Answer:
Gandalf 'felt' that he was bolder than the other hobbits and he decided to have Bilbo join Thorin and his company. Gandalf never explicitly said why he had chosen poor Bilbo to join him and the dwarves in their expedition, though.
Step-by-step explanation: