Forgetting and Generalisation in Memory Modelling for Robot Companions : a Data Mining Approach

The idea of a robot as a long-term companion has not been widely accepted and sometimes not even considered or imagined. Hence, several issues should be addressed in order to facilitate this long-term human-robot interaction. This work focuses on the memory modelling for artificial companions and its forgetting processes by proposing a novel approach based on hierarchical classification data mining techniques to implement memory generalisation mechanisms.

[1]  Ee-Peng Lim,et al.  Hierarchical text classification and evaluation , 2001, Proceedings 2001 IEEE International Conference on Data Mining.

[2]  David C. Rubin,et al.  Autobiographical memory: Introduction , 1986 .

[3]  K. Nelson The Psychological and Social Origins of Autobiographical Memory , 1993 .

[4]  Daniel B. Wright,et al.  Similarities within event clusters in autobiographical memory , 2000 .

[5]  Ruth Aylett,et al.  A Socially-Aware Memory for Companion Agents , 2009, IVA.

[6]  Stan Franklin,et al.  Autonomous Agents as Embodied Ai , 1997, Cybern. Syst..

[7]  B. McNaughton,et al.  Reactivation of hippocampal ensemble memories during sleep. , 1994, Science.

[8]  Ruth Aylett,et al.  An initial memory model for virtual and robot companions supporting migration and long-term interaction , 2009, RO-MAN 2009 - The 18th IEEE International Symposium on Robot and Human Interactive Communication.

[9]  Paul E. Gold,et al.  Affect and accuracy in recall: A proposed neurobiological basis for regulating memory storage for significant events , 1992 .

[10]  S. M. Coleman The Ego and the Mechanisms of Defence , 1938 .

[11]  David C. Rubin,et al.  Autobiographical Memory , 2019, Encyclopedia of Autism Spectrum Disorders.

[12]  J. Sweatt,et al.  Epigenetic mechanisms: a common theme in vertebrate and invertebrate memory formation. , 2006, Cellular and molecular life sciences : CMLS.

[13]  C. Yeo,et al.  Time and tide in cerebellar memory formation , 2005, Current Opinion in Neurobiology.

[14]  To Forget or Not to Forget : Towards a Roboethical Memory Control , 2009 .

[15]  Alex A. Freitas,et al.  A Tutorial on Hierarchical Classification with Applications in Bioinformatics. , 2007 .

[16]  Chrystopher L. Nehaniv,et al.  Computational memory architectures for autobiographic agents interacting in a complex virtual environment: a working model , 2008, Connect. Sci..

[17]  Ulric Neisser,et al.  Affect and accuracy in recall: Author index , 1992 .

[18]  E. Tulving,et al.  Episodic and semantic memory , 1972 .

[19]  Ulric Neisser,et al.  Nested structure in autobiographical memory. , 1986 .

[20]  Saso Dzeroski,et al.  Decision trees for hierarchical multi-label classification , 2008, Machine Learning.