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Artificial Life and Robotics
Published in: Artificial Life and Robotics 1/2021

15-09-2020 | Original Article

Choice modeling using dot-product attention mechanism

Authors: Mofei Li, Yutaka Nakamura, Hiroshi Ishiguro

Published in: Artificial Life and Robotics | Issue 1/2021

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Abstract

Modelling the cognitive process is a challenging task. Contextual conditions and the scope of the options are critical factors that influence human decisions. We propose and formulate an attention-based network to model the various choices made by humans based on the various factors that predict the possible option in each scope. To evaluate our proposed method, we conducted a user choice experiment in which a user chose an option from among limited choices. Our results showed that our model successfully extracted the hidden context on the attention layer and even outperformed the chance level in terms of prediction accuracy.
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Literature
1.
Miller GA (1995) WordNet: a lexical database for english. Commun ACM 38(11):39–41CrossRef
2.
Speer R, Chin J, Havasi C (2016) ConceptNet 5.5: an open multilingual graph of general knowledge. In: Proceedings of AAAI conference on artificial intelligence
3.
Iyengar S (2011) The art of choosing. Twelve, New York
4.
Schafer JB, Frankowski D, Herlocker JL, Shilad S (2007) Collaborative filtering recommender systems. In: Brusilovsky P, Kobsa A, Nejdl W (eds) The adaptive web. Springer, Berlin, Heidelberg, pp 291–324CrossRef
5.
Pawar RM, Bag VV (2014) Development of context based collaborative filtering system for recommendation. Int J Eng Dev Res 2(3):3137–3142
6.
Iyengar SS, Lepper MR (2000) When choice is demotivating: can one desire too much of a good thing? J Pers So Psychol 79(6):995–1006CrossRef
7.
Chien J, Lin T (2018) Supportive attention in end-to-end memory networks. In: IEEE 28th international workshop on machine learning for signal processing (MLSP), pp 1–6
8.
Miller AH, Fisch A, Dodge J, Karimi A-H, Bordes A, Weston J (2016) Key-value memory networks for directly reading documents. In: Proceedings of the 2016 conference on empirical methods in natural language processing, pp 1400–1409
9.
Wang S, Hu L, Cao L, Huang X, Lian D, Liu W (2018) Attention-based transactional context embedding for next-item recommendation. In: Thirty-second AAAI conference on artificial intelligence
10.
Mannor S, Peleg D, Rubinstein R (2005) The cross entropy method for classification. In: Proceedings of the 22nd international conference on machine learning
11.
Schmidhuber J (2015) Deep learning in neural networks: an overview. Neural Netw 61:85–117CrossRef
12.
13.
Devijver PA, Kittler J (1982) Pattern recognition: a statistical approach. Prentice-Hall, Upper Saddle RiverMATH
Metadata
Title
Choice modeling using dot-product attention mechanism
Authors
Mofei Li
Yutaka Nakamura
Hiroshi Ishiguro
Publication date
15-09-2020
Publisher
Springer Japan
Published in
Artificial Life and Robotics / Issue 1/2021
Print ISSN: 1433-5298
Electronic ISSN: 1614-7456
DOI
https://doi.org/10.1007/s10015-020-00638-y

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