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1.
公开(公告)号:US20210241349A1
公开(公告)日:2021-08-05
申请号:US16779541
申请日:2020-01-31
申请人: Walmart Apollo, LLC
发明人: Aditya Mantha , Rahul Radhakrishnan Iyer , Shashank Kedia , Shubham Gupta , Praveenkumar Kanumala , Stephen Dean Guo , Kannan Achan
摘要: A method including building a recommendation triggering model. The method can include receiving, via a user device of a user through a network, an add-to-cart command associated with an anchor item in a session by the user. The method further can include determining, in real-time after receiving the add-to-cart command, a recommendation for one or more complementary items based at least in part on: (a) the anchor item; and (b) a user profile of the user. The method also can include determining, in real-time after determining the recommendation, a recommendation confidence for the recommendation based at least in part on one or more of: (a) the user profile; (b) the anchor item; (c) the one or more complementary items; or (d) one or more feedbacks from the user associated with one or more prior recommendations in the session. The method additionally can include after determining the recommendation confidence, when the recommendation confidence is positive, transmitting, in real-time through the network, the one or more complementary items to be presented to the user via the user device. The method likewise can include after determining the recommendation confidence, when the recommendation confidence is not positive, refraining from transmitting the one or more complementary items to the user. Other embodiments are disclosed.
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2.
公开(公告)号:US20210374832A1
公开(公告)日:2021-12-02
申请号:US17399977
申请日:2021-08-11
申请人: Walmart Apollo, LLC
发明人: Aditya Mantha , Rahul Radhakrishnan Iyer , Shashank Kedia , Shubham Gupta , Praveenkumar Kanumala , Stephen Dean Guo , Kannan Achan
摘要: A method including building a recommendation triggering model. The method can include receiving, via a user device of a user through a network, an add-to-cart command associated with an anchor item for the user. The method further can include determining, in real-time after receiving the add-to-cart command, a recommendation for one or more complementary items of the anchor item for the user. The method also can include determining, in real-time after determining the recommendation, a recommendation confidence for the recommendation. The method additionally can include after determining the recommendation confidence, when the recommendation confidence is positive, transmitting, in real-time through the network, the one or more complementary items to be presented to the user via the user device. The method likewise can include after determining the recommendation confidence, when the recommendation confidence is not positive, refraining from transmitting the one or more complementary items to the user. Other embodiments are disclosed.
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公开(公告)号:US20230214861A1
公开(公告)日:2023-07-06
申请号:US17647283
申请日:2022-01-06
申请人: Walmart Apollo, LLC
发明人: Rahul Radhakrishnan Iyer , Sushant Kumar , Kannan Achan , Shashank Kedia , Sneha Gupta , Yokila Arora
IPC分类号: G06Q30/02 , G06N20/00 , G06V10/776
CPC分类号: G06Q30/0202 , G06Q30/0201 , G06N20/00 , G06V10/776
摘要: In some examples, a system may be configured to obtain a set of features of a set of users including one or more features of transaction data of the set of users and one or more features of engagement data of the set of users. Additionally, the system may be configured to implement a first set of operations that generate output data including a plurality of conversion scores, based on the set of features. In some examples, each conversion score of the plurality of conversion scores are associated with a particular user of the set of users and characterize a likelihood of a conversion event of the corresponding user changing from a trial-member status to a full-member status prior to a predetermined future time.
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公开(公告)号:US11544763B2
公开(公告)日:2023-01-03
申请号:US16778905
申请日:2020-01-31
申请人: Walmart Apollo, LLC
发明人: Rahul Radhakrishnan Iyer , Shubham Gupta , Praveenkumar Kanumala , Stephen Dean Guo , Kannan Achan
IPC分类号: G06Q30/00 , G06Q30/06 , G06F3/0482
摘要: Systems and methods including one or more processors and one or more non-transitory storage devices storing computing instructions configured to run on the one or more processors and perform acts of receiving a user identifier, receiving an item identifier, determining user item quantity information related to quantities of the item previously selected by the user, determining a respective household size for each user, and determining aggregate household item quantity information related to quantities of the item previously selected by an aggregate of users of the same household size. If a first threshold level of the quantity of transactions is met, a recommended quantity is based on the user item quantity information, and if not, the recommended quantity is based on the aggregate household item quantity information. The user interface of the electronic device is updated to notify the user of the recommended quantity. Other embodiments are disclosed herein.
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公开(公告)号:US20240256301A1
公开(公告)日:2024-08-01
申请号:US18421105
申请日:2024-01-24
申请人: Walmart Apollo, LLC
摘要: Systems and methods for context aware engagement are disclosed. A request for a user interface, including a user identifier, is received. A set of features associated with the user identifier are obtained and a user embedding is generated by applying an autoencoder to the set of features. A set of potential tasks associated with an enrollment portion of the user interface is obtained. A task embedding is generated for each task in the set of potential tasks. A user-task affinity is generated by comparing the user embedding to each task embedding. A ranked set of tasks is generated by ranking each task based on the user-task affinity. A set of interface elements related to the highest ranked tasks in the ranked set of tasks is generated. A user interface including interface elements is generated and transmitted to a device that requested the user interface.
