KR20180133434A - 시간 만료 인벤토리 사용 예측을 위한 회귀 트리 압축 특징 벡터 머신 - Google Patents

시간 만료 인벤토리 사용 예측을 위한 회귀 트리 압축 특징 벡터 머신 Download PDF

Info

Publication number
KR20180133434A
KR20180133434A KR1020187031171A KR20187031171A KR20180133434A KR 20180133434 A KR20180133434 A KR 20180133434A KR 1020187031171 A KR1020187031171 A KR 1020187031171A KR 20187031171 A KR20187031171 A KR 20187031171A KR 20180133434 A KR20180133434 A KR 20180133434A
Authority
KR
South Korea
Prior art keywords
expiration
time
inventory
price
demand
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.)
Ceased
Application number
KR1020187031171A
Other languages
English (en)
Korean (ko)
Inventor
스펜서 드 마르스
양리 헥터 이
펭 예
펭린 랴오
리 장
김 팜
줄리안 치엔
벤자민 욜컨
Original Assignee
에어비앤비, 인크.
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 에어비앤비, 인크. filed Critical 에어비앤비, 인크.
Publication of KR20180133434A publication Critical patent/KR20180133434A/ko
Ceased legal-status Critical Current

Links

Images

Classifications

    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06Q—INFORMATION 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
    • G06Q10/00—Administration; Management
    • G06Q10/06—Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/063—Operations research, analysis or management
    • G06Q10/0637—Strategic 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
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06Q—INFORMATION 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
    • G06Q10/00—Administration; Management
    • G06Q10/08—Logistics, e.g. warehousing, loading or distribution; Inventory or stock management
    • G06Q10/087—Inventory or stock management, e.g. order filling, procurement or balancing against orders
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
    • G06F17/10—Complex mathematical operations
    • G06F17/18—Complex mathematical operations for evaluating statistical data, e.g. average values, frequency distributions, probability functions, regression analysis
    • 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
    • G06N20/00—Machine learning
    • G06N20/20—Ensemble 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
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00—Computing arrangements using knowledge-based models
    • G06N5/04—Inference or reasoning models
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06Q—INFORMATION 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
    • G06Q10/00—Administration; Management
    • G06Q10/04—Forecasting or optimisation specially adapted for administrative or management purposes, e.g. linear programming or "cutting stock problem"
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06Q—INFORMATION 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
    • G06Q10/00—Administration; Management
    • G06Q10/06—Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/067—Enterprise or organisation modelling
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06Q—INFORMATION 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
    • G06Q30/00—Commerce
    • G06Q30/02—Marketing; Price estimation or determination; Fundraising
    • G06Q30/0201—Market modelling; Market analysis; Collecting market data
    • G06Q30/0206—Price 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)
KR1020187031171A 2016-04-20 2017-04-11 시간 만료 인벤토리 사용 예측을 위한 회귀 트리 압축 특징 벡터 머신 Ceased KR20180133434A (ko)

Applications Claiming Priority (5)

Application Number Priority Date Filing Date Title
US201662325006P 2016-04-20 2016-04-20
US62/325,006 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
US15/482,453 2017-04-07
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
KR20180133434A true KR20180133434A (ko) 2018-12-14

Family

ID=60089640

Family Applications (1)

Application Number Title Priority Date Filing Date
KR1020187031171A Ceased KR20180133434A (ko) 2016-04-20 2017-04-11 시간 만료 인벤토리 사용 예측을 위한 회귀 트리 압축 특징 벡터 머신

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
MX2018012465A (es) 2019-02-21
CN109155039B (zh) 2022-03-25
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

Similar Documents

Publication Publication Date Title
KR20180133434A (ko) 시간 만료 인벤토리 사용 예측을 위한 회귀 트리 압축 특징 벡터 머신
KR20170088363A (ko) 시간 만료 인벤토리에 대한 수요 예측
KR20190029605A (ko) 시간 만료 인벤토리에 대한 수요 예측
Gibbs et al. Pricing in the sharing economy: A hedonic pricing model applied to Airbnb listings
Fradkin Search, matching, and the role of digital marketplace design in enabling trade: Evidence from Airbnb
JP6543700B2 (ja) 宿泊設備リスティングに対する宿主選好を決定すること
US10942931B2 (en) Automated database record activation using predictive modeling of database access
US20170277776A9 (en) System and method for reception, analysis and dissemination of user feedback
US20200012972A1 (en) System and method for determining validity of web content
JP2023508172A (ja) リソース割り当て方法、装置、設備、記憶媒体及びコンピュータプログラム
Anjos et al. Maximizing revenue in the airline industry under one-way pricing
US20200065718A1 (en) Dynamic ad-hoc availability and physical reservation system using market analytics, social metadata, and cognitive analytics
Sierag et al. A call for exploratory data analysis in revenue management forecasting: a case study of a small and independent hotel in The Netherlands
US20220245600A1 (en) Systems and Methods to Track and Automate Home Management
US11257011B2 (en) Booked-blocked classifier
US20140136370A1 (en) System and Method for Optimization of Lease Management and Operation
US20150379600A1 (en) Order management system and method for limited counterpart transactions

Legal Events

Date Code Title Description
PA0105 International application

Patent event date: 20181026

Patent event code: PA01051R01D

Comment text: International Patent Application

PG1501 Laying open of application
PA0201 Request for examination

Patent event code: PA02012R01D

Patent event date: 20200402

Comment text: Request for Examination of Application

PA0302 Request for accelerated examination

Patent event date: 20200402

Patent event code: PA03022R01D

Comment text: Request for Accelerated Examination

E902 Notification of reason for refusal
PE0902 Notice of grounds for rejection

Comment text: Notification of reason for refusal

Patent event date: 20200814

Patent event code: PE09021S01D

E601 Decision to refuse application
PE0601 Decision on rejection of patent

Patent event date: 20210222

Comment text: Decision to Refuse Application

Patent event code: PE06012S01D

Patent event date: 20200814

Comment text: Notification of reason for refusal

Patent event code: PE06011S01I