At&t Intellectual Property I, L.p.

At&t Mobility Ii LLC

Changhan Ge

Zihui Ge

Ajay Mahimkar

Shomik Pathak

Yu Xiang

Xuan Liu

Yusef Shaqalle

A processing system may obtain a data set with records of network parameter changes, each record including at least one network parameter change and at least one attribute associated with a first aspect of a communication network, and a corresponding network performance indicator change. A first record may include a plurality of network parameter change groups. The processing system may next perform a de-confusion process by identifying a second record comprising a single network parameter change group, determining that a corresponding network performance indicator change is different from that of the at least the first record, and updating the data set to replace the first record with at least two replacement records. The processing system may apply at least one of the network parameter change groups to a second aspect of the communication network based upon a decision output of a classifier that is trained using the updated data set.

Performance-driven network parameter changes in a communication network

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Austin, TX, United States of America

Changhan Ge