Inthecontextofsupervisedtensorlearning,preservingthestructuralinformationandexploitingthediscriminativenonlinearrelationshipsof tensordataarecrucialforimprovingtheperformanceoflearningtasks.Basedontensorfactorizationtheoryandkernelmethods,weproposeanovelKerne