量化投资领域有哪些顶会顶刊?

Question

如题所述

Answer 1

量化投资领域顶级期刊包括：Journal of Finance, Journal of Financial Economics, Review of Financial Studies, Journal of Financial and Quantitative Analysis, Journal of Empirical Finance, Journal of Portfolio Management等。

量化投资领域重要会议：Quantitative Finance and Risk Analysis Conference、Quantitative Methods in Finance Conference、Financial Management Association Annual Meeting等。

人工智能，深度学习、强化学习顶级期刊有：IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), IEEE Transactions on Neural Networks and Learning Systems (TNNLS), Journal of Machine Learning Research (JMLR), Machine Learning (ML), Nature Machine Intelligence, Journal of Artificial Intelligence Research (JAIR), International Journal of Computer Vision (IJCV), Neural Networks (NN), Pattern Recognition (PR), ACM Transactions on Intelligent Systems and Technology (TIST), Journal of the American Statistical Association (JASA), Journal of Artificial Intelligence (AIJ), Artificial Intelligence (AI), Information Sciences (IS), Expert Systems with Applications (ESWA), Data Mining and Knowledge Discovery (DMKD), ACM Transactions on Knowledge Discovery from Data (TKDD), IEEE Transactions on Knowledge and Data Engineering (TKDE), IEEE Transactions on Cybernetics (TCYB), Journal of Machine Learning and Data Mining (JMLDM)。

顶级会议有：Conference on Neural Information Processing Systems (NeurIPS), International Conference on Machine Learning (ICML), International Conference on Learning Representations (ICLR), Association for the Advancement of Artificial Intelligence Conference (AAAI), International Joint Conference on Artificial Intelligence (IJCAI), Conference on Computer Vision and Pattern Recognition (CVPR), International Conference on Computer Vision (ICCV), International Conference on Robotics and Automation (ICRA), International Conference on Intelligent Robots and Systems (IROS), International Conference on Autonomous Agents and Multiagent Systems (AAMAS), European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD), International Conference on Data Mining (ICDM), International Conference on Artificial Neural Networks (ICANN), International Conference on Pattern Recognition (ICPR), International Conference on Computer Vision Theory and Applications (VISAPP), International Conference on Machine Learning and Applications (ICMLA), International Conference on Computational Intelligence (ICCI), International Conference on Artificial Intelligence in Education (AIED)。

金融工程类、随机数学或时间序列研究顶级期刊包括：Journal of Financial Engineering, Mathematical Finance, Finance and Stochastics, Journal of Computational Finance, Journal of Risk, Journal of Time Series Analysis等。重要会议有：International Conference on Monte Carlo Methods and Applications, International Conference on Computational Finance, International Symposium on Forecasting。

从事量化研究工作，首先需要具备理工科技能与深度研究能力。对于宏观金融知识储备的要求不高，甚至入行时可以为零基础。