公开(公告)号：US20170091229A1

公开(公告)日：2017-03-30

申请号：US14867154

申请日：2015-09-28

Applicant: salesforce.com, inc.

Inventor： Arun Kumar Jagota ,  Matthew Fuchs

IPC: G06F17/30 ,  G06N5/02

CPC classification number: G06F17/30292 ,  G06F17/30345 ,  G06N5/02 ,  G06N7/005 ,  G06Q30/02

Abstract: A combined directed graph is created having a corresponding node for each node in a first directed graph lacking a corresponding node in a second directed graph, each node in the second graph lacking a corresponding node in the first graph, and each node in the first graph having a corresponding node in the second graph. A corresponding directed arc is created in the combined directed graph for each arc in the first graph lacking a corresponding arc in the second directed graph, each arc in the second graph lacking a corresponding arc in the first graph, and each arc in the first graph having a corresponding arc in the second graph. A recommendation is output for a user to interact with a recommended object based on an object interaction and a conditional probability, in the combined graph, which corresponds to the recommended object and the object interaction.

公开(公告)号：US09594790B2

公开(公告)日：2017-03-14

申请号：US14074475

申请日：2013-11-07

Applicant: salesforce.com, inc.

Inventor： Matthew Fuchs ,  Stanislav Georgiev ,  Mehmet Orun

IPC: G06F17/00 ,  G06F17/30

CPC classification number: G06F17/30345

Abstract: A system and method for evaluating claims from sources to update database records. A trust score is developed for each source. If a source submits a claim, the trust score for that source and the value of the claim are evaluated against prior conflicting claims. If the current claim is deemed the most likely, then it is adopted as provisional “truth”. If not, the current claim is rejected.

Abstract translation: 一种用于评估来源的声明以更新数据库记录的系统和方法。 为每个来源开发信任评分。 如果一个来源提交了一个索赔，那么该来源的信任分数和索赔的价值将根据以前的冲突索赔进行评估。 如果目前的要求被认为是最有可能的，那么它被认为是临时的“真相”。 如果没有，当前的索赔被拒绝。

公开(公告)号：US20170046420A1

公开(公告)日：2017-02-16

申请号：US14822773

申请日：2015-08-10

Applicant: salesforce.com, inc.

Inventor： Matthew Fuchs

IPC: G06F17/30

CPC classification number: G06F9/46

Abstract: The technology disclosed relates to improving parallel functional processing using abstractions and methods defined based on category theory. In particular, the technology disclosed provides a range of useful categorical functions for processing large data sets in parallel. These categorical functions manage all phases of distributed computing, including dividing a data set into subsets of approximately equal size and combining the results of the subset calculations into a final result, while hiding many of the low-level programming details. These categorical functions are extraordinarily well-ordered and have a sophisticated type system and type inference, which allows for generating maps and reducing them in an elegant and succinct way using concise and expressive programs that can significantly efficientize a whole software development process.

Abstract translation: 所公开的技术涉及使用基于类别理论定义的抽象和方法来改进并行功能处理。 特别地，所公开的技术提供了一系列用于并行处理大数据集的有用的分类功能。 这些分类功能管理分布式计算的所有阶段，包括将数据集划分成大致相等大小的子集，并将子集计算的结果组合成最终结果，同时隐藏许多低级编程细节。 这些分类功能非常有序，具有复杂的类型系统和类型推断，允许使用简洁明了的程序以优雅简洁的方式生成地图并减少它们，从而显着提高整个软件开发过程的效率。

公开(公告)号：US09135556B2

公开(公告)日：2015-09-15

申请号：US13744680

申请日：2013-01-18

Applicant: salesforce.com, inc.

Inventor： Matthew Fuchs

IPC: G06N5/04 ,  G06N5/02 ,  G06Q10/00

CPC classification number: G06N5/046 ,  G06N5/02 ,  G06N5/04 ,  G06Q10/00

Abstract: Methods and systems are provided for evaluating standing queries against updated contact entries configured as a stream of facts. The method includes resolving the standing queries into an array of rules, each rule having a first and a second condition; sorting t one of the facts into a first property and a second property; comparing the first property of the fact to the first condition of each rule in the array of rules to produce a first subset of matching rules; comparing the second property of the fact to the second condition of each rule in the first subset of rules to produce a second subset of matching rules; and reporting at least one of the second subset of rules to an author of the matching rule. The method further includes populating a first hash with indicia of the first subset, and populating a second hash with the second subset.

Abstract translation: 提供了方法和系统，用于评估针对配置为事实流的更新联系人条目的常规查询。 该方法包括将站立查询解析为规则阵列，每个规则具有第一和第二条件; 将事实分类为第一财产和第二财产; 将事实的第一属性与规则阵列中的每个规则的第一条件进行比较以产生匹配规则的第一子集; 将事实的第二属性与规则的第一子集中的每个规则的第二条件进行比较以产生匹配规则的第二子集; 以及向所述匹配规则的作者报告所述第二子规则中的至少一个。 该方法还包括用第一子集的标记填充第一散列，以及用第二子集填充第二散列。

公开(公告)号：US20150106390A1

公开(公告)日：2015-04-16

申请号：US14500446

申请日：2014-09-29

Applicant: salesforce.com, inc.

Inventor： Matthew Fuchs

IPC: G06F17/30

CPC classification number: G06F16/24578 ,  G06F16/23

Abstract: Processing user-submitted updates based on user reliability scores is described. A system calculates an update score, for an update submitted by a user, based on a similarity of a field value provided by the update to corresponding field values in identified records. The system calculates a user score based on update scores, including the update score, calculated for corresponding updates submitted by the user. The system processes the update based on the user score.

Abstract translation: 描述了基于用户可靠性分数处理用户提交的更新。 系统基于由更新提供的字段值与所标识的记录中的相应字段值的相似性来计算用户提交的更新的更新得分。 该系统基于更新分数来计算用户分数，包括由用户提交的相应更新计算的更新得分。 系统根据用户分数处理更新。

公开(公告)号：US10902004B2

公开(公告)日：2021-01-26

申请号：US14500446

申请日：2014-09-29

Applicant: salesforce.com, inc.

Inventor： Matthew Fuchs

IPC: G06F16/2457 ,  G06F16/23

Abstract: Systems and methods for processing user-submitted updates based on user reliability scores. An update score is determined for an update submitted by a user based on a similarity of a field value provided by the update to corresponding field values in identified records. A user score is determined based on update scores, including the update score, determined for corresponding updates submitted by the user. The update is then processed based on the user score.

公开(公告)号：US10558634B2

公开(公告)日：2020-02-11

申请号：US15257216

申请日：2016-09-06

Applicant: salesforce.com, inc.

Inventor： Matthew Fuchs

IPC: G06F16/22 ,  G06F7/20 ,  H04L29/08

Abstract: A system receives an association of first item with first system user, generates first hash value by applying first hash function associated with first system user to first item identifier associated with first item, and sets a bit corresponding to first hash value in array. The system receives an association of second item with second system user, generates second hash value by applying second hash function associated with second user to second item identifier associated with second item, and sets a bit corresponding to second hash value in array. The system receives a request to determine whether third item is associated with first system user, generates third hash value by applying first hash function to third item identifier associated with third item, and outputs message that third item is not associated with first user if a bit corresponding to third hash value is not set in array.

公开(公告)号：US20190272478A1

公开(公告)日：2019-09-05

申请号：US16354648

申请日：2019-03-15

Applicant: salesforce.com, inc.

Inventor： Matthew Fuchs

IPC: G06N20/00 ,  G06F16/35

Abstract: The technology disclosed describes systems and methods for generating feature vectors from resource description framework (RDF) graphs. Machine learning tasks frequently operate on vectors of features. Available systems for parsing multiple documents often generate RDF graphs. Once a set of interesting features to be considered has been established, the disclosed technology describes systems and methods for generating feature vectors from the RDF graphs for the documents. In one example setting, a machine learning system can use generated feature vectors to determine how interesting a news article might be, or to learn information-of-interest about a specific subject reported in multiple articles. In another example setting, viable interview candidates for a particular job opening can be identified using feature vectors generated from a resume database, using the disclosed systems and methods for generating feature vectors from RDF graphs.

公开(公告)号：US10146955B2

公开(公告)日：2018-12-04

申请号：US13764477

申请日：2013-02-11

Applicant: salesforce.com, inc.

Inventor： Matthew Fuchs

IPC: G06F7/04 ,  G06F21/62 ,  G06F17/30

Abstract: Systems and methods are provided for controlling access to data of heterogeneous origin. A system creates combined access rights from access rights and other access rights for combined data that includes data and other data. The system receives a request to access data that is part of the combined data. The system determines whether to provide access to at least part of the data based on access rights that are part of the combined access rights. The system provides access to at least part of the data in response to a determination to provide access to at least part of the data based on the access rights that are part of the combined access rights.

公开(公告)号：US09965524B2

公开(公告)日：2018-05-08

申请号：US14244146

申请日：2014-04-03

Applicant: salesforce.com, inc.

Inventor： Matthew Fuchs ,  Stanislav Georgiev

IPC: G06F17/30 ,  H04B17/00

CPC classification number: G06F17/30539 ,  H04B17/00

Abstract: The technology disclosed relates to automatic generation of tuples from a record set for outlier analysis. Applying this new technology, user need not specify which 1-tuples to combine into n-tuples. The tuples are generated from structured records organized into features (that also could be fields, objects or attributes.) Tuples are generated from combinations of feature values in the records. Thresholding is applied to manage the number of tuples generated. The technology disclosed further relates to indexing and searching high dimensional tuple spaces in a computer-implemented system.