93 research outputs found

    Invariant theory of ı\imathquantum groups of type AIII

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    We develop an invariant theory of quasi-split ı\imathquantum groups \mathbf{U}_n^\imath of type AIII on a tensor space associated to ı\imathHowe dualities. The first and second fundamental theorems for \mathbf{U}_n^\imath-invariants are derived.Comment: 15 page

    Seen to Unseen: When Fuzzy Inference System Predicts IoT Device Positioning Labels That Had Not Appeared in Training Phase

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    Situating at the core of Artificial Intelligence (AI), Machine Learning (ML), and more specifically, Deep Learning (DL) have embraced great success in the past two decades. However, unseen class label prediction is far less explored due to missing classes being invisible in training ML or DL models. In this work, we propose a fuzzy inference system to cope with such a challenge by adopting TSK+ fuzzy inference engine in conjunction with the Curvature-based Feature Selection (CFS) method. The practical feasibility of our system has been evaluated by predicting the positioning labels of networking devices within the realm of the Internet of Things (IoT). Competitive prediction performance confirms the efficiency and efficacy of our system, especially when a large number of continuous class labels are unseen during the model training stage.Comment: Accepted by International Conference on Internet of Things, Big Data and Security (IoTBDS) 202

    IDEA-Net: Adaptive Dual Self-Attention Network for Single Image Denoising

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    Selective Catalytic Dehydrogenative Oxidation of Bio-Polyols to Lactic Acid

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    The global demand for lactic acid (LA) is increasing due to its successful application as monomer for the manufacture of bioplastics. Although N-heterocyclic carbene (NHC) iridium complexes are promising molecular catalysts for LA synthesis, their instabilities have hindered their utilization especially in commercial applications. Here, we report that a porous self-supported NHC-iridium coordination polymer can efficiently prevent the clusterization of corresponding NHC-Ir molecules and can function as a solid molecular recyclable catalyst for dehydrogenation of bio-polyols to form LA with excellent activity (97 %) and selectivity (>99 %). A turnover number of up to 5700 could be achieved in a single batch, due to the synergistic participation of the Ba2+ and hydroxide ions, as well as the blockage of unwanted pathways by adding methanol. Our findings demonstrate a potential route for the industrial production of LA from cheap and abundant bio-polyols, including sorbitol

    WAVNet: wide-area virtual networks for dynamic provisioning of IaaS

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    published_or_final_versionComputer ScienceMasterMaster of Philosoph
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