Hierarchical deep neural network forecasting of cashflows with linear algebraic constraints
Granted: November 7, 2023
Patent Number:
11810187
Systems and methods for forecasting cashflows across one or more accounts of a user disclosed. One example method may include retrieving a data set for each of a plurality of accounts from a database, constructing a graph including a plurality of nodes linked together by a multitude of edges, wherein each node identifies a time series value corresponding to one of the accounts, and each edge indicates a time series value of a corresponding set of transactions occurring between a…
Method and system for providing an interactive spending analysis display
Granted: November 7, 2023
Patent Number:
11810186
A spending analysis display is provided that includes first, second, and third display regions, wherein an uncategorized financial transaction of the first display region is selectable by a user, and a sweeping motion toward either the second or third display region categorizes the selected uncategorized financial transaction under a financial transaction category represented by the second or third display region that is positioned in the direction of the sweeping motion.
Method and system for generating an optimum identifier format
Granted: November 7, 2023
Patent Number:
11810175
Systems and methods for optimally formatting item identifiers (ID) are disclosed. An example method is performed by one or more processors of a system and includes obtaining descriptions of items, identifying, for each item, one or more attributes of the item described in the item's description, extracting a value for each of the identified attributes, identifying a set of common attributes among the identified attributes for which values were extracted for more than a threshold ratio of…
Automatic classification of data sensitivity through machine learning
Granted: November 7, 2023
Patent Number:
11809980
Aspects of the present disclosure provide techniques for automated data classification through machine learning. Embodiments include providing first inputs to a first machine learning model based on a column header of a column from a table and receiving a first output from the first machine learning model in response to the first inputs, wherein the first output indicates a first likelihood that the column relates to a given classification. Embodiments include providing second inputs to…
Machine learning model with layer level uncertainty metrics
Granted: November 7, 2023
Patent Number:
11809976
Systems and methods are disclosed for classifying objects by a machine learning (ML) model. The ML model includes one or more layer level classification models to generate classifications and uncertainty metrics in the classifications and a meta-model to generate a final classification and confidence based on the underlying classifications and uncertainty metrics. In some implementations, the ML model provides an object to be classified to one or more layer level classification models,…
Technique for restricting access to information
Granted: October 31, 2023
Patent Number:
11805096
A system that communicates information is described. This system includes: a network interface, a proxy device coupled to the network interface, and an interface node coupled to the proxy device and configured to couple to a channel. Note that the network interface is configured to transmit outbound messages from the system to a location and to receive inbound messages to the system from the location, and the channel is configured to convey the outbound messages and the inbound messages.…
Enriched high fidelity metrics
Granted: October 31, 2023
Patent Number:
11803439
A method including receiving events from different data sources for a service automatically executing in an enterprise system. A first event is enriched by providing the first event with first metadata that associates the first event with a first application used by the service. The first event is assigned to a time slice associated with the first application. A second event is enriched in a similar manner. A correlation graph of nodes and edges is built using the enriched events, with…
Identification of grouping criteria for bulk trip review in getting tax deductions
Granted: October 31, 2023
Patent Number:
11802777
Certain aspects of the present disclosure provide techniques for intelligent grouping of travel data for review through a user interface. In one example, a method for providing grouped travel data to a user interface of an application includes receiving travel data from an application running on a remote device; generating one or more travel data-based features from the travel data thereby creating featurized travel data; applying a pattern mining technique to the featurized travel data…
Compositional pipeline for generating synthetic training data for machine learning models to extract line items from OCR text
Granted: October 24, 2023
Patent Number:
11798301
Systems and methods of generating synthetic training data for machine learning models. First, line items in source documents such as bills, invoices, and or receipts are identified and labeled. The identification and labeling generate labeled documents. Then, in the labeled documents, the line items are augmented by adding, deleting, and or swapping line items to generate synthetic training documents. An addition operation randomly selects one or more line items and adds the selected…
Web service usage anomaly detection and prevention
Granted: October 24, 2023
Patent Number:
11799889
Certain aspects of the present disclosure provide techniques for detecting and preventing web service usage anomalies. Embodiments include forecasting, based on a model, a number of resource instances for one or more web services for a time period. Embodiments include receiving, after the time period has elapsed, a detected number of resource instances for the one or more web services for the time period. Embodiments include comparing the detected number of resource instances to the…
