61/841,054 filed Jun. Cloud-native relational database with unlimited scale and 99.999% availability.

Registry for storing, managing, and securing Docker images. This new model may then be used to predict annotations on a second segment of text. Document processing and data capture automated at scale. Given a collection of mentions of entities extracted from a body of text, mentions may be grouped such that two mentions belong to the same group if they refer to the same entity. In some embodiments, one or more reasoners described above that apply to social media data plus linked textual content may be used. Processes and resources for implementing DevOps in your org.

PATENT SECURITY AGREEMENT;ASSIGNOR:DIGITAL REASONING SYSTEMS, INC.;REEL/FRAME:059191/0435, Owner name: Cloud services for extending and modernizing legacy apps.

In such implementations, the features in the coreferent sub-entities built from the structured data would be all structured data. 62/017,937 filed Jun.

When a structured data comparison is performed in coreference resolution in accordance with some embodiments of the present disclosure, there can be three different determinations that result: (1) it can be determined definitely that the one coreference unit is not referring to the same entity as the other coreference unit; (2) there is nothing that excludes the one coreference unit from referring to the same entity as the other coreference unit; or (3) it can be determined definitely that one coreference unit is referring to the same entity as the other coreference unit. Using stored conditional random field models, decoding is performed, which includes making a best judgment, like a maximum a posteri probability judgment of what class a given stream belongs in, such as a person or location.

In some embodiments, the present disclosure can provide for implementing analytics using both supervised and unsupervised machine learning techniques.

In some embodiments, Resolve can be particularly privileged to make updates, deletions, and bootstrap the full structure of the Knowledge Graph.

Anomaly reasoning as used herein can generally be defined as a delta or deviation in an expectation of certain primitives in the Knowledge Graph. As used herein, coreference resolution or entity resolution may refer to a process of determining whether two expressions (or mentions) in natural language refer to the same entity.

New customers get $300 in free credits to use toward Google Cloud products and services. NoSQL database for storing and syncing data in real time.

This visualization can identify other concepts in the Knowledge Base that are related with the current concept ordered by strength of relationship. Google Cloud's pay-as-you-go pricing offers automatic savings based on monthly usage and discounted rates for prepaid resources. Please follow the

Provisional Patent Application Ser. The aggregate context (nearby words) for these mentions and other pertinent information (features) extracted from the text surrounding those mentions can form a signature for the chain.

Some types of reasoners may also relate to ontology of relationship clusters between induced categories. If this does not suffice, other blocking techniques using phonetic encoding algorithms, such as Soundex or Phonex, can be used. In this case, the email address is a unique identity identifier.

Super entities can be used for minimizing a search space.

In some embodiments, information contained within a generated Knowledge Graph can help to answer a variety of questions relevant to specific use cases, for instance who said what to whom and/or what events are occurring when and where. Distinct coreferent sub-entities may be created from the structured data, specifically from externally provided entities, and a new coreferent entity may be seeded with each, which can allow global coreference processes to start with high quality entities.

Platform for BI, data applications, and embedded analytics.

In accordance with some embodiments, in performing a similarity comparison for coreference resolution, whether between coreferent chains, sub-entities, or entities, attributes associated with one coreference unit (the coreference chain, sub-entity, or entity) will be compared attributes associated with the other coreference unit. Lets use Ricks coffee shop to illustrate an example.

The non-transitory computer-readable medium of, 27.

Certain user-defined reasoners, in accordance with some embodiments, can perform functions such as social network identity resolution to outside structured data (consumer data) and/or recommend in news stories based on interests of a user. The result can be passed back to the client in a JSON object with the same format as the one passed in the request body. This typically results from data entry errors, missing values, inconsistent formatting, a lack of data validation, or changing data.

No. Fully managed, PostgreSQL-compatible database for demanding enterprise workloads. As used herein, an application may refer to an assembly of reasoning APIs, user experience, and business objectives and constraints. Large-Scale Cross-Document Coreference Using Distributed Inference and Hierarchical Models.

Entity resolution according to some embodiments of the present disclosure can address an existing problem of identifying the correct entity named by each mention (e.g., names, pronoun, and noun references).

In some embodiments, a base model may be used to predict annotations to a first segment of text.

