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    Method and apparatus for unified optimization model for retail network configuration
    2.
    发明授权
    Method and apparatus for unified optimization model for retail network configuration 失效
    零售网络配置统一优化模型的方法和装置

    公开(公告)号：US08265984B2

    公开(公告)日：2012-09-11

    申请号：US12117540

    申请日：2008-05-08

    申请人： Xin Xin Bai ,  Jin Dong ,  Ta-Hsin Li ,  Ming Xie ,  Wen Jun Yin ,  Bin Zhang ,  Cindy Q. Zhang

    发明人： Xin Xin Bai ,  Jin Dong ,  Ta-Hsin Li ,  Ming Xie ,  Wen Jun Yin ,  Bin Zhang ,  Cindy Q. Zhang

    IPC分类号： G06Q30/00

    CPC分类号： G06Q10/04 ,  G06Q10/0637

    摘要： A method and system for integrating multiple factors into a unified optimization model for retail network configuration, in one aspect, obtains input data for modeling store configuration. The input data may include demand of each merchandise category from each customer segment in each facility, geographic distribution of stores in an area, current revenue of stores, and physical cost of reconfiguring stores. A trade area is generated as a function of store location, store format, and store capacity. The method and system also generates trade area demand summation representing predicted total demand of all stores for all merchandise categories for all customer segments in the trade area, as a function of store location, store format, store capacity, merchandise category, and customer segment associated with the trade area. An objective function is constructed as a function of said trade area demand summation, current revenue of stores, and physical cost of reconfiguring stores.

    摘要翻译： 一种将多个因素整合到零售网络配置的统一优化模型中的方法和系统，一方面获取用于建模商店配置的输入数据。 输入数据可以包括每个设施中的每个客户段的每个商品类别的需求，区域中的商店的地理分布，商店的当前收入以及重新配置商店的物理成本。 作为商店位置，商店格式和商店容量的函数生成交易区域。 该方法和系统还根据商店位置，商店格式，商店容量，商品类别和相关客户细分，生成代表业务区域中所有客户区域的所有商品类别的所有商店的预期总需求的交易区域需求总和 与贸易区。 构建目标函数作为所述贸易区域需求求和，商店的当前收入以及重新配置商店的实际成本的函数。

    METHOD AND APPARATUS FOR INTEGRATED MULTIPLE FACTORS INTO A UNIFIED OPTIMIZATION MODEL FOR RETAIL NETWORK CONFIGURATION
    3.
    发明申请
    METHOD AND APPARATUS FOR INTEGRATED MULTIPLE FACTORS INTO A UNIFIED OPTIMIZATION MODEL FOR RETAIL NETWORK CONFIGURATION 失效
    综合多元因子的方法和装置进入零售网络配置的统一优化模型

    公开(公告)号：US20090281869A1

    公开(公告)日：2009-11-12

    申请号：US12117540

    申请日：2008-05-08

    申请人： Xin Xin Bai ,  Jin Dong ,  Ta-Hsin Li ,  Ming Xie ,  Wen Jun Yin ,  Bin Zhang ,  Cindy Q. Zhang

    发明人： Xin Xin Bai ,  Jin Dong ,  Ta-Hsin Li ,  Ming Xie ,  Wen Jun Yin ,  Bin Zhang ,  Cindy Q. Zhang

    IPC分类号： G06Q10/00

    CPC分类号： G06Q10/04 ,  G06Q10/0637

    摘要： A method and system for integrating multiple factors into a unified optimization model for retail network configuration, in one aspect, obtains input data for modeling store configuration. The input data may include demand of each merchandise category from each customer segment in each facility, geographic distribution of stores in an area, current revenue of stores, and physical cost of reconfiguring stores. A trade area is generated as a function of store location, store format, and store capacity. The method and system also generates trade area demand summation representing predicted total demand of all stores for all merchandise categories for all customer segments in the trade area, as a function of store location, store format, store capacity, merchandise category, and customer segment associated with the trade area. An objective function is constructed as a function of said trade area demand summation, current revenue of stores, and physical cost of reconfiguring stores.

