Top Journals and Conferences

Numerical linear algebra:

  • SISC (journal): SIAM Journal on Scientific Computing
  • SIMAX (journal): SIAM Journal on Matrix Analysis and Applications
  • SINUM (journal): SIAM Journal on Numerical Analysis
  • TOMS (journal): ACM Transactions on Mathematical Software

Data mining, machine learning, etc:

  • JMLR (journal): Journal of Machine Learning Research
  • TKDE (journal): IEEE Transactions on Knowledge and Data Engineering
  • ICML (conference): International Conference on Machine Learning
  • NIPS (conference): Annual Conference on Neural Information Processing Systems
  • SIGKDD (conference): ACM SIGKDD International Conference on Knowledge Discovery & Data Mining

Computer vision:

  • IJCV (journal): International Journal of Computer Vision
  • PAMI (journal): IEEE Transactions on Pattern Analysis and Machine Intelligence

Not an official list. More on this later..

References: