网络物理系统（年）理学硕士

课程模块Modules

• 年一Year one
• 年二Year two

必修Core modules

• 实验室评估laboratory evaluation
• surveys
• case studies
• 行动研究action research
• 广告特设网络Ad Hoc Networks
• Mobile Ad Hoc Networks (MANETs)
• Vehicular Ad Hoc Networks (VANETs)
• Disconnection/Disruption/Delay Tolerant Networks (DTNs)

选修Optional modules

• binary search trees (red-black trees)
• 动态编程dynamic programming
• graph-algorithms (eg shortest path, maximum flows)
• amortized analysis
• priority queues (binary, leftist and Fibonacci heaps)
• string algorithms (string matching, longest common subsequence)
• public-key cryptography (the RSA cryptosystem)
• the page-rank algorithm (from Google search)
• neural networks
• 基础统计学basic statistics
• types of data
• 数据可视化技术data visualisation techniques
• 数据建模data modelling
• data pre-processing methods including data imputation
• forecasting methods
• clustering and classification methods
• the nature of uncertainty captured by fuzzy sets and associated links to human reasoning
• inference using fuzzy sets
• similarity of fuzzy sets
• design and modelling of information via fuzzy sets
• type-1 fuzzy sets
• type-2 fuzzy sets
• fuzzy logic systems
• fuzzy set based applications
• 运营研究仿真operations research simulation
• 社会仿真social simulation
• 数据科学data science
• automated scheduling
• 决策分析decision analysis
• the growing amounts of data
• the relational database management systems (RDBMS)
• an overview of Structured Query Languages (SQL)
• an introduction to NoSQL databases
• the difference between a relational DBMS and a NoSQL database
• how to identify the need to employ a NoSQL database