Karthik Venkat Ramanan

DynaMiTE: Discovering Explosive Topic Evolutions with User Guidance

Dynamic topic models (DTMs) analyze text streams to capture the evolution of topics. Despite their popularity, existing DTMs are either fully supervised, requiring expensive human annotations, or fully unsupervised, producing topic evolutions that often do not cater to a user’s needs. Further, the t…