Publications - Machine Learning SG

MAD-GAN: Multivariate Anomaly Detection for Time Series Data with Generative Adversarial Networks (2019)

Dan Li Dacheng Chen Baihong Jin Lei Shi Jonathan Goh See-Kiong Ng

anomaly detection unsupervised learning recurrent neural network discriminator data stream +6 more

International Conference on Artificial Neural Networks 90 citations Published 2019-09-17
Learning Explicit and Implicit Structures for Targeted Sentiment Analysis (2019)

Hao Li Wei Lu

sentiment analysis sequence labeling robustness machine learning computer science +1 more

arXiv preprint arXiv:1909.07593 2 citations Published 2019-09-17
Is That a Chair? Imagining Affordances Using Simulations of an Articulated Human Body (2019)

Hongtao Wu Deven Misra Gregory S. Chirikjian

affordance robot deep learning human computer interaction sitting +6 more

arXiv preprint arXiv:1909.07572 1 citations Published 2019-09-17
Exploring Local Transformation Shared Weights in Convolutional Neural Networks (2019)

Rohan Ghosh Anupam Kumar Gupta

convolutional neural network mnist database invariant kernel pattern recognition +2 more

International Conference on Artificial Neural Networks Published 2019-09-17
Estimating Glycemic Impact of Cooking Recipes via Online Crowdsourcing and Machine Learning. (2019)

Helena Lee Palakorn Achananuparp Yue Liu Ee-Peng Lim Lav R. Varshney

glycemic crowdsourcing machine learning computer science artificial intelligence

arXiv preprint arXiv:1909.07881 Published 2019-09-17
A*3D Dataset: Towards Autonomous Driving in Challenging Environments (2019)

Quang-Hieu Pham Pierre Sevestre Ramanpreet Singh Pahwa Huijing Zhan Chun Ho Pang Yuda Chen Armin Mustafa Vijay Chandrasekhar Jie Lin

object detection machine learning benchmarking rgb color model computer science +4 more

arXiv preprint arXiv:1909.07541 4 citations Published 2019-09-17
OnionNet: a Multiple-Layer Intermolecular-Contact-Based Convolutional Neural Network for Protein-Ligand Binding Affinity Prediction. (2019)

Liangzhen Zheng Jingrong Fan Yuguang Mu

protein ligand deep learning convolutional neural network ligand interaction information +6 more

ACS omega 13 citations Published 2019-09-16
Deep Augmented Multiview Clustering (2019)

Ragunathan Mariappan Jiang Liu Vaibhav Rajan

cluster analysis matrix cluster deep learning pattern recognition +2 more

bioRxiv Published 2019-09-16
What's in the box?! Towards explainable machine learning applied to non-residential building smart meter classification (2019)

Clayton Miller

smart meter feature engineering interpretability electricity meter built environment +4 more

Energy and Buildings 5 citations Published 2019-09-15
Semi-Supervised Audio Classification with Consistency-Based Regularization. (2019)

Kangkang Lu Chuan-Sheng Foo Kah Kuan Teh Huy Dat Tran Vijay Ramaseshan Chandrasekhar

regularization pattern recognition computer science artificial intelligence

Interspeech 2019 2 citations Published 2019-09-15
Scaling Object Detection by Transferring Classification Weights (2019)

Jason Kuen Federico Perazzi Zhe Lin Jianming Zhang Yap-Peng Tan

object detection normalization pattern recognition computer science scaling +2 more

arXiv preprint arXiv:1909.06804 Published 2019-09-15
Linguistically-Informed Training of Acoustic Word Embeddings for Low-Resource Languages. (2019)

Zixiaofan Yang Julia Hirschberg

natural language processing computer science artificial intelligence low resource

Interspeech 2019 3 citations Published 2019-09-15
I4U submission to NIST SRE 2018: Leveraging from a decade of shared experiences (2019)

Kong Aik Lee Ville Hautamäki Tomi H. Kinnunen Hitoshi Yamamoto Koji Okabe Ville Vestman Ville Vestman Jing Huang Guohong Ding Hanwu Sun Anthony Larcher Rohan Kumar Das Haizhou Li Mickael Rouvier Pierre-Michel Bousquet Wei Rao Qing Wang Chunlei Zhang Fahimeh Bahmaninezhad Héctor Delgado Massimiliano Todisco

speaker recognition nist paradigm shift natural language processing computer science +2 more

