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cs.LG2019★ 1 cited
Compositional Structure Learning for Sequential Video Data
Kyoung-Woon On, Eun-Sol Kim, Yu-Jung Heo +1
Conventional sequential learning methods such as Recurrent Neural Networks (RNNs) focus on interactions between consecutive inputs, i.e. first-order Markovian dependency. However,…
cs.LG2019
Visualizing Semantic Structures of Sequential Data by Learning Temporal Dependencies
Kyoung-Woon On, Eun-Sol Kim, Yu-Jung Heo +1
While conventional methods for sequential learning focus on interaction between consecutive inputs, we suggest a new method which captures composite semantic flows with variable-le…