Abstract: A method includes retrieving a plurality of document specifications and generating training set data based on the plurality of document specifications. The method includes running a classification engine to cause the classification engine to perform a first set of operations. The first set of operations includes generating a classification model using the training set data, determining one or more classification labels for a particular document and a corresponding confidence value for each classification label, and generating a classification report for the particular document. The method includes running a verification engine to cause the verification engine to perform a second set of operations. The second set of operations include requesting third-party review of the classification report, assigning a particular classification label to the particular document, and transmitting the particular document and the particular classification label as feedback.

Abstract: A method of document classification engine selection includes receiving metadata from each classification engine of a plurality of classification engines. The metadata indicates operational characteristics for a corresponding classification engine, and the plurality of classification engines run on one or more processors. The method includes determining internal data metrics by polling internal resources corresponding to the one or more processors. The method includes determining external data metrics by polling external resources that are isolated from the one or more processors. The method includes accessing a plurality of rules for application to each document during document classification. The method includes comparing the metadata from each classification engine to the internal data metrics, the external data metrics, and the plurality of rules.

Abstract: A system, method, computer program product and apparatus provide an improvement to administration and management of security certificates in enterprise scale networks. An exemplary embodiment integrates a network device manager (NDM) with Simple Certificate Enrollment Protocol (SCEP) for administration and management of network equipment and for handling certificates for enterprise-scale implementation. The network device manager may control the settings and is configured to communicate with the firmware of end devices. The SCEP thus has a medium in the network device manager through which the SCEP features can be communicated to the end devices. In an exemplary embodiment, aspects of the system may for example, automatically check expiration of and renew certificates that are expiring.

Abstract: The present disclosure relates to formulation and implementation of rules associated with printing devices. One example embodiment includes a method. The method includes monitoring, by a computing device, events associated with one or more printing devices. The method also includes identifying, by the computing device, a correlation between a first event type of the monitored events and a second event type of the monitored events. Further, the method includes formulating, by the computing device, a rule based on the correlation. According to the rule, when the first event type occurs, the computing device causes the second event type to occur in response. In addition, the method includes receiving, by the computing device, an indication that the rule should be implemented on the one or more printing devices. The method further includes implementing, by the computing device, the rule on the one or more printing devices.

Abstract: A system, method, computer program product and apparatus provide an improvement to administration and management of security certificates in enterprise scale networks. An exemplary embodiment integrates a network device manager (NDM) with Simple Certificate Enrollment Protocol (SCEP) for administration and management of network equipment and for handling certificates for enterprise-scale implementation. The network device manager may control the settings and is configured to communicate with the firmware of end devices. The SCEP thus has a medium in the network device manager through which the SCEP features can be communicated to the end devices. In an exemplary embodiment, aspects of the system may for example, automatically check expiration of and renew certificates that are expiring.

Abstract: The present disclosure relates to formulation and implementation of rules associated with printing devices. One example embodiment includes a method. The method includes monitoring, by a computing device, events associated with one or more printing devices. The method also includes identifying, by the computing device, a correlation between a first event type of the monitored events and a second event type of the monitored events. Further, the method includes formulating, by the computing device, a rule based on the correlation. According to the rule, when the first event type occurs, the computing device causes the second event type to occur in response. In addition, the method includes receiving, by the computing device, an indication that the rule should be implemented on the one or more printing devices. The method further includes implementing, by the computing device, the rule on the one or more printing devices.

Abstract: Methods and apparatus for updating data for printing devices are provided. A device state management system (DSMS) can send probe messages to printing devices. The DSMS can receive responses to the probe messages, where the number of probe messages can exceed the number of responses. After receiving the responses, a number of unconfirmed printing devices can be determined based on data stored in a device database (DDB) associated with the DSMS. The DSMS can determine a system-instability value associated with the number of unconfirmed printing devices. The DSMS can determine whether the system-instability value exceeds a threshold. After determining that the system-instability value exceeds the threshold, the DSMS can: determine address clusters associated with the unconfirmed printing devices; send probe messages to addresses within at least one address cluster; receive responses to the probe messages; and update the DDB using data in the responses.

Abstract: The present disclosure relates to formulation and implementation of rules associated with printing devices. One example embodiment includes a method. The method includes monitoring, by a computing device, events associated with one or more printing devices. The method also includes identifying, by the computing device, a correlation between a first event type of the monitored events and a second event type of the monitored events. Further, the method includes formulating, by the computing device, a rule based on the correlation. According to the rule, when the first event type occurs, the computing device causes the second event type to occur in response. In addition, the method includes receiving, by the computing device, an indication that the rule should be implemented on the one or more printing devices. The method further includes implementing, by the computing device, the rule on the one or more printing devices.

Abstract: Methods and apparatus for assessing printing devices are provided. A computing device can execute a first discovery technique to send discovery messages to connected devices that can include printing devices. The computing device can execute a second discovery technique different from the first discovery technique. The computing device can receive at least a first discovery response to the discovery messages. The computing device can execute the first discovery technique to identify a first device based on the first discovery response and determine whether the first device is a printing device. After determining the first device is a printing device, the computing device can execute the first discovery technique to determine whether the first device is a known printing device based on printing device information for the first device. After determining the first device is a known printing device, the computing device can provide an output assessing the first device.

Abstract: The present disclosure relates to distributed printing device management methods and devices. One example embodiment includes a method. The method includes receiving, at a first server within a network of distributed servers, an operation to be executed on a printing device. The method also includes transmitting, by the first server, a notification, to other servers within the network of distributed servers, indicating that the operation is available for execution. Further, the method includes receiving, at the first server, a response, from a second server within the network of distributed servers, indicating that the second server is available to execute the operation. Additionally, the method includes transmitting, by the first server, details associated with the operation to the second server. In addition, the method includes receiving, by the first server, a message from the second server indicating that the second server executed the operation on the printing device.

