An Intelligent CNN-VAE Text Representation Technology Based on Text Semantics for Comprehensive Big Data
College of Mathematics and Computer Science, Fuzhou University（福州大学数学与计算机科学学院）；Department of Business and Computer Science, Southwestern Oklahoma State University（西南俄克拉荷马州立大学商业与计算机科学系）
In the era of big data, a large number of text data generated by the Internet has given birth to a variety of text representation methods. In natural language processing (NLP), text representation transforms text into vectors that can be processed by computer without losing the original semantic information. However, these methods are difficult to effectively extract the semantic features among words and distinguish polysemy in language. Therefore, a text feature representation model based on convolutional neural network (CNN) and variational autoencoder (VAE) is proposed to extract the text features and apply the obtained text feature representation on the text classification tasks. CNN is used to extract the features of text vector to get the semantics among words and VAE is introduced to make the text feature space more consistent with Gaussian distribution. In addition, the output of the improved word2vec model is employed as the input of the proposed model to distinguish different meanings of the same word in different contexts. The experimental results show that the proposed model outperforms in k-nearest neighbor (KNN), random forest (RF) and support vector machine (SVM) classification algorithms.
Dynamic User Interface Generation for Enhanced Human-Computer Interaction Using Variational Autoencoders
University of Southern California（南加州大学）；School of Visual Arts（视觉艺术学院）；Georgia Institute of Technology（佐治亚理工学院）；Carnegie Mellon University（卡内基梅隆大学）；New York University（纽约大学）
SnapMode: An Intelligent and Distributed Large-Scale Fashion Image Retrieval Platform Based On Big Data and Deep Generative Adversarial Network Technologies
GM Score: Incorporating inter-class and intra-class generator diversity, discriminability of disentangled representation, and sample fidelity for evaluating GANs
School of Computer Engineering, KIIT Deemed to be University（KIIT 大学计算机工程学院）
A Deep-Learning Intelligent System Incorporating Data Augmentation for Short-Term Voltage Stability Assessment of Power Systems
Northeast Electric Power University（东北电力大学）；National Key Laboratory of Science and Technology on Vessel Integrated Power System, Naval University of Engineering（海军工程大学舰船综合电力系统国家重点实验室）
Efficient Hybrid Oversampling and Intelligent Undersampling for Imbalanced Big Data Classification
Universidad de los Andes（洛斯安第斯大学）；Facultad de Ingeniería y Ciencias Aplicadas（工程与应用科学学院）；Instituto Sistemas Complejos de Ingeniería (ISCI)（工程复杂系统研究所）；School of Economics and Business（经济与商业学院）；University of Chile（智利大学）
Agentic Satellite-Augmented Low-Altitude Economy and Terrestrial Networks: A Survey on Generative Approaches
School of Information and Electronics, Beijing Institute of Technology（信息与电子学院，北京理工大学）；College of Computing and Data Science, Nanyang Technological University（计算与数据科学学院，南洋理工大学）；Department of Electrical and Computer Engineering, Sungkyunkwan University（电气与计算机工程系，首尔大学）；School of Electrical and Computer Engineering, University of Sydney（电气与计算机工程学院，悉尼大学）；School of Electrical and Electronics Engineering, Nanyang Technological University（电气与电子工程学院，南洋理工大学）；School of Cyberspace Science and Technology, Beijing Institute of Technology（网络空间科学与技术学院，北京理工大学）
Big Data Meet Cyber-Physical Systems: A Panoramic Survey
Texas A&M University at Qatar（德克萨斯农工大学卡塔尔分校）；Virginia Tech（弗吉尼亚理工大学）；Universidad de Chile（智利大学）；Nanjing University of Science & Technology（南京理工大学）；InterDigital Communications, LLC.（InterDigital通信有限责任公司）
Federated Learning in Big Model Era: Domain-Specific Multimodal Large Models
ENN Group Co.,Ltd.（ENN集团有限公司）；China University of Petroleum（中国石油大学）；Unicom (Shanghai) Industrial Internet Co.,Ltd.（联通（上海）工业互联网有限公司）；Qingdao Windaka Technology Co.,Ltd.（青岛Windaka科技有限公司）
A Disease Diagnosis and Treatment Recommendation System Based on Big Data Mining and Cloud Computing
Hunan University（湖南大学）；National Supercomputing Center in Changsha（国家超级计算长沙中心）；Comsats Institute of Information Technology（COMSATS信息技术学院）；The second affiliated hospital of Xi’an Jiaotong University（西安交通大学第二附属医院）；State University of New York（纽约州立大学）
Deep Learning for Intelligent Demand Response and Smart Grids: A Comprehensive Survey
Vellore Institute of Technology（韦洛尔理工学院）；Pusan National University（釜山国立大学）；University of Oulu（奥卢大学）；Indian Institute of Technology Madras（印度理工学院马德拉斯分校）
Darknet Traffic Big-Data Analysis and Network Management to Real-Time Automating the Malicious Intent Detection Process by a Weight Agnostic Neural Networks Framework
International Hellenic University（国际希腊大学）；Democritus University of Thrace（德谟克利特大学）；Hellenic National Defence General Staff（希腊国防参谋本部）；University of Aegean（爱琴大学）
Deep Learning and Machine Learning, Advancing Big Data Analytics and Management: Unveiling AI's Potential Through Tools, Techniques, and Applications
National Taiwan Normal University（国立台湾师范大学）；Indiana University（印第安纳大学）；University of Hawaii（夏威夷大学）；Kyoto University（京都大学）；Xi’an Jiaotong-Liverpool University（西安交通大学利物浦大学）；Georgia Institute of Technology（佐治亚理工学院）；Rutgers University（罗格斯大学）；Purdue University（普渡大学）；University of Wisconsin-Madison（威斯康星大学麦迪逊分校）；Emory University（埃默里大学）；Sichuan University（四川大学）
Deep Learning Techniques for Future Intelligent Cross-Media Retrieval
Namal Institute（纳马尔学院）；University of Bradford（布拉德福德大学）；Beijing University of Technology（北京工业大学）；Ghulam Ishaq Khan Institute of Engineering Sciences and Technology（古拉姆·伊沙克·汗工程科学与技术学院）；Prince Sultan University（苏丹亲王大学）；CISTER/INESC TEC（CISTER/INESC TEC 研究中心）；ISEP-IPP（波尔图理工学院高等工程学院）；Sarhad University of Science and IT（萨哈德科技大学）；Edinburgh Napier University（爱丁堡纳皮尔大学）；University of Houston（休斯顿大学）
Adaptive Malware Detection using Sequential Feature Selection: A Dueling Double Deep Q-Network (D3QN) Framework for Intelligent Classification
Department of Computer Science and Engineering, Hamad Bin Khalifa University（计算机科学与工程系，哈马德·本·卡西姆大学）；Qatar Computing Research Institute, Hamad Bin Khalifa University（卡塔尔计算研究所，哈马德·本·卡西姆大学）
