shang ji. Xunzi tong lun -- xia ji. Zhu zi zhuan jian zheng.

A session-based recommendation system is designed to predict the user’s next click behavior based on an ongoing session. Existing session-based recommendation systems usually model a session into a sequence and extract sequence features through recurrent neural network. Although the performance is greatly improved, these procedures ignore the relationships between items that contain rich information. In order to obtain rich items embeddings, we propose a novel Recommendation Model based on Multi-channel Convolutional Neural Network for session-based recommendation, RMMCNN for brevity. Specifically, we (...) capture items' internal features from three dimensions through multi-channel convolutional neural network firstly. Next, we merge the internal features with external features obtained by a GRU unit. Then, both internal features and external features are merged by an attention mechanism together as the input of the transformation function. Finally, the probability distribution is taken as the output after the softmax function. Experiments on various datasets show that our method's precision and recommendation performance are better than those of other state-of-the-art approaches. (shrink)

La renaissance du bouddhisme dans la Chine contemporaine est d’abord un travail symbolique qui consiste essentiellement en la reconstitution d’une mémoire. Par l’observation d’un monastère reconstruit depuis 1988 en Chine du Nord, cet article analyse comment un appareil institutionnel religieux se légitime dans sa réimplantation en invoquant l’autorité de la tradition. Quatre stratégies de mémoire adoptées par le responsable du monastère sont discernées : le réaménagement de l’espace, l’encodage des objets, la commémoration des personnages historiques et l’inscription de la généalogie.The (...) revival of Buddhism in contemporary China is first of all a symbolic work which consists essentially in the reconstitution of memory. Through the observation of a monastery that has been rebuilt in Northern China since 1988, this article analyses how a religious institutional apparatus is legitimized in its reconstruction by invoking the authority of a tradition. Four strategies of memory adopted by the leadership of the monastery are brought to light : recomposition of spaces, encoding of objects, commemoration of historical personalities and inscription of a genealogy. (shrink)