    摘要翻译： 一种将多个因素整合到零售网络配置的统一优化模型中的方法和系统，一方面获取用于建模商店配置的输入数据。 输入数据可以包括每个设施中的每个客户段的每个商品类别的需求，区域中的商店的地理分布，商店的当前收入以及重新配置商店的物理成本。 作为商店位置，商店格式和商店容量的函数生成交易区域。 该方法和系统还根据商店位置，商店格式，商店容量，商品类别和相关客户细分，生成代表业务区域中所有客户区域的所有商品类别的所有商店的预期总需求的交易区域需求总和 与贸易区。 构建目标函数作为所述贸易区域需求求和，商店的当前收入以及重新配置商店的实际成本的函数。

    METHOD AND APPARATUS FOR END-TO-END RETAIL STORE SITE OPTIMIZATION
    4.
    发明申请
    METHOD AND APPARATUS FOR END-TO-END RETAIL STORE SITE OPTIMIZATION 失效
    端到端零售店现场优化的方法与装置

    公开(公告)号：US20090187464A1

    公开(公告)日：2009-07-23

    申请号：US12017673

    申请日：2008-01-22

    申请人： Xin Xin Bai ,  Jin Dong ,  Ta-Hsin Li ,  Wen Jun Yin ,  Bin Zhang

    发明人： Xin Xin Bai ,  Jin Dong ,  Ta-Hsin Li ,  Wen Jun Yin ,  Bin Zhang

    IPC分类号： G06F17/00

    CPC分类号： G06Q10/04 ,  G06Q30/0205

    摘要： A method and apparatus for end-to-end retail store one-stop site configuration integrates multiple data sources, identifying key customers, forecasting merchandise demand. Site configuration is formulated as a mathematical optimization problem with both in-store and external data as input to the problem whose solution provides proper suggestions for retail store transformation.

    摘要翻译： 端到端零售店一站式配置的方法和装置集成了多个数据源，识别关键客户，预测商品需求。 现场配置被形容为一个数学优化问题，可以将店内和外部数据作为输入问题的输入，解决方案为零售店转型提供了适当的建议。

    METHOD AND APPARATUS FOR CUSTOMER SEGMENTATION USING ADAPTIVE SPECTRAL CLUSTERING
    5.
    发明申请
    METHOD AND APPARATUS FOR CUSTOMER SEGMENTATION USING ADAPTIVE SPECTRAL CLUSTERING 失效
    使用自适应光谱聚类的客户分类的方法和装置

    公开(公告)号：US20110040601A1

    公开(公告)日：2011-02-17

    申请号：US12539256

    申请日：2009-08-11

    申请人： Xin Xin Bai ,  Jin Dong ,  Ta-Hsin Li ,  Wen Jun Yin ,  Bin Zhang

    发明人： Xin Xin Bai ,  Jin Dong ,  Ta-Hsin Li ,  Wen Jun Yin ,  Bin Zhang

    IPC分类号： G06Q10/00

    CPC分类号： G06Q30/02 ,  G06Q30/0201 ,  G06Q30/0204

    摘要： A method and system for customer segmentation using adaptive spectral clustering may include determining initial segmentation labels, determining new customer behavior data, formulating a single objective minimization function that integrates the initial segmentation labels with the new customer behavior data, and determining best fit to both the initial segmentation labels and the new customer behavior data simultaneously by minimizing the single objective minimization function.

    摘要翻译： 用于使用自适应光谱聚类的客户分割的方法和系统可以包括确定初始分割标签，确定新的客户行为数据，制定将初始分割标签与新的客户行为数据集成的单个目标最小化函数，以及确定最佳匹配 通过最小化单个目标最小化函数同时初始分割标签和新的客户行为数据。

    Competing simulator in multi-channel retailing environment among multiple retailers
    6.
    发明授权
    Competing simulator in multi-channel retailing environment among multiple retailers 有权
    多渠道零售环境中的竞争模拟器

    公开(公告)号：US08386298B2

    公开(公告)日：2013-02-26

    申请号：US12859028

    申请日：2010-08-18

    申请人： Xin Xin Bai ,  Jin Dong ,  Ta-Hsin Li ,  Hai Rong Lv ,  Wen Jun Yin ,  Bin Zhang

    发明人： Xin Xin Bai ,  Jin Dong ,  Ta-Hsin Li ,  Hai Rong Lv ,  Wen Jun Yin ,  Bin Zhang

    IPC分类号： G06Q10/00 ,  G06Q30/00

    CPC分类号： G06Q30/0201 ,  G06Q30/02

    摘要： A system, method and computer program product for providing the ability for retailers to devise a current channel strategy (e.g., adaptive price setting) that considers competitors in a dynamic competing environment, and that enables computing a competitive advantage of a channel. To estimate a price for selling a product j in a commerce channel comprises: a) receiving, at a processor device, real market data including sales and price history data of a product j sold by one or more retailers over one or alternate sales channels t; generating, by the processor device, a competitive advantage parameter value based on the sales and price history data; and, computing, utilizing the competitive advantage parameter value, an optimum price for a particular product to be marketed in one of the one or alternate sales channel.

