摘要:
Embodiments of the present invention disclose a data mining method, apparatus, and system. The UBA-based data mining method includes: obtaining to-be-processed data, where the to-be-processed data includes multiple records, and each record includes application information and remote end triplet information having a correspondence relationship therebetween; performing clustering processing on records with same remote end triplet information and same application information in the to-be-processed data, and according to the records with the same remote end triplet information and the same application information in the to-be-processed data, calculating a service load amount corresponding to the remote end triplet information and the application information to obtain a clustering result including the remote end triplet information, the application information, and the service load amount that have a correspondence relationship therebetween; according to the service load amount or a proportion of the service load amount, selecting remote end triplet information and application information that have high reliability and have correspondence relationship therebetween from the clustering result; and sending the remote end triplet information and application information that have high reliability and have correspondence relationship therebetween to a DPI subsystem; thus DPI-based identification performance and an application identification rate can be improved.
摘要:
Embodiments of the present invention disclose a user behavior analysis method, and a related device and system. The user behavior analysis method is applied to a UBA cloud including at least one UBA cloud server, where the UBA cloud server is at an analysis and decision making layer of a network in which the UBA cloud server is located, and the method includes: receiving, by a UBA cloud server, a network content identifier reported by a first UBA subnode, where the network content identifier cannot be identified by the first UBA subnode; acquiring network content corresponding to the network content identifier; extracting a keyword from the network content; updating a behavior knowledge base by using the extracted keyword; and delivering, by the UBA cloud server, the updated behavior knowledge base or updated content of the behavior knowledge base to a UBA subnode set, where the UBA subnode set at least includes a second UBA subnode and the first UBA subnode, where the second UBA subnode and the first UBA subnode are at a probe layer of the network in which the UBA cloud server is located. The solutions of the embodiments of the present invention help improving a user behavior analysis capability and reducing a problem of repeated analysis.
摘要:
The present invention relates to the communications field, and discloses a method, a device, and a system for monitoring quality of an Internet access service of a mobile terminal. The method includes: collecting, by a mobile terminal, an IP data packet of an Internet access service; identifying, by the mobile terminal, an Internet access service type corresponding to the IP data packet; performing, by the mobile terminal, deep packet resolution on the IP data packet to obtain a resolution result; collecting statistics, by the mobile terminal, on a key quality indicator of the Internet access service corresponding to the Internet access service type according to the resolution result of the IP data packet; and uploading, by the mobile terminal, the key quality indicator obtained by means of statistics to a network server, so that the network server monitors quality of the Internet access service of the mobile terminal according to the key quality indicator. By using the present invention, accurate monitoring of quality of an Internet access service of a mobile user can be implemented.
摘要:
Embodiments of the present invention provide a radio resource optimizing method, apparatus, and system. The method includes: performing deep packet inspection on received network data, so as to identify a protocol type of the network data; when it is determined, according to the protocol type, that the network data is a first kind of data stream, identifying a heartbeat in the first kind of data stream, and obtaining heartbeat information of the heartbeat, where the heartbeat information includes a heartbeat interval period and a heartbeat bandwidth requirement; when the heartbeat interval period is greater than a radio resource pre-allocated time slice, determining a radio resource bandwidth allocation parameter according to the heartbeat bandwidth requirement; and sending a radio resource allocation parameter including the radio resource bandwidth allocation parameter. In this way, in the embodiments of the present invention, the radio resource allocation parameter is dynamically set when an application runs in the background, thereby improving the utilization rate of an air interface bandwidth and time of a radio base station when the application runs in the background, and avoiding a waste of radio resources.