

Family

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Family Applications (1)

Application Number Title Priority Date Filing Date
MX2018012465A MX2018012465A (es) 2016-04-20 2017-04-11 Maquina de vector de caracteristicas de arbol de regresion comprimido para prediccion de utilizacion de inventario que expira.

Country Status (8)

Country Link
US (2) US10528909B2 (enExample)
JP (1) JP6960940B2 (enExample)
KR (1) KR20180133434A (enExample)
CN (1) CN109155039B (enExample)
AU (1) AU2017254086A1 (enExample)
CA (1) CA3021196A1 (enExample)
MX (1) MX2018012465A (enExample)
WO (1) WO2017184379A1 (enExample)

Families Citing this family (21)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US10783442B1 (en) * 2016-12-19 2020-09-22 Amazon Technologies, Inc. Demand forecasting via direct quantile loss optimization
US20190347540A1 (en) * 2018-05-10 2019-11-14 Fmr Llc AI-Based Context Evaluation Engine Apparatuses, Methods and Systems
EP3935581A4 (en) 2019-03-04 2022-11-30 Iocurrents, Inc. DATA COMPRESSION AND COMMUNICATION USING MACHINE LEARNING
US11651275B2 (en) 2019-08-19 2023-05-16 International Business Machines Corporation Tree-based associative data augmentation
US11295242B2 (en) 2019-11-13 2022-04-05 International Business Machines Corporation Automated data and label creation for supervised machine learning regression testing
US11514506B2 (en) * 2020-02-05 2022-11-29 Ebay Inc. Listing conversion estimation and optimization
US11393013B2 (en) 2020-06-25 2022-07-19 Mercari, Inc. Method, non-transitory computer-readable device, and system for intelligent listing creation
US11694218B2 (en) * 2020-06-25 2023-07-04 Mercari, Inc. Computer technology for automated pricing guidance
SG10202006372SA (en) * 2020-07-01 2021-10-28 Grabtaxi Holdings Pte Ltd Communications apparatus and method for estimating potential demand for improved forecasting and resource management
CN111680221B (zh) * 2020-08-11 2020-11-13 腾讯科技(深圳)有限公司 信息推荐方法、装置、设备及计算机可读存储介质
CN112862312B (zh) * 2021-02-07 2022-09-06 山东大学 基于随机在线算法的制造服务资源动态调度方法及系统
US11741099B2 (en) 2021-02-28 2023-08-29 International Business Machines Corporation Supporting database queries using unsupervised vector embedding approaches over unseen data
US20220374487A1 (en) * 2021-05-21 2022-11-24 Airbnb, Inc. Flexible variable listings search
CN113610308B (zh) * 2021-08-12 2024-08-20 国网江苏省电力有限公司常州供电分公司 基于剩余寿命预测的安全库存预测方法
WO2023067525A1 (en) * 2021-10-19 2023-04-27 Datalex (Ireland) Ltd. System and method for dynamically enhancing a pricing database based on external information
US20230289721A1 (en) * 2022-03-08 2023-09-14 Kinaxis Inc. Systems and methods for probabilistic estimation in tree-based forecast models
JP7690126B2 (ja) * 2022-05-30 2025-06-09 三菱電機株式会社 在庫予測システム、在庫算出装置、在庫予測方法およびプログラム
US11790240B1 (en) * 2023-02-10 2023-10-17 SurgeTech, LLC Machine learning networks, architectures and techniques for determining or predicting demand metrics in one or more channels
USD1061562S1 (en) * 2023-05-02 2025-02-11 Airbnb, Inc. Display screen with graphical user interface
US12493894B2 (en) * 2023-09-14 2025-12-09 Walmart Apollo, Llc Systems and method to facilitate modeling responses to variable values
WO2025114810A1 (en) * 2023-11-28 2025-06-05 Porcupine Union (Pty) Ltd. A method and system for generating generalised additive models (gams)

Family Cites Families (22)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7120599B2 (en) 1999-12-30 2006-10-10 Ge Capital Commercial Finance, Inc. Methods and systems for modeling using classification and regression trees
US7970713B1 (en) * 2000-05-10 2011-06-28 OIP Technologies, Inc. Method and apparatus for automatic pricing in electronic commerce
JP2002133074A (ja) * 2000-10-27 2002-05-10 Nippon Telegr & Teleph Corp <Ntt> 価格設定方法及びその装置並びにプログラムを記録した記録媒体
JP2004094809A (ja) * 2002-09-03 2004-03-25 Toshiba Corp ホテル予約予測モデル作成方法
US7010494B2 (en) * 2003-03-27 2006-03-07 University Of Washington Performing predictive pricing based on historical data
JP2005078116A (ja) 2003-08-29 2005-03-24 Toshiba Corp 料金割付配分システムおよび料金割付配分方法
US7774226B2 (en) * 2003-09-18 2010-08-10 International Business Machines Corporation Accepting bids under uncertain future demands
US7472096B2 (en) 2005-07-18 2008-12-30 Microsoft Corporation Training a learning system with arbitrary cost functions
US20130254035A1 (en) 2005-09-14 2013-09-26 Jumptap, Inc. Revenue models associated with syndication of a behavioral profile using a monetization platform
US20080222132A1 (en) 2007-03-07 2008-09-11 Jiangyi Pan Personalized shopping recommendation based on search units
US20090012955A1 (en) 2007-07-03 2009-01-08 John Chu Method and system for continuous, dynamic, adaptive recommendation based on a continuously evolving personal region of interest
US9612126B2 (en) 2007-12-03 2017-04-04 Nokia Technologies Oy Visual travel guide
WO2010120840A2 (en) * 2009-04-14 2010-10-21 Jda Software, Inc. Travel price optimization (tpo)
US8676632B1 (en) * 2009-07-16 2014-03-18 Overstock.Com, Inc. Pricing and forecasting
US20110295722A1 (en) * 2010-06-09 2011-12-01 Reisman Richard R Methods, Apparatus, and Systems for Enabling Feedback-Dependent Transactions
US9660971B1 (en) * 2012-03-08 2017-05-23 Amazon Technologies, Inc. Generating event recommendations based upon media consumption
US8612274B2 (en) * 2012-04-30 2013-12-17 Yahoo! Inc. Pricing engine revenue evaluation
US20140067439A1 (en) * 2012-09-04 2014-03-06 Duetto Research, Inc. Travel data ingestion and sessionization in a multi-tenant cloud architecture
US10467553B2 (en) 2013-03-13 2019-11-05 Airbnb, Inc. Automated determination of booking availability for user sourced accommodations
US9672223B2 (en) 2013-04-25 2017-06-06 Google Inc. Geo photo searching based on current conditions at a location
US20150310570A1 (en) * 2014-04-28 2015-10-29 Duetto Research, Inc. Open pricing and pricing rules
US20160055505A1 (en) * 2014-08-22 2016-02-25 Duetto Research, Inc. Price elasticity testing

Also Published As

Publication number Publication date
CA3021196A1 (en) 2017-10-26
JP2019516184A (ja) 2019-06-13
WO2017184379A1 (en) 2017-10-26
US10528909B2 (en) 2020-01-07
US10621548B2 (en) 2020-04-14
CN109155039B (zh) 2022-03-25
KR20180133434A (ko) 2018-12-14
CN109155039A (zh) 2019-01-04
WO2017184379A8 (en) 2018-11-08
US20200090116A1 (en) 2020-03-19
AU2017254086A1 (en) 2018-10-18
JP6960940B2 (ja) 2021-11-05
US20170308846A1 (en) 2017-10-26

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