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Affective Recommender System for Pet Social Network.

Wai Khuen Cheng1, Wai Chun Leong1, Joi San Tan1

  • 1Faculty of Information and Communication Technology, Universiti Tunku Abdul Rahman, Kampar 31900, Perak, Malaysia.

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Summary
This summary is machine-generated.

This study introduces a smart home system that predicts dog behavior and anxiety using emotion and bark recognition. It also enables social interaction between dogs, improving pet well-being when owners are away.

Keywords:
affective recommendationdeep learningdog barking recognitionemotion recognition modelpet social network

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Area of Science:

  • Computer Science
  • Artificial Intelligence
  • Animal Behavior

Background:

  • Owners often leave dogs alone, leading to separation anxiety and behavioral issues.
  • Monitoring dogs remotely via security cameras provides limited insight into their emotional state.
  • Existing smart home solutions lack specific modules for pet emotional well-being and social interaction.

Purpose of the Study:

  • To develop a smart home solution that predicts canine behavior and addresses separation anxiety.
  • To create an affective recommendation module for responding to dogs' emotional needs.
  • To establish a communication platform for inter-household canine social interaction.

Main Methods:

  • Implemented ResNet and sequential models for dog emotion and bark recognition.
  • Utilized a weighted average approach to combine prediction outputs for improved accuracy.
  • Developed a smartphone-based communication platform using the Real-Time Messaging Protocol (RTMP).

Main Results:

  • The weighted average method significantly improved the accuracy of dog behavior prediction.
  • The developed communication platform successfully connected dog friends from different households.
  • The system demonstrated potential in mitigating separation anxiety through proactive monitoring and interaction.

Conclusions:

  • The proposed smart home system effectively predicts dog behavior and emotional states.
  • The affective recommendation module and communication platform enhance canine welfare during owner absence.
  • This novel approach offers a promising solution for managing canine separation anxiety and promoting social interaction.