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1. 发明申请

US20110082804A1 SYSTEM AND METHOD FOR THE ANALYSIS OF PRICING DATA INCLUDING PRICING FLEXIBILITY FOR VEHICLES AND OTHER COMMODITIES 有权
标题翻译：用于分析价格数据的系统和方法，包括车辆和其他商品的定价灵活性
公开(公告)号：US20110082804A1
公开(公告)日：2011-04-07
申请号：US12896107
申请日：2010-10-01
申请人： Michael Swinson , Jesse Toprak , Mikhail Semeniuk , Scott Painter
发明人： Michael Swinson , Jesse Toprak , Mikhail Semeniuk , Scott Painter
IPC分类号： G06Q99/00
CPC分类号： G06Q30/0206 , G06Q30/02 , G06Q30/0278
摘要： Embodiments disclosed herein can provide consumers with an effective tool for evaluating the negotiability of prices for vehicles in the marketplace. The tool may include a Price Flexibility Score which measures the elasticity of transaction prices by vehicle model. Specifically, a method may dynamically incorporate factors that affect price variance, convert those factors into variables, generate order statistics for each of the variables, apply a weighting factor to the variables to generate a price flexibility score for each make-model, and determine a negotiability index utilizing the price flexibility score. In one embodiment, the process of determining the negotiability index may be fully driven by a price flexibility model that incorporates a plurality of factors.
摘要翻译：本文公开的实施例可以向消费者提供用于评估市场中的车辆的价格的可协商性的有效工具。该工具可以包括价格灵活性评分，其通过车辆模型测量交易价格的弹性。具体来说，一种方法可以动态地并入影响价格差异的因素，将这些因素转换为变量，为每个变量生成订单统计量，将加权因子应用于变量以产生每个制造模型的价格弹性分数，并且确定谈判价格指数利用价格弹性得分。在一个实施例中，确定可转让性指数的过程可以由包含多个因素的价格弹性模型完全驱动。

2. 发明授权

US08781846B2 System and method for the analysis of pricing data including pricing flexibility for vehicles and other commodities 有权
标题翻译：定价数据分析的系统和方法，包括车辆和其他商品的定价灵活性
公开(公告)号：US08781846B2
公开(公告)日：2014-07-15
申请号：US12896107
申请日：2010-10-01
申请人： Michael Swinson , Jesse Toprak , Mikhail Semeniuk , Scott Painter
发明人： Michael Swinson , Jesse Toprak , Mikhail Semeniuk , Scott Painter
IPC分类号： G06Q10/00
CPC分类号： G06Q30/0206 , G06Q30/02 , G06Q30/0278
摘要： Embodiments disclosed herein can provide consumers with an effective tool for evaluating the negotiability of prices for vehicles in the marketplace. The tool may include a Price Flexibility Score which measures the elasticity of transaction prices by vehicle model. Specifically, a method may dynamically incorporate factors that affect price variance, convert those factors into variables, generate order statistics for each of the variables, apply a weighting factor to the variables to generate a price flexibility score for each make-model, and determine a negotiability index utilizing the price flexibility score. In one embodiment, the process of determining the negotiability index may be fully driven by a price flexibility model that incorporates a plurality of factors.
摘要翻译：本文公开的实施例可以向消费者提供用于评估市场中的车辆的价格的可协商性的有效工具。该工具可以包括价格灵活性评分，其通过车辆模型测量交易价格的弹性。具体来说，一种方法可以动态地并入影响价格差异的因素，将这些因素转换为变量，为每个变量生成订单统计量，将加权因子应用于变量以产生每个制造模型的价格弹性分数，并且确定谈判价格指数利用价格弹性得分。在一个实施例中，确定可转让性指数的过程可以由包含多个因素的价格弹性模型完全驱动。

