Database of EEG signal phenomenon
If you have learned about the P300, Steven Luck's An introduction to the event-related potential technique (2014) will be of interest; 
the SSVEP and motor-image-related changes are used in BCI, so this book "Brain-Computer Interfaces: Principles and Practice" by John and Elizabeth Wolpaw will be helpful.