This special issue has brought together cutting-edge research that showcases the pivotal role of information fusion techniques in realizing the vision of ubiquitous computing. The six accepted papers have made significant contributions to addressing various challenges in this domain, ranging from activity and context recognition to multimodal data fusion, complex situation identification, and efficient data representation. The works presented here highlight the importance of effectively integrating and reasoning over data from diverse sources, modalities, and contexts to enable intelligent, responsive, and personalized computing experiences.