Command line tools and libraries for Google Cloud. In this case, probabilistic matching techniques that utilize statistical approaches to measure the similarity of two records are preferred. For information on which languages are supported by the Natural Language API, In one aspect, the present disclosure relates to a computer-implemented method. Collaboration and productivity tools for enterprises.

Digital supply chain solutions built in the cloud. and then visit the Reduce cost, increase operational agility, and capture new market opportunities.

Users such as data analysts or linguists may then correct the annotation predictions.

It may be noted that this is not a run-time API from a specific server. However, probabilistic matching can lead to false positives such that two records have matched when in fact, they correspond to two different entities. In some embodiments of the present disclosure, the use of attributes associated with entities can enhance the quality of coreference resolution processes to achieve better resolution between unstructured data and existing structured data resources. RELEASE OF SECURITY INTEREST : RECORDED AT REEL/FRAME - 050289/0090;ASSIGNOR:MIDCAP FINANCIAL TRUST;REEL/FRAME:054499/0041, Owner name: Soon after, the popularity of Ricks special blend of coffee justifies a packaged offering that customers can purchase online for those who want to enjoy the coffee from the comfort of their homes. A library (e.g., lexicon) of predefined categories may be provided, or users may create their own custom categories using various training applications as described above.

information about the types of entities Natural Language identifies, see

An entity may be a group of coreferent sub-entities, which may also be referred to as a concept. Such functionality and its associated can be performed in accordance with a high-fidelity knowledge representation predicated on a graph abstraction that can be used by people and machines to understand human language in context, which may be referred to as the Knowledge Graph. End-to-end solution for creating products with personalized ownership experiences. As used herein, reasoning may refer to the use or manipulation of concepts and relationships to answer end user questions.

120 of U.S. patent application Ser. Mining the Heterogeneous Transformations between Data Sources to Aid Record Linkage.

The non-transitory computer-readable medium of, 29.

Video classification and recognition using machine learning. Step 3 Output the group of matches using connected components.

According to some embodiments, this can be accomplished by amplifying human intelligence through a variety of algorithms to manipulate the collection of concepts and relationships that ultimately help end users answer questions.

Compute, storage, and networking options to support any workload. Non-contextual feature vectors may comprise tokenizer output and features at the character level for a given word. and then visit the metadata not derived from the content or metadata generated manually, Syntactic parsing, e.g. Encrypt data in use with Confidential VMs.

path that contains the content to analyze: Except as otherwise noted, the content of this page is licensed under the Creative Commons Attribution 4.0 License, and code samples are licensed under the Apache 2.0 License. When attributes are used for similarity comparisons, certain entity attributes may have a stronger influence on resolution than others, in that if an attribute comparison is compatible with resolution, then the chains must be resolved, or if the outcome is incompatible with resolution, then the chains cannot be resolved. In an exemplary implementation relating to communication between two parties, one party may start communicating with a party outside of a company and potentially giving away, in an unauthorized sense, privileged information. A feature can be explicitly in the message or inferred through analytics. Rapid Assessment & Migration Program (RAMP). By comprising or containing or including is meant that at least the named compound, element, particle, or method step is present in the composition or article or method, but does not exclude the presence of other compounds, materials, particles, method steps, even if the other such compounds, material, particles, method steps have the same function as what is named. Get financial, business, and technical support to take your startup to the next level.

Compliance and security controls for sensitive workloads. AI model for speaking with customers and assisting human agents. Reasoning may be primitive (atomic) or complex (orchestrated to support a specific business use case). The rationale is that document-wide support may simply not exist for non-salient entities, or entities not densely connected in the KB. A super-entity can be a group of coreferent entities. Service for distributing traffic across applications and regions.

Name columns were separated into First Name, Middle Name, Last Name. analysis directly on a file located in Cloud Storage, without the need As discussed in some detail above, an information sub-graph in accordance with some embodiments can contain message nodes, mention nodes, assertion nodes, and location nodes, wherein each message node can represent a single document from a corpus and can contain metadata information about the document in addition to its text and any document-level analysis artifacts from the Read phase. Storage. These Local Analytics models correspond to models created using the updated training data. Assuming you can aggregate the data across disparate systems into a pipeline, determining which fields to join is non-trivial. In this case, the employee records database should be given a lower source confidence score than the call detail records. For Functions of the Reason phase of analysis can operate to understand and correlate all of the information discovered in the prior two phases to include important people, places, events, and relationships uncovered in the data. Whereas processes in the Read phase may be limited to one document at a time, what knowledge was in the one document, and what knowledge was in the model it was trained from, a reasoner, on the other hand, may have knowledge of all the global data and can make corrections to errors.