3. 发明授权

US09031967B2 Natural language processing system, method and computer program product useful for automotive data mapping 有权
标题翻译：自然语言处理系统，方法和计算机程序产品，适用于汽车数据映射
公开(公告)号：US09031967B2
公开(公告)日：2015-05-12
申请号：US13406325
申请日：2012-02-27
申请人： Michael Swinson , Mikhail Semeniuk , Xingchu Liu
发明人： Michael Swinson , Mikhail Semeniuk , Xingchu Liu
IPC分类号： G06F17/30 , G06Q30/02 , G06F17/27
CPC分类号： G06F17/30985 , G06F17/2795 , G06F17/30684 , G06Q30/0283
摘要： Natural language processing (NLP) approaches may be utilized to map two strings. The strings may come from sources utilizing different naming conventions. One example may be a data aggregator that collects used car transaction information. Another example may be a comprehensive database listing all possible manufacturer-defined vehicle options. A NLP system may operate to determine whether a source string is present in a target string and outputting a match containing the source string and the target string if the source string is present in the target string or computing a similarity factor if the source string is not present in the target string. The similarity factor representing a measure of similarity between two strings may be computed based on a plurality of parameters, including a Levenshtein edit distance parameter. The computed similarity can be used to find pricing information, including trade-in, sale, and list prices, across disparate naming conventions.
摘要翻译：自然语言处理（NLP）方法可用于映射两个字符串。字符串可能来自使用不同命名约定的来源。一个示例可以是收集二手车交易信息的数据聚合器。另一个例子可能是列出所有可能的制造商定义的车辆选项的综合数据库。如果源字符串存在于目标字符串中，则NLP系统可以操作以确定源字符串是否存在于目标字符串中并输出包含源字符串和目标字符串的匹配，或者如果源字符串不是，则输出相似因子存在于目标字符串中。可以基于包括Levenshtein编辑距离参数的多个参数来计算表示两个串之间的相似度的度量的相似性因子。计算的相似性可以用于查找不同命名约定的定价信息，包括交易，销售和列表价格。

4. 发明申请

US20130030870A1 SYSTEM AND METHOD FOR ANALYSIS AND PRESENTATION OF USED VEHICLE PRICING DATA 有权
标题翻译：用于分析和显示使用的车辆定价数据的系统和方法
公开(公告)号：US20130030870A1
公开(公告)日：2013-01-31
申请号：US13554743
申请日：2012-07-20
申请人： Michael Swinson , Isaac Lemon Laughlin , Meghashyam Grama Ramanuja , Mikhail Semeniuk , Xingchu Liu
发明人： Michael Swinson , Isaac Lemon Laughlin , Meghashyam Grama Ramanuja , Mikhail Semeniuk , Xingchu Liu
IPC分类号： G06Q30/00
CPC分类号： G06Q30/0278 , G06Q10/06 , G06Q30/02 , G06Q30/0206
摘要： Systems and methods for the aggregation, analysis, and display of data for used vehicles are disclosed. Historical transaction data for used vehicles may be obtained and processed to determine pricing data, where this determined pricing data may be associated with a particular configuration of a vehicle. The user can then be presented with an interface pertinent to the vehicle configuration utilizing the aggregated data set or the associated determined data where the user can make a variety of determinations. This interface may, for example, be configured to present the historical transaction data visually, with the pricing data such as a trade-in price, a list price, an expected sale price or range of sale prices, market low sale price, market average sale price, market high sale price, etc. presented relative to the historical transaction data.
摘要翻译：公开了用于二手车辆的数据的聚集，分析和显示的系统和方法。可以获得并处理用于二手车辆的历史交易数据以确定定价数据，其中该确定的定价数据可以与车辆的特定配置相关联。然后可以使用利用聚合数据集或用户可进行各种确定的相关联的确定数据，向用户呈现与车辆配置相关的接口。该接口可以例如被配置为以视觉方式呈现历史交易数据，其中定价数据例如交易价格，清单价格，预期销售价格或销售价格范围，市场低售价，市场平均值销售价格，市场销售价格等相对于历史交易数据呈现。