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公开(公告)号:US11947548B2
公开(公告)日:2024-04-02
申请号:US17456733
申请日:2021-11-29
申请人: Walmart Apollo, LLC
IPC分类号: G06F16/2457 , G06F16/242 , G06N3/044 , G06N3/08 , G06Q30/0601
CPC分类号: G06F16/24575 , G06F16/243 , G06N3/044 , G06N3/08 , G06Q30/0625
摘要: This application relates to systems and methods for providing search results based on a primary intent. In some examples, a disclosed system includes a memory resource storing instructions; and one or more processors coupled to the memory resource. The one or more processors are configured to execute the instructions to: receive, from a user, a search query including a plurality of words, identify a plurality of intention terms from the words of the search query, compute, for each of the plurality of intention terms, a compatibility score between the intention term and a query context associated with the intention term, determine, from the plurality of intention terms, a primary intention term having a maximum compatibility score among the plurality of intention terms, and generate, based on the primary intention term, a set of intent-based search results in response to the search query, the set of intent-based search results identifying a set of items associated with the primary intention term.
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公开(公告)号:US20230169080A1
公开(公告)日:2023-06-01
申请号:US17456733
申请日:2021-11-29
申请人: Walmart Apollo, LLC
IPC分类号: G06F16/2457 , G06F16/242 , G06N3/04 , G06N3/08 , G06Q30/06
CPC分类号: G06F16/24575 , G06F16/243 , G06N3/0445 , G06N3/08 , G06Q30/0625
摘要: This application relates to systems and methods for providing search results based on a primary intent. In some examples, a disclosed system includes a memory resource storing instructions; and one or more processors coupled to the memory resource. The one or more processors are configured to execute the instructions to: receive, from a user, a search query including a plurality of words, identify a plurality of intention terms from the words of the search query, compute, for each of the plurality of intention terms, a compatibility score between the intention term and a query context associated with the intention term, determine, from the plurality of intention terms, a primary intention term having a maximum compatibility score among the plurality of intention terms, and generate, based on the primary intention term, a set of intent-based search results in response to the search query, the set of intent-based search results identifying a set of items associated with the primary intention term.
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8.
公开(公告)号:US12039587B2
公开(公告)日:2024-07-16
申请号:US17588137
申请日:2022-01-28
申请人: Walmart Apollo, LLC
IPC分类号: G06Q30/02 , G06Q30/0283 , G06Q30/0601
CPC分类号: G06Q30/0631 , G06Q30/0283
摘要: In some examples, at least one processor executes instructions to, during a chat session, obtain, from a computing device of a first user, session data associated with the chat session and a first user, obtain a first set of data identifying a set of price drop items associated with the chat session, and obtain a second set of data identifying a set of attribute values associated with one or more attribute features of each item type. Based on the first set of data and the second set of data, a third set of data including affinity value data for each price drop item is generated. A fourth set of data identifying a set of items each with a score is obtained. A fifth set of data is then generated based on the third set of data and the fourth set of data.
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公开(公告)号:US12020276B1
公开(公告)日:2024-06-25
申请号:US18104123
申请日:2023-01-31
申请人: Walmart Apollo, LLC
发明人: Aysenur Inan , Keerthi Gopalakrishnan , Rahul Radhakrishnan Iyer , Sneha Gupta , Divya Chaganti , Yokila Arora , Kamilia Ahmadi , Hyun Duk Cho , Sushant Kumar , Kannan Achan
IPC分类号: G06Q30/02 , G06Q30/0204 , G06Q30/0207
CPC分类号: G06Q30/0224 , G06Q30/0205 , G06Q30/0236
摘要: Systems and methods utilizing a classification model and a ranking model are disclosed. A user identifier is received and a user profile is generated. The user profile includes a plurality of user features. The user profile is classified into a classification using a trained classification model. The trained classification model receives a first subset of the plurality of user features. A set of communication elements is ranked using a trained ranking model. The trained ranking model receives a second subset of the plurality of user features. An electronic communication including a plurality of interface elements is generated. The plurality of interface elements includes at least one communication element selected from the ranked set of communication elements in descending ranked order. A type of the electronic communication is selected based on the classification of the user profile.
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10.
公开(公告)号:US11107144B2
公开(公告)日:2021-08-31
申请号:US16779541
申请日:2020-01-31
申请人: Walmart Apollo, LLC
发明人: Aditya Mantha , Rahul Radhakrishnan Iyer , Shashank Kedia , Shubham Gupta , Praveenkumar Kanumala , Stephen Dean Guo , Kannan Achan
摘要: A method including building a recommendation triggering model. The method can include receiving, via a user device of a user through a network, an add-to-cart command associated with an anchor item in a session by the user. The method further can include determining, in real-time after receiving the add-to-cart command, a recommendation for one or more complementary items based at least in part on: (a) the anchor item; and (b) a user profile of the user. The method also can include determining, in real-time after determining the recommendation, a recommendation confidence for the recommendation based at least in part on one or more of: (a) the user profile; (b) the anchor item; (c) the one or more complementary items; or (d) one or more feedbacks from the user associated with one or more prior recommendations in the session. The method additionally can include after determining the recommendation confidence, when the recommendation confidence is positive, transmitting, in real-time through the network, the one or more complementary items to be presented to the user via the user device. The method likewise can include after determining the recommendation confidence, when the recommendation confidence is not positive, refraining from transmitting the one or more complementary items to the user. Other embodiments are disclosed.
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