Artificial intelligence and mobile services -- AIMS 2022 : 11th International Conference, held as part of the Services Conference Federation, SCF 2022, Honolulu, HI, USA, December 10-14, 2022, Proceedings / Xiuqin Pan, Ting Jin, Liang-Jie Zhang (eds.).

Intro -- Preface -- Organization -- Services Society -- Services Conference Federation (SCF) -- Contents -- Research Track -- Push-Based Forwarding Scheme Using Fuzzy Logic to Mitigate the Broadcasting Storm Effect in VNDN -- 1 Introduction -- 2 Vehicular Named Data Networking (VNDN) -- 2.1 Content Store (CS) -- 2.2 Pending Interest Table (PIT) -- 2.3 Forwarding Information Base (FIB) -- 2.4 Consumer Vehicle -- 2.5 Producer Vehicle -- 3 Push-Based Data Forwarding in VNDN -- 4 Proposed Push-Based Data Forwarding Scheme with Fuzzy Logic -- 4.1 K-Means Clustering

4.2 Selection of Cluster Head (CH) Using Fuzzy Logic -- 4.3 Proposed Data Packet Format -- 4.4 Proposed Scheme for Producer -- 4.5 Proposed Scheme for Consumer -- 4.6 Critical Data Forwarding Procedure by the Proposed Scheme -- 5 Simulation Environment and Results -- 6 Conclusion -- References -- DCRNNX: Dual-Channel Recurrent Neural Network with Xgboost for Emotion Identification Using Nonspeech Vocalizations -- 1 Introduction -- 2 Related Works -- 3 Proposed Method -- 3.1 Dual-Channel Neural Network Model -- 3.2 Introducing Attention Mechanism in Two-Channel Model -- 3.3 XGBoost Classifier

3.4 Model Fusion Using L2 Norm -- 4 Experiments -- 4.1 Datasets Used -- 4.2 Experimental Setup -- 4.3 Experimental Results -- 4.4 Introduce Attention Mechanism -- 4.5 Data Augmentation -- 5 Conclusion -- References -- STaR: Knowledge Graph Embedding by Scaling, Translation and Rotation -- 1 Introduction -- 2 Related Work -- 3 Methodology -- 3.1 Background Knowledge -- 3.2 The Proposed STaR Model -- 3.3 Discussions -- 4 Experiments -- 4.1 Experiments Settings -- 4.2 Main Results -- 5 Analysis -- 5.1 Further Comparison with ComplEx -- 5.2 Imbalance Ratio Among KGs

5.3 Improvements on WN18RR Come from Modeling Non-commutativity Pattern -- 6 Conclusion -- References -- Application Track -- Frequently Asked Question Pair Generation for Rule and Regulation Document -- 1 Introduction -- 2 Related Work -- 2.1 QA Pair Generation -- 2.2 FAQ Pair Generation -- 3 Data Collection and Analysis -- 3.1 Data Collection -- 3.2 Data Analysis -- 4 Methodology -- 4.1 Rule-Based FAQ Pair Generation -- 4.2 Pipeline Framework -- 5 Experiment -- 5.1 Experiment Setting -- 5.2 Evaluation Metrics -- 5.3 Analysis Experiment -- 5.4 Human Evaluation -- 5.5 Case Study -- 6 Conclusion

References -- Chinese Text Classification Using BERT and Flat-Lattice Transformer -- 1 Introduction -- 2 Related Work -- 2.1 Traditional and Embedding-Based Text Classification -- 2.2 Neural Network Text Classification -- 2.3 Chinese Text Classification -- 2.4 Transformer Related Theory -- 3 Approaches -- 3.1 Converting Lattice into Flat Structure -- 3.2 Relative Position Encoding of Spans -- 3.3 Classifier and Optimization -- 4 Experiments -- 4.1 Experimental Setup -- 4.2 Overall Performance -- 5 Conclusion -- References

Indicator-Specific Recurrent Neural Networks with Co-teaching for Stock Trend Prediction

This book constitutes the proceedings of the 11th International Conference on Artificial Intelligence and Mobile Services, AIMS 2022, held as Part of the Services Conference Federation, SCF 2022, held in Honolulu, HI, USA, in December 2022. The 10 full papers presented in this volume were carefully reviewed and selected from 22 submissions. The International Conference on AI & Mobile Services (AIMS 2022) aims at providing an international forum that is dedicated to exploring different aspects of AI (from technologies to approaches and algorithms) and mobile services (from business management to computing systems, algorithms, and applications) to promoting technological innovations in research and development of mobile services, including, but not limited to, wireless & sensor networks, mobile & wearable computing, mobile enterprise & eCommerce, ubiquitous collaborative & social services, machine-to-machine & Internet-of-things clouds, cyber-physical integration, and big data analytics for mobility-enabled services.

Includes author index.

Online resource; title from PDF title page (SpringerLink, viewed January 4, 2023).