After reviewing these facts, an analyst may then be able to infer information based on the Knowledge Graph representations, for example: Who might have shared information inappropriately or made a trade based on knowledge they shouldn't have used?

The external structured data may have been pre-prepared in the form of an XML file, and a unique identifier may have been pre-specified for each entity in the external data set. If you don't specify document.language, then the language will be automatically ASIC designed to run ML inference and AI at the edge. The method also includes obtaining structured data including predefined attributes associated with the entities, and comparing attributes associated with a first coreference unit with attributes associated with a second coreference unit. In the absence of entity identifiers to link the same entity across the disparate systems, it is up to the business to determine which attributes are suitable to match against. Simplify and accelerate secure delivery of open banking compliant APIs.

Data transfers from online and on-premises sources to Cloud Storage. Natural Language reference documentation for .NET. Refer to the analyze-entities

Speed up the pace of innovation without coding, using APIs, apps, and automation.

This chain signature can then be compared against chain signatures from other documents, and when a similar chain (e.g., Barbara Streisand, singer, Ms. For details, see the Google Developers Site Policies. When doing analysis related to Roger Guta, not capturing each mention of this person due to differences in how they are referenced could adversely impact the results. Interactive shell environment with a built-in command line. 54537/0541;ASSIGNOR:PNC BANK, NATIONAL ASSOCIATION;REEL/FRAME:059353/0549, Owner name:

There is no guarantee that one data source attribute will appear exactly the same in another data source due to incomplete information, duplicated entries or a lack of standardization across source systems. Custom and pre-trained models to detect emotion, text, and more.

Data storage, AI, and analytics solutions for government agencies. With newer and ever-changing technologies, the possibility of having many disparate systems is very high.

Solution for analyzing petabytes of security telemetry. In such implementations, the program modules. In such cases, it may be that only an increase or decrease can be made to the likelihood (which may be represented by a likelihood score) that two such coreference units refer to the same entity. Network monitoring, verification, and optimization platform. Solutions for content production and distribution operations.

The assertion edges to other entities can be inherited from its prototypes.

Task management service for asynchronous task execution. The use of structured data can enhance the quality of concepts generated by Resonance. Chrome OS, Chrome Browser, and Chrome devices built for business.

For an entity that is an organization, some examples of structured data attributes are company name, stock ticker, headquarters address, and corporate id. setting up a project with a service account

Develop, deploy, secure, and manage APIs with a fully managed gateway. project using the Google Cloud Platform gcloud CLI. As an example illustration, inanimate objects like chairs or televisions do not have meetings, but generally all people have meetings; some world leaders occupy an office in the government and others such as corporate executives do not. Solutions for CPG digital transformation and brand growth.

Migration and AI tools to optimize the manufacturing value chain. Attract and empower an ecosystem of developers and partners.

Social media's importance prompts the shop to strengthen its online presence through various online platforms. Email alice@answers.com and alice@shared.com are the email addresses used by Alice. Service to prepare data for analysis and machine learning.

Entity resolution solutions must utilize parallel processing frameworks, such as MapReduce, to conduct the matching process efficiently.

Containerized apps with prebuilt deployment and unified billing.

Owner name:

Resonance can utilize different classes of attributes from structured data. see the Quickstart.

As used herein, a modifier may provide additional determination and specification of the entity, predicate, or relationship. Stay in the know and become an Innovator.

Each entity can have a link to its contributing prototypes, as well as links to the other entities in which it was been observed to interact.

Assertion nodes can represent the interactions between entities that are identified during the Read phase. In accordance with some embodiments, reasoning processes (Reason phase) may refer to the use or manipulation of concepts and relationships to answer end user questions. to send the contents of the file in the body of your request. As used herein, local entity may refer to a group of in-document coreferent mentions, which may also be referred to as a local coreference chain.

Kubernetes-native resources for declaring CI/CD pipelines.

