The paper "POLARIS: Probabilistic and Ontological Activity Recognition in Smart-homes" by Gabriele Civitarese, Timo Sztyler, Daniele Riboni, Claudio Bettini, Heiner Stuckenschmidt has been accepted for publication on IEEE Transactions of Knowledge and Data Engineering.