Existing measures to detect spam reviews mainly focus on designing features from the perspective of linguistic and psychological clues, which hardly reveal the latent semantic information of the reviews. A Hierarchical Attention-based Neural Network (HANN) model was proposed to mine latent semantic information. The model mainly consisted of the following two layers:the Word2Sent layer, which used a Convolutional Neural Network (CNN) to produce continuous sentence representations on the basis of word embedding, and the Sent2Doc layer, which utilized an attention pooling-based neural network to generate document representations on the basis of sentence representations. The generated document representations were directly employed as features to identify spam reviews. The proposed hierarchical attention mechanism enables our model to preserve position and intensity information completely. Thus, the comprehensive information, history, future, and local context of any position in a document can be extracted. The experimental results show that our method can achieve higher accuracy, compared with neural network-based methods only, the accuracy is increased by 5% on average, and the classification effect is improved significantly.

Concerning the problem of managing components information in the process of three-dimensional presentation of virtual assembly, a design of integrating 3-D visualization and information management technology combined with electric vehicles assembling and disassembling was proposed. Firstly, 3D model and information library were established according to the topology and supporting information of electric vehicles such as material and type. Secondly, a directory tree was created based on the parent-child relationship between the parts and sub-assemblies from information library, and three-dimensional presentation of the sub-assembly was achieved according to the principle that sub-assembly and scene tree have the same structure of "multi-tree", each node of the sub-assembly was animated before disassembly presentation. Finally, pickup interactive query and retrieving location query were achieved by combining the information management and visualization of electric vehicle. The constructed system was verified by century bird electric bicycle models, the integration of 3-D visualization and virtual assembly was realized, which could provide technical support for 3-D presentation and virtual assembly effectively. The experimental results show that the constructed system can effectively integrate the 3-D visualization and information management of components in virtual assembly.