PATENTED CASE, Owner name: To perform entity analysis, use the gcloud CLI and ACTIANCE, INC., CALIFORNIA, Owner name: A next step can be to analyze each chunk to determine if it belongs to a predefined category. KBQL according to some embodiments of is a query format, based on the MQL specification published as part of the FREEBASE project to serve as a JSON-based (JavaScript Object Notation) query language.

documents:analyzeEntities A super-entity can be a group of coreferent entities. Solutions for each phase of the security and resilience life cycle. From the relationships tab, the user can choose to navigate to the concept's profile or a profile that documents the relationship between the two concepts. If the computed measure of similarity exceeds the threshold amount or degree, then coreference unit A and coreference unit B are resolved to the same entity, at block, The sub-entity representation corresponding to the first coreference unit and/or the sub-entity representation corresponding to the second coreference unit may be an aggregate of chains of coreferent mentions in unstructured text. Among other needs, there exists a need for enhancing the quality of coreference resolution processes for better resolution between unstructured data and existing structured data resources. Tools for monitoring, controlling, and optimizing your costs. To perform entity analysis on a file in Cloud Storage, use the gcloud $300 in free credits and 20+ free products. At the end of an external data ingestion workflow, the external data can be persisted in its own table within a backend data store. However, the E-commerce user profile records contain a full name in a single column. Other additional facts, such as Roger Guta being born in 1956 and graduating from Princetown University, would also be added to our understanding of the concept of Roger Guta. Therefore, we need a step to consolidate these matches as depicted in the following diagram: The networkx library provides functions for creating graphs via an iterable, such as an array. This was applied to phone number fields in which some phone numbers contained brackets, hyphens, or country codes, while others did not. detected. In yet another aspect, the present disclosure relates to a non-transitory computer-readable medium. NAT service for giving private instances internet access. Solution for bridging existing care systems and apps on Google Cloud.

This can be extended to look up a ZIP code/postal code for a given address used to determine matches. Cloud provider visibility through near real-time logs. The first coreference unit is a sub-entity representation having the attributes determined from the unstructured text data and the second coreference unit is a sub-entity representation having the predefined attributes. As used herein, an agent may refer to an autonomous program module configured to perform specific tasks on behalf of a host and without requiring the interaction of a user. For example, analysts can use insights into consumers' spending behaviour and patterns to segment customers that drive marketing campaigns. COVID-19 Solutions for the Healthcare Industry.

As used herein, a relationship may refer to an n-tuple of concepts or relationships (i.e.

If the request is successful, the server returns a 200 OK HTTP status code and In some embodiments, a second phase of the Read, Resolve, and Reason workflow is the Resolve phase. It is built on top of the Apache Beam SDK, a unified data processing framework for batch and streaming workloads. body. The non-transitory computer-readable medium of, 30. As an example implementation of aspects of a Knowledge Graph according to some embodiments, if building a compliance use case, the analysis might have uncovered the following facts: Roger Guta is now on the board of directors of Proffett & Gambrel. reference documentation for more information on configuring the request These analytic outputs can be encoded within a separate graph on the dafGraph property of the message node, which relates to a graph, which may relate to a document graph or DocGraph, consisting of all nodes and edges that reference a common source document. For instance, consider the sentence George Washington was the first President of the United States. In this unstructured text, President of the United States would be identified as an attribute (title) for the entity George Washington. Once the pipeline extracted data from each source, the next step was to clean and standardize that data. Put your data to work with Data Science on Google Cloud.

Services and infrastructure for building web apps and websites.

Google Cloud audit, platform, and application logs management. It may be recognized that an entity is coreferent with and refers to the same entity or that information associated with the entity is referring to multiple distinct real-world individuals.

Reasoning may be primitive (atomic) or complex (orchestrated to support a specific business use case). In some aspects of the Read phase in accordance with some embodiments, as data is read in, text of the data can first be broken up into its foundational building blocks using a multi-stage natural language processing (NLP) process. Accordingly, it is not intended that the present disclosure be limited in its scope to the details of construction and arrangement of components set forth in the following description or illustrated in the drawings.

Mentions of entities can be identified during the Read phase and combined and organized into a graph of entities and relationships between them in the Resolve phase.

Upon completion of the NLP process, the text has been broken down into its constituent parts, forming a basic foundation of contextual meaning.

