Kumaraswamy, RakshaRamanan, NandiniOdom, PhillipNatarajan, Sriraam2021-04-232021-04-2320202020http://dx.doi.org/10.1007/s13218-020-00659-6https://dl.gi.de/handle/20.500.12116/36297We consider the problem of interactive transfer learning where a human expert provides guidance to the transfer learning algorithm that aims to transfer knowledge from a source task to a target task. One of the salient features of our approach is that we consider cross-domain transfer, i.e., transfer of knowledge across unrelated domains. We present an intuitive interface that allows for an expert to refine the knowledge in target task based on his/her expertise. Our results show that such guided transfer can effectively reduce the search space thus improving the efficiency and effectiveness of the transfer process.Text/Journal Article10.1007/s13218-020-00659-61610-1987