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Embedding Learning for Declarative Memories

Published on Jul 10, 2017951 Views

The major components of the brain’s declarative or explicit memory are semantic memory and episodic memory. Whereas semantic memory stores general factual knowledge, episodic memory stores events toge

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Chapter list

Embedding Learning for Declarative Memories00:00
Outline00:15
Triple Graphs00:34
Knowledge Graphs01:28
Learning with Knowledge Graphs?02:08
Tensor Representation of a Knowledge Graph02:50
Tensor Factorization as Representation Learning04:15
The Google Knowledge Vault05:05
Learning Knowledge Graphs06:35
In Cognition: Semantic Memory is About Facts We Know08:02
Mathematically Equivalent “Conditional” Representation Biologically more Plausible08:42
In Cognition, Episodic Memory is about Facts We Remember09:35
Learned Episodic Memory10:13
Semantic and Episodic Memories for Decision Modeling12:22
Untitled12:45
Mindmap12:45
Hippocampal Memory Indexing Theory: From Sensory Input to Epsiodic Memory14:04
Perception: First in the Senses, …. then Perceptional Decoding15:15
Hippocampus and MTL play Significant Roles in the Generation of New Declarative Memories16:26
Hypothesis: Semantic Memory is Marginalized Episodic Memory16:58
Experiments18:13
Semantic Memory from Episodic Memory?19:08
Semantic Memory from Episodic Memory? - 120:27
Results20:34
Untitled21:26