Oracle International Corporation

Servicenow, Inc.

Other

Dxcontinuum Inc.

Konfer, Inc.

Debashish Chatterjee

Sreenivas Gollapudi

Lakshminarayanan Luxi Chidambaran

Baskar Jayaraman

Kannan Govindarajan

Ganesh Rajan

Debashis Saha

Sanjay Kaluskar

James William Stamos

Srinath Krishnaswamy

Mehul Dilip Bastawala

Anindo Roy

John G Bellemore

Amit Jasuja

Wei Wang

Namit Jain

Shailendra Mishra

Carol L Colrain

Christopher Angel Kantarjiev

David Brower

Aniruddha Madhusudan Thakur

Benny Souder

Bhagat V Nainani

Mahesh Subramaniam

Mohammad Shoaib Lari

Krishna Mohan Itikarlapalli

John R Ciminski

Amit Bande

Daniel Semler

Kanaan Govindarajan

Lakshminarayan Chidambaran

Sreenivas Gollupudi

M Shoaib Lari

Lekshminarayanan &ldquo;Luxi&rdquo; Chidambaran

Lakshminarayanan &ldquo;Luxi&rdquo; Chidambaran

A method and a system for the automatic discovery of AI/ML models, their parameters, data input and output specifications, and data transforms in a production code repository using Artificial Intelligence/Machine Learning are disclosed. A method and system for automatic discovery of the location, identification, classification, and definition of the AI/ML models, their parameters, data input and output specifications, and data transforms in the production code repository using Artificial Intelligence/Machine Learning are also disclosed. The method and system utilize a plurality of source codes from a plurality of sources, such as open-source AI/ML libraries with the source codes, non-open-source AI/ML libraries, and tagged/pre-classified code, in conjunction with a production code repository, to identify the method of working on the plurality of source codes using Artificial Intelligence/Machine Learning.

Method and system for automated discovery of artificial intelligence (AI)/ machine learning (ML) assets in an enterprise

Systems and methods for using a mathematical model based on historical information to automatically schedule and monitor work flows are disclosed. Prediction methods that use some variables to predict unknown or future values of other variables may assist in reducing manual intervention when addressing incident reports or other task-based work items. For example, work items that are expected to conform to a supervised model built from historical customer information. Given a collection of records in a training set, each record contains a set of attributes with one of the attributes being the class. If a model can be found for the class attribute as a function of the values of the other attributes, then previously unseen records may be assigned a class as accurately as possible based on the model. A test data set is used to determine model accuracy prior to allowing general use of the model.

Model building architecture and smart routing of work items

The present invention envisages a system and method for automating the generation of business decision analytic models. The system uses a plurality of predictor variables stored in a plurality of data sets, to automatically create a business decision analytic model. The system includes a processor configured to process the data sets and determine the total number of records present in each of the data sets and the number of columns containing only numerical values. The processor selects a column containing only numerical values, from a dataset under consideration, and counts the number of unique numerical values in the selected column, and the total number of records present in the selected column. The two counts are compared and the selected column is transformed using a non-linear transformation to obtain a column of transformed values. The transformed values and corresponding time stamps are utilized for the purpose of model generation.

Computer implemented system for automating the generation of a business decision analytic model

A computer implemented system for automating the generation of an analytic model includes a processor configured to process a plurality of data sets. Each data set includes values for a plurality of variables. A time-stamping module is configured to derive values for a plurality of elapsed-time variables for each data set, and the plurality of variables and plurality of elapsed-time variables are included in a plurality of model variables. A model generator is configured to create a plurality of comparison analytic models each based on a different subset of model variables. Each comparison analytic model is configured to operate on new data sets associated with current leads, and to output a likelihood of successfully closing an associated transaction. A model testing module is configured to select an operational analytic model from among the comparison analytic models based on a quality metric.

Method and system for generating predictive models for scoring and prioritizing leads

A computer implemented system for automating the generation of an analytic model includes a processor configured to process a plurality of data sets. Each data set includes values for a plurality of variables. A time-stamping module is configured to derive values for a plurality of elapsed-time variables for each data set, and the plurality of variables and plurality of elapsed-time variables are included in a plurality of model variables. A model generator is configured to create a plurality of comparison analytic models each based on a different subset of model variables. Each comparison analytic model is configured to operate on new data sets associated with current opportunities, and to output a likelihood of successfully closing each current opportunity. A model testing module is configured to select an operational analytic model from among the comparison analytic models based on a quality metric.

Method and system for generating predictive models for scoring and prioritizing opportunities

The present invention is directed to a method and mechanism for reducing the expense of data transmissions between a client and a server. According to an aspect of data prefetching is utilized to predictably retrieve information between the client and server. Another aspect pertains to data redundancy management for reducing the expense of transmitting and storing redundant data between the client and server. Another aspect relates to moved data structures for tracking and managing data at a client in conjunction with data redundancy management.

Method and mechanism for reducing client-side memory footprint of transmitted data

An approach provides for recovery of message driven directors responsible for dynamically allocating resources within a multi-node database system. The receipt of a message, the action taken in response to it, and other messages sent in furtherance of the action, are performed within a single transaction. In this way, the messages and other data are left in a state consistent with the message and action taken in response being fully processed or not processed at all. A standby director, stepping in for a crashed director, inherits a state consistent with where a crashed director last successfully completed an action. The approach insulates directors from the special perils of performing high latency actions by delegating the performance of such actions to a job, (i.e. another process).

Recoverable asynchronous message driven processing in a multi-node system

Techniques for authenticating users when an operation requested by a user in one of the systems of a distributed system is redirected to another system of the distributed system. The user is authenticated in the usual way to the one system but is authenticated to the other system for the redirected operation by an authentication proxy in the first system. The fact that the authentication proxy is providing a redirected operation means that the user who requested the operation has been authenticated to the one system. The other system is thus able to authenticate the user for the redirected operation with different authentication information than would otherwise be required. An example of how the techniques are used is a distributed database system where one of the database systems in the distributed system is a cache for another of the database systems.

Authenticating sessions in queryable caches

An approach migrates database sessions from a database server on which performance and resource availability requirements are not being met to another database server. Because workload is removed from the database server not meeting these requirements, improved performance there is promoted. Furthermore, the approach switches the users in a way that attempts to keep performance and resource availability levels at the database server receiving the database sessions within goals for performance and resource availability.

Incremental run-time session balancing in a multi-node system

In transferring data from/to a database server, the size of a network buffer used by a network layer is dynamically adjusted according to the call type and expected size of data to be transferred for the call. Due to such use of appropriate buffer size, throughput performance of the transfer may be enhanced.

Dynamically sizing buffers to optimal size in network layers when supporting data transfers related to database applications

A system, method, computer program and system for suspending a result set and continuing from a suspended result set for a scrollable cursor is disclosed. The rows from a row source corresponding to the scrollable cursor result set are suspended into storage so that when a fetch is requested the data can be sent (continued) from the suspended storage and does not depend on the original scrollable cursor row source or session to be available.

Suspending a result set and continuing from a suspended result set for scrollable cursors

A system, method, computer program and system for suspending a result set and continuing from a suspended result set for a cursor is disclosed. The rows from a row source corresponding to the cursor result set are suspended into storage so that when a fetch is requested the data can be sent (continued) from the suspended storage and does not depend on the original cursor row source or session to be available.

Suspending a result set and continuing from a suspended result set

Growing community of inventors

Fremont, CA, United States of America

Debashish Chatterjee