... .InitializeSetSet For all , set .Set For , calculate–––Repeat for = 1 to ChooseSetUpdate one parameter, for ––– for ,– for ,– for ––– for ,– for ,– For all features whose values ofand /or have ... features of the words before/after the startof the entity (16 features total, only 4 shown) TO0 00= TO1 11= TO2 000= TO2 111=Trigram boundary features of the words before/after the endof the entity ... will use vec-tor notation. Define to be the vector. Then the ranking scorecan also be written as whereis the dot product between vectors and .4.2 The boosting algorithm The first algorithm we...