کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
6856238 1437950 2018 14 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
On Multi-modal Fusion Learning in constraint propagation
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
پیش نمایش صفحه اول مقاله
On Multi-modal Fusion Learning in constraint propagation
چکیده انگلیسی
Constraint propagation methods demonstrate splendid performance in constrained clustering tasks. Although some multi-modal constraint propagation methods have been proposed in recent years, a feasible and robust approach to multi-modal feature fusion in pairwise constraint propagation is still in demand. This paper presents a novel multi-modal fusion approach in order to cope with the constraint propagation on multi-modal datasets, called Multi-modal Fusion Learning (MFL). The proposed method can reach a multi-modal fusion based on the observed constraint information and the propagation process. It is capable of handling any number of modalities without any prior knowledge of each modality. We merge the fusion learning and constraint propagation into one unified problem and solve it by a bound-constrained quadratic optimization. Our proposed method has been tested in clustering tasks on two publicly available multi-modal datasets to show its superior performance.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Information Sciences - Volume 462, September 2018, Pages 204-217
نویسندگان
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