Search Results for author: Yi-An Chen

Found 9 papers, 2 papers with code

Jet Discrimination with Quantum Complete Graph Neural Network

no code implementations8 Mar 2024 Yi-An Chen, Kai-Feng Chen

Machine learning, particularly deep neural networks, has been widely utilized in high energy physics and has shown remarkable results in various applications.

Quantum Machine Learning

Real Time On Sensor Gait Phase Detection with 0.5KB Deep Learning Model

no code implementations2 May 2022 Yi-An Chen, Jien-De Sui, Tian-Sheuan Chang

Gait phase detection with convolution neural network provides accurate classification but demands high computational cost, which inhibits real time low power on-sensor processing.

Automatic Melody Harmonization with Triad Chords: A Comparative Study

no code implementations8 Jan 2020 Yin-Cheng Yeh, Wen-Yi Hsiao, Satoru Fukayama, Tetsuro Kitahara, Benjamin Genchel, Hao-Min Liu, Hao-Wen Dong, Yi-An Chen, Terence Leong, Yi-Hsuan Yang

Several prior works have proposed various methods for the task of automatic melody harmonization, in which a model aims to generate a sequence of chords to serve as the harmonic accompaniment of a given multiple-bar melody sequence.

Template Matching

Musical Composition Style Transfer via Disentangled Timbre Representations

1 code implementation30 May 2019 Yun-Ning Hung, I-Tung Chiang, Yi-An Chen, Yi-Hsuan Yang

We investigate disentanglement techniques such as adversarial training to separate latent factors that are related to the musical content (pitch) of different parts of the piece, and that are related to the instrumentation (timbre) of the parts per short-time segment.

Audio and Speech Processing Sound

Representation Learning for Image-based Music Recommendation

no code implementations28 Aug 2018 Chih-Chun Hsia, Kwei-Herng Lai, Yi-An Chen, Chuan-Ju Wang, Ming-Feng Tsai

Image perception is one of the most direct ways to provide contextual information about a user concerning his/her surrounding environment; hence images are a suitable proxy for contextual recommendation.

Music Recommendation Representation Learning +1

Superhighway: Bypass Data Sparsity in Cross-Domain CF

no code implementations28 Aug 2018 Kwei-Herng Lai, Ting-Hsiang Wang, Heng-Yu Chi, Yi-An Chen, Ming-Feng Tsai, Chuan-Ju Wang

Cross-domain collaborative filtering (CF) aims to alleviate data sparsity in single-domain CF by leveraging knowledge transferred from related domains.

Collaborative Filtering

Vertex-Context Sampling for Weighted Network Embedding

no code implementations1 Nov 2017 Chih-Ming Chen, Yi-Hsuan Yang, Yi-An Chen, Ming-Feng Tsai

Many existing methods adopt a uniform sampling method to reduce learning complexity, but when the network is non-uniform (i. e. a weighted network) such uniform sampling incurs information loss.

Information Retrieval Multi-Label Classification +3

Hit Song Prediction for Pop Music by Siamese CNN with Ranking Loss

2 code implementations30 Oct 2017 Lang-Chi Yu, Yi-Hsuan Yang, Yun-Ning Hung, Yi-An Chen

A model for hit song prediction can be used in the pop music industry to identify emerging trends and potential artists or songs before they are marketed to the public.

regression

Revisiting the problem of audio-based hit song prediction using convolutional neural networks

no code implementations5 Apr 2017 Li-Chia Yang, Szu-Yu Chou, Jen-Yu Liu, Yi-Hsuan Yang, Yi-An Chen

Being able to predict whether a song can be a hit has impor- tant applications in the music industry.

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