5. 发明授权

US08645193B2 System and method for analysis and presentation of used vehicle pricing data 有权
标题翻译：二手车定价数据的分析和呈现的系统和方法
公开(公告)号：US08645193B2
公开(公告)日：2014-02-04
申请号：US13554743
申请日：2012-07-20
申请人： Michael Swinson , Isaac Lemon Laughlin , Meghashyam Grama Ramanuja , Mikhail Semeniuk , Xingchu Liu
发明人： Michael Swinson , Isaac Lemon Laughlin , Meghashyam Grama Ramanuja , Mikhail Semeniuk , Xingchu Liu
IPC分类号： G06Q30/00
CPC分类号： G06Q30/0278 , G06Q10/06 , G06Q30/02 , G06Q30/0206
摘要： Systems and methods for the aggregation, analysis, and display of data for used vehicles are disclosed. Historical transaction data for used vehicles may be obtained and processed to determine pricing data, where this determined pricing data may be associated with a particular configuration of a vehicle. The user can then be presented with an interface pertinent to the vehicle configuration utilizing the aggregated data set or the associated determined data where the user can make a variety of determinations. This interface may, for example, be configured to present the historical transaction data visually, with the pricing data such as a trade-in price, a list price, an expected sale price or range of sale prices, market low sale price, market average sale price, market high sale price, etc. presented relative to the historical transaction data.
摘要翻译：公开了用于二手车辆的数据的聚集，分析和显示的系统和方法。可以获得并处理用于二手车辆的历史交易数据以确定定价数据，其中该确定的定价数据可以与车辆的特定配置相关联。然后可以使用利用聚合数据集或用户可进行各种确定的相关联的确定数据，向用户呈现与车辆配置相关的接口。该接口可以例如被配置为以视觉方式呈现历史交易数据，其中定价数据例如交易价格，清单价格，预期销售价格或销售价格范围，市场低售价，市场平均值销售价格，市场销售价格等相对于历史交易数据呈现。

6. 发明申请

US20130226945A1 NATURAL LANGUAGE PROCESSING SYSTEM, METHOD AND COMPUTER PROGRAM PRODUCT USEFUL FOR AUTOMOTIVE DATA MAPPING 有权
标题翻译：自动语言处理系统，用于汽车数据映射的方法和计算机程序产品
公开(公告)号：US20130226945A1
公开(公告)日：2013-08-29
申请号：US13406325
申请日：2012-02-27
申请人： Michael Swinson , Mikhail Semeniuk , Xingchu Liu
发明人： Michael Swinson , Mikhail Semeniuk , Xingchu Liu
IPC分类号： G06F17/30
CPC分类号： G06F17/30985 , G06F17/2795 , G06F17/30684 , G06Q30/0283
摘要： Natural language processing (NLP) approaches may be utilized to map two strings. The strings may come from sources utilizing different naming conventions. One example may be a data aggregator that collects used car transaction information. Another example may be a comprehensive database listing all possible manufacturer-defined vehicle options. A NLP system may operate to determine whether a source string is present in a target string and outputting a match containing the source string and the target string if the source string is present in the target string or computing a similarity factor if the source string is not present in the target string. The similarity factor representing a measure of similarity between two strings may be computed based on a plurality of parameters, including a Levenshtein edit distance parameter. The computed similarity can be used to find pricing information, including trade-in, sale, and list prices, across disparate naming conventions.
摘要翻译：自然语言处理（NLP）方法可用于映射两个字符串。字符串可能来自使用不同命名约定的来源。一个示例可以是收集二手车交易信息的数据聚合器。另一个例子可能是列出所有可能的制造商定义的车辆选项的综合数据库。如果源字符串存在于目标字符串中，则NLP系统可以操作以确定源字符串是否存在于目标字符串中并输出包含源字符串和目标字符串的匹配，或者如果源字符串不是，则输出相似因子存在于目标字符串中。可以基于包括Levenshtein编辑距离参数的多个参数来计算表示两个串之间的相似度的度量的相似性因子。计算的相似性可以用于查找不同命名约定的定价信息，包括交易，销售和列表价格。