Abstract: The present disclosure relates to formulation and implementation of rules associated with printing devices. One example embodiment includes a method. The method includes monitoring, by a computing device, events associated with one or more printing devices. The method also includes identifying, by the computing device, a correlation between a first event type of the monitored events and a second event type of the monitored events. Further, the method includes formulating, by the computing device, a rule based on the correlation. According to the rule, when the first event type occurs, the computing device causes the second event type to occur in response. In addition, the method includes receiving, by the computing device, an indication that the rule should be implemented on the one or more printing devices. The method further includes implementing, by the computing device, the rule on the one or more printing devices.

Abstract: Methods and apparatus for updating data for printing devices are provided. A device state management system (DSMS) can send probe messages to printing devices. The DSMS can receive responses to the probe messages, where the number of probe messages can exceed the number of responses. After receiving the responses, a number of unconfirmed printing devices can be determined based on data stored in a device database (DDB) associated with the DSMS. The DSMS can determine a system-instability value associated with the number of unconfirmed printing devices. The DSMS can determine whether the system-instability value exceeds a threshold. After determining that the system-instability value exceeds the threshold, the DSMS can: determine address clusters associated with the unconfirmed printing devices; send probe messages to addresses within at least one address cluster; receive responses to the probe messages; and update the DDB using data in the responses.

Abstract: The present disclosure relates to distributed printing device management methods and devices. One example embodiment includes a method. The method includes receiving, at a first server within a network of distributed servers, an operation to be executed on a printing device. The method also includes transmitting, by the first server, a notification, to other servers within the network of distributed servers, indicating that the operation is available for execution. Further, the method includes receiving, at the first server, a response, from a second server within the network of distributed servers, indicating that the second server is available to execute the operation. Additionally, the method includes transmitting, by the first server, details associated with the operation to the second server. In addition, the method includes receiving, by the first server, a message from the second server indicating that the second server executed the operation on the printing device.

Abstract: The present disclosure is directed to a system, a method, and a device for monitoring printing devices using activity scores. In example embodiments, one or more printing devices are polled to monitor associated device states. A management device, using the associated device state and one or more requests transmitted to each of the one or more printing devices, generates an activity score. By comparing activity scores of the one or more printing devices, the management device can rank the printing devices against one another and assign priority levels to each printing device. These priority levels can then be used to establish frequencies for future polling of the one or more printing devices.

Abstract: Methods and apparatus for assessing printing devices are provided. A computing device can execute a first discovery technique to send discovery messages to connected devices that can include printing devices. The computing device can execute a second discovery technique different from the first discovery technique. The computing device can receive at least a first discovery response to the discovery messages. The computing device can execute the first discovery technique to identify a first device based on the first discovery response and determine whether the first device is a printing device. After determining the first device is a printing device, the computing device can execute the first discovery technique to determine whether the first device is a known printing device based on printing device information for the first device. After determining the first device is a known printing device, the computing device can provide an output assessing the first device.

Abstract: The present disclosure is directed to a system, a method, and a device for monitoring printing devices using activity scores. In example embodiments, one or more printing devices are polled to monitor associated device states. A management device, using the associated device state and one or more requests transmitted to each of the one or more printing devices, generates an activity score. By comparing activity scores of the one or more printing devices, the management device can rank the printing devices against one another and assign priority levels to each printing device. These priority levels can then be used to establish frequencies for future polling of the one or more printing devices.

Abstract: Methods and apparatus for assessing printing devices are provided. A computing device can execute a first discovery technique to send discovery messages to connected devices that can include printing devices. The computing device can execute a second discovery technique different from the first discovery technique. The computing device can receive at least a first discovery response to the discovery messages. The computing device can execute the first discovery technique to identify a first device based on the first discovery response and determine whether the first device is a printing device. After determining the first device is a printing device, the computing device can execute the first discovery technique to determine whether the first device is a known printing device based on printing device information for the first device. After determining the first device is a known printing device, the computing device can provide an output assessing the first device.

Abstract: Methods and apparatus for assessing printing devices are provided. A computing device can execute a first discovery technique to send discovery messages to connected devices that can include printing devices. The computing device can execute a second discovery technique different from the first discovery technique. The computing device can receive at least a first discovery response to the discovery messages. The computing device can execute the first discovery technique to identify a first device based on the first discovery response and determine whether the first device is a printing device. After determining the first device is a printing device, the computing device can execute the first discovery technique to determine whether the first device is a known printing device based on printing device information for the first device. After determining the first device is a known printing device, the computing device can provide an output assessing the first device.

Abstract: The present disclosure is directed to a system, a method, and a device for monitoring printing devices using activity scores. In example embodiments, one or more printing devices are polled to monitor associated device states. A management device, using the associated device state and one or more requests transmitted to each of the one or more printing devices, generates an activity score. By comparing activity scores of the one or more printing devices, the management device can rank the printing devices against one another and assign priority levels to each printing device. These priority levels can then be used to establish frequencies for future polling of the one or more printing devices.

Abstract: The present disclosure is directed to a system, a method, and a device for monitoring printing devices using activity scores. In example embodiments, one or more printing devices are polled to monitor associated device states. A management device, using the associated device state and one or more requests transmitted to each of the one or more printing devices, generates an activity score. By comparing activity scores of the one or more printing devices, the management device can rank the printing devices against one another and assign priority levels to each printing device. These priority levels can then be used to establish frequencies for future polling of the one or more printing devices.