Some embodiments of the present disclosure provide computationally efficient ways of resolving entities provided in structured data with entities automatically extracted from unstructured data, to reconcile between unstructured and structured data sets by comparing attributes associated with the entities. The Knowledge Graph, according to some embodiments, can provide for understanding entities and facts in relationships that can enable a user to quickly identify specific opportunities and risks to support crucial decision-making. According to some example embodiments of the present disclosure, Read phase analytics can all be performed on a per-document basis, such that the analysis performed on the current document is not dependent on previous documents already analyzed or on future documents yet to be read. Raj Mojihan is the founder of Gallot Company.

The different classes of attributes can include biographic, descriptive, and transactional attributes. The present disclosure is capable of other embodiments and of being practiced or carried out in various ways. 14/320,566, filed Jun.

Cloud network options based on performance, availability, and cost. Advance research at scale and empower healthcare innovation. Within a single document, an entity may be referred to one or more times in what may be called a coreference chain (e.g., She, her, Barbara, Ms. User-defined reasoners may also relate to changes in user opinion over time, and assertion factorization of user opinion, which is associated with messages/assertions that may trace/drive current makeup of popular assertions. For instructions on installing the gcloud CLI,

Platform for modernizing existing apps and building new ones. As discussed further in various sections herein, an entity can be a group of coreferent sub-entities, and a sub-entity can be a group of coreferent local entities. The employee data might have errors in names and phone numbers, while the call detail records will be likely be error free. BigQuery and GCS were the primary sources used in this solution.

Unify data across your organization with an open and simplified approach to data-driven transformation that is unmatched for speed, scale, and security with AI built-in. Hardened service running Microsoft Active Directory (AD). According to some embodiments, contextual similarity of usage can be utilized, as can properties associated with an entity and other algorithms, to group all of these references into what can be referred to as a globally resolved concept.

The resulting corrected data may then be used to train a new model based on just the corrections made to the predictions on the first segment of text.

In the absence of these partitions, we would have to create a single graph to resolve transitive matches for all records on a single worker rather than creating multiple smaller graphs based on the first letter of the first name, which can result in hot keys.

The attribute comparison portion of a similarity comparison can include: (1) comparing attributes in one coreference unit with attributes in another coreference unit; and (2) comparing appropriate features in one coreference unit with name and title features in another coreference unit.

Lifelike conversational AI with state-of-the-art virtual agents. In-memory database for managed Redis and Memcached. There are a total of six customer records for Alice and Bob. IDE support to write, run, and debug Kubernetes applications.

The example uses the gcloud auth application-default print-access-token Tools for easily optimizing performance, security, and cost. Fully managed continuous delivery to Google Kubernetes Engine.

If the one party is communicating with someone new that they previously did not communicate with, this can be considered a deviation, as can two parties discussing subjects that are normally not part of their ordinary conversations, or where two parties that had a long-term relationship in the past suddenly end communication. Game server management service running on Google Kubernetes Engine.

As an example, a financial institution database may include the following pieces of information about a company: company name, stock ticker, board of director members, headquarters address, corporate id, telephone numbers, and business segment. in response to determining that an attribute from a first data source conflicts with an attribute from a second data source, resolving the conflict at least in part by selecting the attribute from the data source that has a higher source confidence than the other data source.

Because the Freebase project's MQL usage is not mapped out as formal language, there is no set schema to be designed against.

Prioritize investments and optimize costs.

Serverless application platform for apps and back ends. use the --content flag to identify the content to analyze: If the request is successful, the server returns a response in JSON format: C#:

Typically, systems are designed and developed over many years.

No. It is with respect to these and other considerations that aspects of the present disclosure are presented herein. Tracing system collecting latency data from applications. Certifications for running SAP applications and SAP HANA. Returning to a previous example, Roger Guta may be referred to in many different ways: Roger Guta, Rog Guta, Mr. Guta, Roger Kumir Guta, etc. In some aspects, the present disclosure relates to systems, methods, and computer-readable media for coreference resolution.

The use of statistical models can provide for a degree of language independence because the same underlying algorithms can be used to predict correct labeling sequences; the process may slightly differ just in using a different set of models. Steps of a method may be performed in a different order than those described herein.