7. 发明授权

US08458012B2 System and method for the analysis of pricing data including a sustainable price range for vehicles and other commodities 有权
标题翻译：定价数据分析的系统和方法，包括车辆和其他商品的可持续价格范围
公开(公告)号：US08458012B2
公开(公告)日：2013-06-04
申请号：US12896164
申请日：2010-10-01
申请人： Michael Swinson , Scott Painter
发明人： Michael Swinson , Scott Painter
IPC分类号： G06Q10/00
CPC分类号： G06Q10/10 , G06Q30/0206
摘要： Embodiments disclosed herein can produce and present sustainable price information to help dealers to price vehicles for sustainability and facilitate consumers in making purchase decisions. In one approach, a sustainable price range for a specific vehicle configuration may be based on an average profit margin (APM) determined utilizing historical sale prices and an estimated actual dealer cost. Other approaches may utilize some or all of the following steps: determine APM and build a model of distribution of profit margins by APM, build a model to adjust APM by certain variables, identify sustainable levels for the inventory, production, and incentives variables feeding into the APM model, plug those in to get the averages for those sustainable levels, identify sustainable percentile cutoffs for a given profit margin, then use this relationship with the now identified sustainable levels as inputs to find the overall sustainable profit margin.
摘要翻译：本文公开的实施例可以产生和呈现可持续价格信息，以帮助经销商为可持续性价格车辆，并促进消费者做出购买决定。在一种方法中，特定车辆配置的可持续价格范围可以基于使用历史销售价格确定的平均利润率（APM）和估计的实际经销商成本。其他方法可能会采用以下一些或全部步骤：确定APM，并通过APM建立利润分配模型，建立模型以通过某些变量调整APM，确定库存，生产和激励变量的可持续水平 APM模型，插入那些获得这些可持续水平的平均值，确定给定利润率的可持续百分位数截止值，然后将这种与现在确定的可持续水平的关系用作输入，以找到总体可持续利润率。

8. 发明申请

US20110082720A1 SYSTEM AND METHOD FOR THE ANALYSIS OF PRICING DATA INCLUDING A SUSTAINABLE PRICE RANGE FOR VEHICLES AND OTHER COMMODITIES 有权
标题翻译：用于分析价格数据的系统和方法，包括用于车辆和其他商品的可持续价格范围
公开(公告)号：US20110082720A1
公开(公告)日：2011-04-07
申请号：US12896164
申请日：2010-10-01
申请人： Michael Swinson , Scott Painter
发明人： Michael Swinson , Scott Painter
IPC分类号： G06Q10/00
CPC分类号： G06Q10/10 , G06Q30/0206
摘要： Embodiments disclosed herein can produce and present sustainable price information to help dealers to price vehicles for sustainability and facilitate consumers in making purchase decisions. In one approach, a sustainable price range for a specific vehicle configuration may be based on an average profit margin (APM) determined utilizing historical sale prices and an estimated actual dealer cost. Other approaches may utilize some or all of the following steps: determine APM and build a model of distribution of profit margins by APM, build a model to adjust APM by certain variables, identify sustainable levels for the inventory, production, and incentives variables feeding into the APM model, plug those in to get the averages for those sustainable levels, identify sustainable percentile cutoffs for a given profit margin, then use this relationship with the now identified sustainable levels as inputs to find the overall sustainable profit margin.
摘要翻译：本文公开的实施例可以产生和呈现可持续价格信息，以帮助经销商为可持续性价格车辆，并促进消费者做出购买决定。在一种方法中，特定车辆配置的可持续价格范围可以基于使用历史销售价格确定的平均利润率（APM）和估计的实际经销商成本。其他方法可能会采用以下一些或全部步骤：确定APM，并通过APM建立利润分配模型，建立模型以通过某些变量调整APM，确定库存，生产和激励变量的可持续水平 APM模型，插入那些获得这些可持续水平的平均值，确定给定利润率的可持续百分位数截止值，然后将这种与现在确定的可持续水平的关系用作输入，以找到总体可持续利润率。

