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公开(公告)号:US20200034464A1
公开(公告)日:2020-01-30
申请号:US16049055
申请日:2018-07-30
Applicant: Futurewei Technologies, Inc.
Inventor: Wenfei Fan , Xueli Liu , Yu Chen
IPC: G06F17/30
Abstract: A computer implemented method for detecting errors in data includes obtaining one or more graph functional dependency (GFD) rules comprising a set of GFD rules, obtaining a set of GFDs representative of the data, building a canonical graph for the GFD rules, and determining that one or more GFD of the set of GFDs conflict based on the set of GFD rules and the canonical graph and, based thereon, determining an error in the set of GFDs.
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公开(公告)号:US11080266B2
公开(公告)日:2021-08-03
申请号:US16049055
申请日:2018-07-30
Applicant: Futurewei Technologies, Inc.
Inventor: Wenfei Fan , Xueli Liu , Yu Chen
IPC: G06F16/23 , G06F16/901
Abstract: A computer implemented method for detecting errors in data includes obtaining one or more graph functional dependency (GFD) rules comprising a set of GFD rules, obtaining a set of GFDs representative of the data, building a canonical graph for the GFD rules, and determining that one or more GFD of the set of GFDs conflict based on the set of GFD rules and the canonical graph and, based thereon, determining an error in the set of GFDs.
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公开(公告)号:US10885118B2
公开(公告)日:2021-01-05
申请号:US15971524
申请日:2018-05-04
Applicant: Futurewei Technologies, Inc.
Inventor: Wenfei Fan , Chunming Hu , Chao Tian , Yu Chen , Demai Ni
IPC: G06F16/901 , G06F9/448 , G06F16/903
Abstract: A mechanism of updating query results for a graph linking data in a computer system is disclosed. Results of the query on the graph linking data are received along with a change to the graph. The change to the graph is determined to be localizable or relatively bounded. Based on the determination of the localizable or relatively bounded change to the graph, the results of the query are updated based on the change to the graph without determining updated results of the query over the graph. This is accomplished by discovering nodes that are affected by the change to the graph, updating data associated with the affected nodes, and applying the updated data to the results of the query.
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公开(公告)号:US20170308620A1
公开(公告)日:2017-10-26
申请号:US15135046
申请日:2016-04-21
Applicant: Futurewei Technologies, Inc.
Inventor: Yang Cao , Wenfei Fan , Jinpeng Huai
IPC: G06F17/30
CPC classification number: G06F16/9024 , G06F16/13 , G06F16/24542
Abstract: A processor executes instructions stored in non-transitory memory storage to receive a pattern query for a graph and determine a set of access constraints corresponding to the pattern query. A determination is made whether the pattern query is effectively bounded under the set of access constraints. A query plan is formed to retrieve a subgraph of the graph when the pattern query is effectively bounded under the set of access constraints. The answer to the pattern query is obtained by accessing the at least one subgraph in response to the query plan.
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公开(公告)号:US10649994B2
公开(公告)日:2020-05-12
申请号:US15966465
申请日:2018-04-30
Applicant: Futurewei Technologies, Inc.
Inventor: Wenfei Fan , Yang Cao , Floris Geerts , Ping Lu , Yu Chen , Demai Ni
IPC: G06F16/00 , G06F16/2453
Abstract: A mechanism for rewriting a bounded query onto a view is disclosed. A query, access constraints, and cached view(s) are obtained. The cached view(s) contain results of the query as applied to a dataset stored in a database. A query rewriting plan is generated by adding a fetch from query operation to the plan when a rewritten query variable can be fetched from a query constant. A fetch from database operation is added to the plan when a rewritten query variable can be fetched as a query variable that obtains bounded data from the database. An access view operation is added to the plan when a rewritten query variable can be fetched from the cached view. The query rewriting plan is executed to fetch retrieved data. The query is executed on the retrieved data to determine updated results to the query without reapplying the query to the dataset.
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公开(公告)号:US20180330008A1
公开(公告)日:2018-11-15
申请号:US15971524
申请日:2018-05-04
Applicant: Futurewei Technologies, Inc.
Inventor: Wenfei Fan , Chunming Hu , Chao Tian , Yu Chen , Demai Ni
CPC classification number: G06F17/30958 , G06F9/4498 , G06F17/30979 , G06K9/6201
Abstract: A mechanism of updating query results for a graph linking data in a computer system is disclosed. Results of the query on the graph linking data are received along with a change to the graph. The change to the graph is determined to be localizable or relatively bounded. Based on the determination of the localizable or relatively bounded change to the graph, the results of the query are updated based on the change to the graph without determining updated results of the query over the graph. This is accomplished by discovering nodes that are affected by the change to the graph, updating data associated with the affected nodes, and applying the updated data to the results of the query.
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公开(公告)号:US20180341677A1
公开(公告)日:2018-11-29
申请号:US15966465
申请日:2018-04-30
Applicant: Futurewei Technologies, Inc.
Inventor: Wenfei Fan , Yang Cao , Floris Geerts , Ping Lu , Yu Chen , Demai Ni
IPC: G06F17/30
Abstract: A mechanism for rewriting a bounded query onto a view is disclosed. A query, access constraints, and cached view(s) are obtained. The cached view(s) contain results of the query as applied to a dataset stored in a database. A query rewriting plan is generated by adding a fetch from query operation to the plan when a rewritten query variable can be fetched from a query constant. A fetch from database operation is added to the plan when a rewritten query variable can be fetched as a query variable that obtains bounded data from the database. An access view operation is added to the plan when a rewritten query variable can be fetched from the cached view. The query rewriting plan is executed to fetch retrieved data. The query is executed on the retrieved data to determine updated results to the query without reapplying the query to the dataset.
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公开(公告)号:US20170277750A1
公开(公告)日:2017-09-28
申请号:US15082396
申请日:2016-03-28
Applicant: Futurewei Technologies, Inc.
Inventor: Wenfei Fan , Yang Cao , Floris Geerts , Ting Deng , Ping Lu
IPC: G06F17/30
CPC classification number: G06F16/24542 , G06F16/2453 , G06F16/24565
Abstract: A processor executes instructions stored in non-transitory memory to determine whether a query to big data is bounded evaluable, or may be rewritten to access a bounded amount of data or information in a dataset. A query plan may retrieve the information by using indices in access constraints of the query. The cost associated with obtaining the information by using the query plan may be dependent on the query and access constraints and not the size of the dataset. A query plan to obtain the information may be formed for different types or classes of queries, such as conjunctive queries (CQ), unions of conjunctive queries (UCQ) and positive existential FO (first order) conjunctive queries (∃FO+). When a query is not bounded evaluable, a determination is made whether an approximation to the information may be retrieved. An approximation may be obtained by using upper and lower envelopes or specialized queries.
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公开(公告)号:US20170228448A1
公开(公告)日:2017-08-10
申请号:US15018294
申请日:2016-02-08
Applicant: Futurewei Technologies, Inc.
Inventor: Wenfei Fan , Xin Wang , Yinghui Wu , Jingbo Xu
CPC classification number: G06N5/025 , G06Q10/101 , G06Q50/01
Abstract: Graph pattern association rules (GPARs) are proposed for social media marketing. Extending association rules for item-sets, GPARs help discover regularities between entities in social graphs, and identify potential customers by exploring social influence. The problem of discovering top-k diversified GPARs is NP-hard. A parallel algorithm is thus disclosed with accuracy bound. A parallel scalable algorithm is further disclosed that guarantees a polynomial speedup over sequential algorithms with the increase of processors.
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