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Sequence learning using content and consumption patterns for user path prediction

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Aarushi AgrawalAuthors Info & Claims

IUI '19 Companion: Companion Proceedings of the 24th International Conference on Intelligent User Interfaces

Pages 19 - 20

https://doi.org/10.1145/3308557.3308720

Published: 16 March 2019 Publication History

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Abstract

We introduce a novel model for future/next page prediction in online user journeys that uses a combination of doc2vec webpage representations with an LSTM-based neural network to mine patterns from users' online navigational paths combined with their content preferences. Empirical explorations show promise towards creating customized user experiences leveraging this work.

References

[1]

Sepp Hochreiter and Jürgen Schmidhuber. 1997. Long short-term memory. Neural computation 9, 8 (1997), 1735--1780.

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[2]

Quoc Le and Tomas Mikolov. 2014. Distributed representations of sentences and documents. In International Conference on Machine Learning. 1188--1196.

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[3]

Fionn Murtagh and Pierre Legendre. 2014. Ward's hierarchical agglomerative clustering method: which algorithms implement Ward's criterion? Journal of classification 31, 3 (2014), 274--295.

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Index Terms

Sequence learning using content and consumption patterns for user path prediction
1. Computing methodologies
  1. Machine learning
    1. Machine learning approaches
      1. Neural networks
2. Human-centered computing
  1. Human computer interaction (HCI)
    1. HCI design and evaluation methods
      1. User models
    2. Interaction paradigms
      1. Web-based interaction

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Published In

IUI '19 Companion: Companion Proceedings of the 24th International Conference on Intelligent User Interfaces

March 2019

173 pages

ISBN:9781450366731

DOI:10.1145/3308557

Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 16 March 2019

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IUI '19

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IUI '19: 24th International Conference on Intelligent User Interfaces

March 16 - 20, 2019

California, Marina del Ray

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Overall Acceptance Rate 746 of 2,811 submissions, 27%

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IUI '25

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30th International Conference on Intelligent User Interfaces

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