9. 发明申请

US20110022525A1 SYSTEM AND METHOD FOR THE UTILIZATION OF PRICING MODELS IN THE AGGREGATION, ANALYSIS, PRESENTATION AND MONETIZATION OF PRICING DATA FOR VEHICLES AND OTHER COMMODITIES 有权
标题翻译：用于车辆和其他商品的价格数据的聚合，分析，陈述和制定中的定价模型的利用系统和方法
公开(公告)号：US20110022525A1
公开(公告)日：2011-01-27
申请号：US12896145
申请日：2010-10-01
申请人： Michael Swinson , Lin O'Driscoll , Scott Painter
发明人： Michael Swinson , Lin O'Driscoll , Scott Painter
IPC分类号： G06Q10/00
CPC分类号： G06Q30/0278 , G06Q30/02
摘要： Embodiments of systems and methods for the aggregation, analysis, display and monetization of pricing data for commodities in general, and which may be particularly useful applied to vehicles are disclosed. In certain embodiments, one or more models may be applied over a set of historical transaction data associated with a vehicle configuration to determine pricing data. Some models may leverage incremental data in various conditions, including cases where fewer than a desired number of historical transactions are present in the bin of a specified vehicle, where fewer than, equal to, or more than a certain number of list prices for the specified vehicle available, and where no historical transaction data for new models is available.
摘要翻译：公开了一般用于商品的定价数据的聚集，分析，显示和货币化的系统和方法的实施例，并且其可能特别适用于车辆。在某些实施例中，可以将一个或多个模型应用于与车辆配置相关联的一组历史交易数据以确定定价数据。一些模型可以在各种条件下利用增量数据，包括在指定车辆的仓中存在少于期望数量的历史交易的情况，其中小于等于或大于指定车辆的一定数量的列表价格车辆可用，并且没有新模型的历史交易数据可用。

10. 发明授权

US08612314B2 System and method for the utilization of pricing models in the aggregation, analysis, presentation and monetization of pricing data for vehicles and other commodities 有权
标题翻译：在车辆和其他商品的定价数据的汇总，分析，呈现和货币化中利用定价模型的系统和方法
公开(公告)号：US08612314B2
公开(公告)日：2013-12-17
申请号：US12896145
申请日：2010-10-01
申请人： Michael Swinson , Lin O'Driscoll , Scott Painter
发明人： Michael Swinson , Lin O'Driscoll , Scott Painter
IPC分类号： G06Q30/00 , G06F17/30
CPC分类号： G06Q30/0278 , G06Q30/02
摘要： Embodiments of systems and methods for the aggregation, analysis, display and monetization of pricing data for commodities in general, and which may be particularly useful applied to vehicles are disclosed. In certain embodiments, one or more models may be applied over a set of historical transaction data associated with a vehicle configuration to determine pricing data. Some models may leverage incremental data in various conditions, including cases where fewer than a desired number of historical transactions are present in the bin of a specified vehicle, where fewer than, equal to, or more than a certain number of list prices for the specified vehicle available, and where no historical transaction data for new models is available.
摘要翻译：公开了一般用于商品的定价数据的聚集，分析，显示和货币化的系统和方法的实施例，并且其可能特别适用于车辆。在某些实施例中，可以将一个或多个模型应用于与车辆配置相关联的一组历史交易数据以确定定价数据。一些模型可以在各种条件下利用增量数据，包括在指定车辆的仓中存在少于期望数量的历史交易的情况，其中小于等于或大于指定的一定数量的列表价格车辆可用，并且没有新模型的历史交易数据可用。

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