Concept Hierarchy Memory Model: a Neural Architecture for Conceptual Knowledge Representation, Learning, and Commonsense Reasoning

A Memory Model for Concept Hierarchy Representation and Commonsense Reasoning

A novel model of clinical reasoning: Cognitive zipper model

Introduction: Clinical reasoning is a vital aspect of physiciancompetence. It has been the subject of academic research fordecades, and various models of clinical reasoning have beenproposed. The aim of the present study was to develop a theoreticalmodel of clinical reasoning.Methods: To conduct our study, we applied the process of theorysynthesis in accordan...

SenticNet 5: Discovering Conceptual Primitives for Sentiment Analysis by Means of Context Embeddings

With the recent development of deep learning, research in AI has gained new vigor and prominence. While machine learning has succeeded in revitalizing many research fields, such as computer vision, speech recognition, and medical diagnosis, we are yet to witness impressive progress in natural language understanding. One of the reasons behind this unmatched expectation is that, while a bottom-up...

Machine Learning methods and applications using Formal Concept Analysis

Machine learning (ML) deals with algorithms that automatically improve with experience where the experience for a ML algorithm is huge repositories of data. Machine learning methods produce a program that fits data to a model from lots of examples that specify the correct output for a given input. Formal Concept Analysis (FCA) is a successful model of learning from positive and negative example...

Ethnomethodology and Conversational Analysis

In a speech community, people utilize their communicative competence which they have acquired from their society as part of their distinctive sociolinguistic identity. They negotiate and share meanings, because they have commonsense knowledge about the world, and have universal practical reasoning. Their commonsense knowledge is embodied in their language. Thus, not only does social life depend...