This book constitutes the refereed proceedings of the 40th National Conference on Theoretical Computer Science, NCTCS 2022, held in Changchun, China, during July 2931, 2022.
The 13 full papers and 6 short papers included in this book were carefully reviewed and selected from 58 submissions. They were organized in topical sections as follows: computational theory and model; approximation algorithms; artificial intelligence; and system and resource scheduling.
Computational Theory and Model.- General-nondeterministic fuzzy pushdown automata and their languages.- Joint Degree Distribution of Growing Multiplex Network Model with Nonlinear Preferential Attachment Rule.- Coherence of Quantum States based on Mutually Unbiased Bases.- Determining the Sampling Size with Maintaining the Probability Distribution.-
Approximation Algorithms.- The polynomial randomized algorithm to compute bounded degree graphs for TSP based on frequency quadrilaterals.- An approximation algorithm for the minimum soft capacitated disk multi-coverage problem.- A 1/2 approximation algorithm for energy constrained geometric covering problem.-
Artificial Intelligence.- MixHop Graph WaveNet for traffic forecasting.- A Brief Discussion on the Reform of Mathematics Teaching in Artificial Intelligence Majors - Taking Matrix Computation and Optimization as Examples.- Improved Spotted Hyena Optimizer fused with multiple strategies.- Regularized Framework on Heterogeneous Hypergraph Model for Personal Recommendation.- Hybrid Pre-training based on Masked Autoencoders for Medical Image Segmentation.- Deep Transfer Learning based Risk Prediction Model for Infectious Disease.- A Data-Driven Framework For Crack Paths Propagation.- lc8