Journal Title:Machine Learning
Machine Learning is an international forum for research on computational approaches to learning. The journal publishes articles reporting substantive results on a wide range of learning methods applied to a variety of learning problems, including but not limited to:
Learning Problems: Classification, regression, recognition, and prediction; Problem solving and planning; Reasoning and inference; Data mining; Web mining; Scientific discovery; Information retrieval; Natural language processing; Design and diagnosis; Vision and speech perception; Robotics and control; Combinatorial optimization; Game playing; Industrial, financial, and scientific applications of all kinds.
Learning Methods: Supervised and unsupervised learning methods (including learning decision and regression trees, rules, connectionist networks, probabilistic networks and other statistical models, inductive logic programming, case-based methods, ensemble methods, clustering, etc.); Reinforcement learning; Evolution-based methods; Explanation-based learning; Analogical learning methods; Automated knowledge acquisition; Learning from instruction; Visualization of patterns in data; Learning in integrated architectures; Multistrategy learning; Multi-agent learning.
机器学习是一个研究计算学习方法的国际论坛。该期刊发表的文章报告了适用于各种学习问题的各种学习方法的实质性成果,包括但不限于:
学习问题:分类、回归、识别和预测;解决问题和计划;推理和推理;数据挖掘;网络挖掘;科学发现;信息检索;自然语言处理;设计与诊断;视觉和言语感知;机器人与控制;组合优化;玩游戏;各种工业、金融和科学应用。
学习方法:有监督和无监督的学习方法(包括学习决策和回归树、规则、连接主义网络、概率网络和其他统计模型、归纳逻辑编程、基于案例的方法、集成方法、聚类等);强化学习;基于进化的方法;基于解释的学习;类比学习方法;自动化知识获取;从指导中学习;数据模式的可视化;在集成架构中学习;多策略学习;多智能体学习。
大类学科 | 小类学科 | 分区 | Top期刊 | 综述期刊 |
计算机科学 | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE 计算机:人工智能 | 3区 | 是 | 是 |
大类学科 | 小类学科 | 分区 |
计算机科学 | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE 计算机:人工智能 | 3区 |
期刊名称 | 领域 | 中科院分区 | 影响因子 |
Cryptography And Communications-discrete-structures Boolean Functions And Sequen | 计算机科学 | 3区 | 1.291 |
User Modeling And User-adapted Interaction | 计算机科学 | 3区 | 3.600 |
Journal On Multimodal User Interfaces | 计算机科学 | 3区 | 2.900 |
Formal Aspects Of Computing | 计算机科学 | 3区 | 1.000 |
International Journal Of High Performance Computing Applications | 计算机科学 | 3区 | 3.100 |
International Journal Of High Performance Computing Applications | 计算机科学 | 3区 | 3.100 |