    摘要翻译： 一种系统，方法和计算机程序产品，用于为零售商提供在动态竞争环境中考虑竞争对手的当前渠道策略（例如，自适应价格设置）的能力，并且能够计算渠道的竞争优势。 估计在商业通道中销售产品j的价格包括：a）在处理器设备处接收包括由一个或多个零售商通过一个或多个销售渠道销售的产品j的销售和价格历史数据的真实市场数据 ; 由所述处理器设备基于所述销售和价格历史数据生成竞争优势参数值; 以及利用竞争优势参数值计算在一个或另一个销售渠道之一上销售的特定产品的最优价格。

    Method and apparatus for customer segmentation using adaptive spectral clustering
    7.
    发明授权
    Method and apparatus for customer segmentation using adaptive spectral clustering 失效
    使用自适应光谱聚类的客户分割的方法和装置

    公开(公告)号：US08260646B2

    公开(公告)日：2012-09-04

    申请号：US12539256

    申请日：2009-08-11

    申请人： Xin Xin Bai ,  Jin Dong ,  Ta-Hsin Li ,  Wen Jun Yin ,  Bin Zhang

    发明人： Xin Xin Bai ,  Jin Dong ,  Ta-Hsin Li ,  Wen Jun Yin ,  Bin Zhang

    IPC分类号： G06Q10/00

    CPC分类号： G06Q30/02 ,  G06Q30/0201 ,  G06Q30/0204

    摘要： A method and system for customer segmentation using adaptive spectral clustering may include determining initial segmentation labels, determining new customer behavior data, formulating a single objective minimization function that integrates the initial segmentation labels with the new customer behavior data, and determining best fit to both the initial segmentation labels and the new customer behavior data simultaneously by minimizing the single objective minimization function.

    摘要翻译： 用于使用自适应光谱聚类的客户分割的方法和系统可以包括确定初始分割标签，确定新的客户行为数据，制定将初始分割标签与新的客户行为数据集成的单个目标最小化函数，以及确定最佳匹配 通过最小化单个目标最小化函数同时初始分割标签和新的客户行为数据。

    COMPETING SIMULATOR IN MULTI-CHANNEL RETAILING ENVIRONMENT AMONG MULTIPLE RETAILERS
    8.
    发明申请
    COMPETING SIMULATOR IN MULTI-CHANNEL RETAILING ENVIRONMENT AMONG MULTIPLE RETAILERS 有权
    在多个零售商的多渠道零售环境中竞争模拟器

    公开(公告)号：US20120046991A1

    公开(公告)日：2012-02-23

    申请号：US12859028

    申请日：2010-08-18

    申请人： Xin Xin Bai ,  Jim Dong ,  Ta-Hsin Li ,  Hai Rong Lv ,  Wen Jun Yin ,  Bin Zhang

    发明人： Xin Xin Bai ,  Jim Dong ,  Ta-Hsin Li ,  Hai Rong Lv ,  Wen Jun Yin ,  Bin Zhang

    IPC分类号： G06Q10/00 ,  G06N3/02

    CPC分类号： G06Q30/0201 ,  G06Q30/02

    摘要： A system, method and computer program product for providing the ability for retailers to devise a current channel strategy (e.g., adaptive price setting) that considers competitors in a dynamic competing environment, and that enables computing a competitive advantage of a channel. To estimate a price for selling a product j in a commerce channel comprises: a) receiving, at a processor device, real market data including sales and price history data of a product j sold by one or more retailers over one or alternate sales channels t; generating, by the processor device, a competitive advantage parameter value based on the sales and price history data; and, computing, utilizing the competitive advantage parameter value, an optimum price for a particular product to be marketed in one of the one or alternate sales channel.

    摘要翻译： 一种系统，方法和计算机程序产品，用于为零售商提供在动态竞争环境中考虑竞争对手的当前渠道策略（例如，自适应价格设置）的能力，并且能够计算渠道的竞争优势。 估计在商业通道中销售产品j的价格包括：a）在处理器设备处接收包括由一个或多个零售商通过一个或多个销售渠道销售的产品j的销售和价格历史数据的真实市场数据 ; 由所述处理器设备基于所述销售和价格历史数据生成竞争优势参数值; 以及利用竞争优势参数值计算在一个或另一个销售渠道之一上销售的特定产品的最优价格。