Dynamic web-based integrated development environment
Granted: October 24, 2023
Patent Number:
11797271
Certain aspects of the present disclosure provide techniques for establishing a web session between a computing device and a web-based integrated development environment to create and/or update files (e.g., content files and/or resource files). In the web session, content file(s) can be evaluated in real-time with one or more resource files. Further, in the web session, a set of validation rules of a resource file can be updated by the computing device. To stablish the web session, a…
Adjusting product surveys based on paralinguistic information
Granted: October 24, 2023
Patent Number:
11798015
The present disclosure includes computer implemented techniques for providing a survey to a user. In one embodiment, a software application receives an audio stream including utterances spoken by the user interacting with a voice-user interface of the application. The application then determines a set of paralinguistic features from the audio stream and estimates at least a first attribute of the user based on the set of paralinguistic features. The application selects survey content…
Detecting fraudulent transactions
Granted: October 24, 2023
Patent Number:
11797999
The present disclosure provides techniques for recommending vendors using machine learning models. One example method includes receiving transaction data indicative of a transaction, identifying, based on the transaction data, an associated merchant of one or more merchants and an associated time window of one or more time windows, receiving historical transaction data indicative of one or more historical transactions, wherein the one or more historical transactions are associated with…
Vectorization of transactions
Granted: October 24, 2023
Patent Number:
11797961
Certain aspects of the present disclosure provide techniques for vectorization of transactions including: receiving electronic transaction information of one or more transactions of a user; for each transaction of the one or more transactions: segmenting the electronic transaction information of the transaction into one or more transaction words; generating a second transaction description related to the transaction; and identifying a category of the transaction; generating, based on the…
Contextual bandits-based ecosystem recommender system for synchronized personalization
Granted: October 24, 2023
Patent Number:
11797891
The instant systems and methods are directed to a contextual bandits machine learning model configured to enable granular synchronized ecosystem personalization and optimization. The system and methods determine an objective and feed the objective and one more lifecycle model propensity scores as inputs to the contextual bandits machine learning model. The contextual bandits machine learning model then generates one or more potential weighted model rewards, wherein each potential…
Context-biased artificial intelligence video generation
Granted: October 24, 2023
Patent Number:
11797780
A method includes receiving a set of text documents. The method also includes generating a summary of the set of text documents by a set of large language machine learning models. The method further includes generating a set of keywords from the summary by the set of large language machine learning models. The method additionally includes generating an image prompt from the set of keywords by the set of large language machine learning models. The method also includes generating a set of…
Identifying checksum mechanisms using linear equations
Granted: October 24, 2023
Patent Number:
11797644
Certain aspects of the present disclosure provide techniques for detecting errors in account numbers. One example method generally includes receiving, from a user device, an entered number associated with a user and determining, based on a first portion of the entered number, an entity associated with the entered number. The method further includes obtaining, from an account number database, a plurality of account numbers associated with the entity and generating, from the plurality of…
Mapping of topics within a domain based on terms associated with the topics
Granted: October 24, 2023
Patent Number:
11797593
The invention relates to a method for mapping topics. The method includes obtaining terms, obtaining tokens from each term, and identifying a first and a second set of topics. Each of the topics represents one or more of the terms. The method further includes identifying first and second topic names for the first and the second sets of topics. For each topic, the tokens associated with the terms assigned to the topic are analyzed for relevance, and a token with a high relevance is…
Automated search recipe generation
Granted: October 24, 2023
Patent Number:
11797544
Techniques are disclosed for dynamically generating a data set representative of search results in response to a query and using the data set to accurately rank search results in response to a domain specific search query. Upon receiving the search query, features of the query and features of each search result are extracted. A relevance ranking may be assigned to each search result based on a comparison of the features of the query and each search result. The relevance ranking of each…
Real time fault tolerant stateful featurization
Granted: October 24, 2023
Patent Number:
11797527
Certain aspects of the present disclosure provide techniques for operation of a feature management platform. A feature management platform is an end-to-end platform developed to manage the full lifecycle of data features. For example, to create a stateful feature, the feature management platform can receive a processing artifact from a computing device. The processing artifact defines the stateful feature, including the data source to retrieve event data from, when to retrieve the event…
