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image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Expert Systems with ...arrow_drop_down
image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
Expert Systems with Applications
Article . 2026 . Peer-reviewed
License: Elsevier TDM
Data sources: Crossref
https://doi.org/10.2139/ssrn.5...
Article . 2024 . Peer-reviewed
Data sources: Crossref
DBLP
Article . 2026
Data sources: DBLP
OpenMETU
Article . 2026
License: CC BY NC ND
Data sources: OpenMETU
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Intention Mining and Intention Reshaping: Surfacing Deep Intentions by Proactive Visuals to Morph Them into New Intentions

Authors: Cevdet Sencan; Aydan Müserref Erkmen; Aygün Ertugrul;

Intention Mining and Intention Reshaping: Surfacing Deep Intentions by Proactive Visuals to Morph Them into New Intentions

Abstract

Intention mining through human-computer interaction (HCI) has been studied in various domains such as psychology, health, communication, and transportation. Unlike previous studies focusing solely on recognizing intentions, our work introduces a novel HCI-based approach to reshape recognized human intentions into desired ones defined by the computer. We address the psychological challenge of modifying human intentions, which depend on multiple psychobiological variables. To fill this research gap, we propose the Intention Risk and Stimulus factor Impact (IRSI) framework, which enables intention reshaping by considering the emotional effects of shape and color in proactive visuals, the risk status of intentions, and human habituation to stimuli. Our system operates in two phases: (1) intention recognition through deep learning-based mining, and (2) reshaping of these intentions into new, non-premeditated ones via robotic stimuli. As an experimental setup, we employ a computer-based bluff card game that allows both mining and reshaping of player intentions. The system analyzes recorded bluff sessions to generate intention matrices and trains a CNN-based model for recognizing bluff-related moves. During gameplay, the robotic interface delivers adaptive proactive stimuli based on risk levels to psychologically influence and reshape the player's intentions. Experimental results demonstrate the effectiveness of our IRSI-based HCI system in achieving successful intention reshaping performance.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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