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Models and activations for "Can phones, syllables, and words emerge as side-products of cross-situational audiovisual learning? - A computational investigation" ...
Khorrami, Khazar; Räsänen, Okko. - : Zenodo, 2021
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Can phones, syllables, and words emerge as side-products of cross-situational audiovisual learning? -- A computational investigation ...
Khorrami, Khazar; Räsänen, Okko. - : arXiv, 2021
Abstract: Decades of research has studied how language learning infants learn to discriminate speech sounds, segment words, and associate words with their meanings. While gradual development of such capabilities is unquestionable, the exact nature of these skills and the underlying mental representations yet remains unclear. In parallel, computational studies have shown that basic comprehension of speech can be achieved by statistical learning between speech and concurrent referentially ambiguous visual input. These models can operate without prior linguistic knowledge such as representations of linguistic units, and without learning mechanisms specifically targeted at such units. This has raised the question of to what extent knowledge of linguistic units, such as phone(me)s, syllables, and words, could actually emerge as latent representations supporting the translation between speech and representations in other modalities, and without the units being proximal learning targets for the learner. In this study, we ... : Final manuscript published in Language Development Research under CC BY-NC-SA 4.0. Pre-print redistributed through arXiv with permission. Replaces corrupted PsyArXiv pre-print repository at https://psyarxiv.com/37zna ...
Keyword: Artificial Intelligence cs.AI; Audio and Speech Processing eess.AS; Computation and Language cs.CL; Computer Vision and Pattern Recognition cs.CV; FOS Computer and information sciences; FOS Electrical engineering, electronic engineering, information engineering; I.2.0; I.2.6; I.2.7; I.2.10; Machine Learning cs.LG; Sound cs.SD
URL: https://arxiv.org/abs/2109.14200
https://dx.doi.org/10.48550/arxiv.2109.14200
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3
Models and activations for "Can phones, syllables, and words emerge as side-products of cross-situational audiovisual learning? - A computational investigation" ...
Khorrami, Khazar; Räsänen, Okko. - : Zenodo, 2021
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4
Can phones, syllables, and words emerge as side-products of cross-situational audiovisual learning? - A computational investigation ...
Khorrami, Khazar; Räsänen, Okko. - : Carnegie Mellon University Library Publishing Service, 2021
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5
A thorough evaluation of the Language Environment Analysis (LENA) system
In: Behav Res Methods (2021)
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6
ALICE: An open-source tool for automatic measurement of phoneme, syllable, and word counts from child-centered daylong recordings [<Journal>]
Räsänen, Okko [Verfasser]; Seshadri, Shreyas [Verfasser]; Lavechin, Marvin [Verfasser].
DNB Subject Category Language
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7
A thorough evaluation of the Language Environment Analysis (LENA) system
In: ISSN: 1554-351X ; EISSN: 1554-3528 ; Behavior Research Methods ; https://hal.archives-ouvertes.fr/hal-03095997 ; Behavior Research Methods, Psychonomic Society, Inc, 2020, 53 (2), pp.467-486. &#x27E8;10.3758/s13428-020-01393-5&#x27E9; (2020)
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8
Analysis of Predictive Coding Models for Phonemic Representation Learning in Small Datasets ...
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9
ALICE: An open-source tool for automatic measurement of phoneme, syllable, and word counts from child-centered daylong recordings
In: Behav Res Methods (2020)
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10
A computational model of early language acquisition from audiovisual experiences of young infants ...
Räsänen, Okko; Khorrami, Khazar. - : arXiv, 2019
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11
SylNet: An Adaptable End-to-End Syllable Count Estimator for Speech ...
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12
Is infant-directed speech interesting because it is surprising? – Linking properties of IDS to statistical learning and attention at the prosodic level ...
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Pre-linguistic segmentation of speech into syllable-like units ...
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14
Zs2017 Aaltolag Submission #1 (Mostly Testing) ...
Räsänen, Okko; Seshadri, Shreyas. - : Zenodo, 2017
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15
Zs2017 Aaltolag Submission #1 (Mostly Testing) ...
Räsänen, Okko; Seshadri, Shreyas. - : Zenodo, 2017
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16
Making predictable unpredictable with style – Behavioral and electrophysiological evidence for the critical role of prosodic expectations in the perception of prominence in speech ...
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17
Analyzing Distributional Learning of Phonemic Categories in Unsupervised Deep Neural Networks
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18
Feedback and imitation by a caregiver guides a virtual infant to learn native phonemes and the skill of speech inversion
In: Speech communication. - Amsterdam [u.a.] : Elsevier 55 (2013) 9, 909-931
OLC Linguistik
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19
Computational modeling of phonetic and lexical learning in early language acquisition: existing models and future directions
In: Speech communication. - Amsterdam [u.a.] : Elsevier 54 (2012) 9, 975-997
BLLDB
OLC Linguistik
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20
A computational model of word segmentation from continuous speech using transitional probabilities of atomic acoustic events
In: Cognition. - Amsterdam [u.a] : Elsevier 120 (2011) 2, 149-176
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OLC Linguistik
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