INTERSPEECH 2019 - 20th Annual Conference of the International Speech Communication Association 3 citations Published 2019-09-15
Fast Learning for Non-Parallel Many-to-Many Voice Conversion with Residual Star Generative Adversarial Networks. (2019)

Shengkui Zhao Trung Hieu Nguyen Hao Wang Bin Ma

many to many generative grammar adversarial system residual artificial intelligence +1 more

Interspeech 2019 3 citations Published 2019-09-15
Enriching Rare Word Representations in Neural Language Models by Embedding Matrix Augmentation. (2019)

Yerbolat Khassanov Zhiping Zeng Van Tung Pham Haihua Xu Eng Siong Chng

language model embedding matrix natural language processing computer science +1 more

Interspeech 2019 2 citations Published 2019-09-15
Device Feature Extractor for Replay Spoofing Detection. (2019)

Chang Huai You Jichen Yang Huy Dat Tran

spoofing attack computer vision computer science artificial intelligence extractor

Interspeech 2019 3 citations Published 2019-09-15
An Empirical Study towards Characterizing Deep Learning Development and Deployment across Different Frameworks and Platforms (2019)

Qianyu Guo Sen Chen Xiaofei Xie Lei Ma Qiang Hu Hongtao Liu Yang Liu Jianjun Zhao Xiaohong Li

software development software deployment software bug implementation mobile device +6 more

arXiv preprint arXiv:1909.06727 3 citations Published 2019-09-15
Justifying the Norms of Inductive Inference (2019)

Olav Benjamin Vassend

bayesian inference inductive reasoning probabilism artificial intelligence computer science

arXiv preprint arXiv:1909.06523 Published 2019-09-14
Multiple Image Features-Based Retinal Image Registration Using Global and Local Geometric Structure Constraints (2019)

Dongsheng Bi Rui Yu Mengya Li Yang Yang Kun Yang Sim Heng Ong

feature mixture model retinal computer vision computer science +6 more

IEEE Access Published 2019-09-13
FakeSpotter: A Simple yet Robust Baseline for Spotting AI-Synthesized Fake Faces (2019)

Run Wang Felix Juefei-Xu Lei Ma Xiaofei Xie Yihao Huang Jian Wang Yang Liu Yang Liu

robustness deep learning machine learning spotting computer science +4 more

arXiv preprint arXiv:1909.06122 15 citations Published 2019-09-13

Previous Next

MAD-GAN: Multivariate Anomaly Detection for Time Series Data with Generative Adversarial Networks (2019)

Learning Explicit and Implicit Structures for Targeted Sentiment Analysis (2019)

Is That a Chair? Imagining Affordances Using Simulations of an Articulated Human Body (2019)

Exploring Local Transformation Shared Weights in Convolutional Neural Networks (2019)

Estimating Glycemic Impact of Cooking Recipes via Online Crowdsourcing and Machine Learning. (2019)

A*3D Dataset: Towards Autonomous Driving in Challenging Environments (2019)

OnionNet: a Multiple-Layer Intermolecular-Contact-Based Convolutional Neural Network for Protein-Ligand Binding Affinity Prediction. (2019)

Deep Augmented Multiview Clustering (2019)

What's in the box?! Towards explainable machine learning applied to non-residential building smart meter classification (2019)

Semi-Supervised Audio Classification with Consistency-Based Regularization. (2019)

Scaling Object Detection by Transferring Classification Weights (2019)

Linguistically-Informed Training of Acoustic Word Embeddings for Low-Resource Languages. (2019)

I4U submission to NIST SRE 2018: Leveraging from a decade of shared experiences (2019)

Fast Learning for Non-Parallel Many-to-Many Voice Conversion with Residual Star Generative Adversarial Networks. (2019)

Enriching Rare Word Representations in Neural Language Models by Embedding Matrix Augmentation. (2019)

Device Feature Extractor for Replay Spoofing Detection. (2019)

An Empirical Study towards Characterizing Deep Learning Development and Deployment across Different Frameworks and Platforms (2019)

Justifying the Norms of Inductive Inference (2019)

Multiple Image Features-Based Retinal Image Registration Using Global and Local Geometric Structure Constraints (2019)

FakeSpotter: A Simple yet Robust Baseline for Spotting AI-Synthesized Fake Faces (2019)