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Book ChapterDOI

Dynamic Time Warping

TLDR
Two programs are provided, one that generates Ipc and autocorrelation coefficients from the speech utterances and the other that, using dynamic programming, compares the test utterance with the reference utterance and finds the best match.
Abstract
Two programs are provided, one that generates Ipc and autocorrelation coefficients from the speech utterances and the other that, using dynamic programming, compares the test utterance with the reference utterances and finds the best match. The method used is Constrained Endpoint with 2-to-l range of slope.

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Citations
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Journal ArticleDOI

Multimodal Machine Learning: A Survey and Taxonomy

TL;DR: This paper surveys the recent advances in multimodal machine learning itself and presents them in a common taxonomy to enable researchers to better understand the state of the field and identify directions for future research.
Proceedings ArticleDOI

WiFinger: talk to your smart devices with finger-grained gesture

TL;DR: WiFinger is deigned to recognize a set of finger-grained gestures, which are further used to realize continuous text input in off-the-shelf WiFi devices, and achieves up to 90.4% average classification accuracy for recognizing 9 digits finger- grained gestures from American Sign Language (ASL).
Journal ArticleDOI

Towards a Reliable Intrusion Detection Benchmark Dataset

TL;DR: A comprehensive evaluation of the existing datasets using the proposed criteria, a design and evaluation framework for IDS and IPS datasets, and a dataset generation model to create a reliable IDS or IPS benchmark dataset are presented.
Proceedings ArticleDOI

AVEC 2018 Workshop and Challenge: Bipolar Disorder and Cross-Cultural Affect Recognition

TL;DR: This paper presents the major novelties introduced this year, the challenge guidelines, the data used, and the performance of the baseline systems on the three proposed tasks: bipolar disorder classification, cross-cultural dimensional emotion recognition, and emotional label generation from individual ratings, respectively.
Proceedings Article

Gesture Recognition using Skeleton Data with Weighted Dynamic Time Warping

TL;DR: This work proposes a weighted DTW method that weights joints by optimizing a discriminant ratio and demonstrates the recognition performance of the proposed weightedDTW with respect to the conventional DTW and state-of-the-art Kinect.
References
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Journal ArticleDOI

Considerations in dynamic time warping algorithms for discrete word recognition

TL;DR: It is shown that, based on a set of assumptions about the distributions of the distances, the warping algorithm that minimizes the overall probability of making a word error is the modified time Warping algorithm with unconstrained endpoints.