Search Results for author: John G. Breslin

Found 8 papers, 3 papers with code

Multi-Component Optimization and Efficient Deployment of Neural-Networks on Resource-Constrained IoT Hardware

1 code implementation20 Apr 2022 Bharath Sudharsan, Dineshkumar Sundaram, Pankesh Patel, John G. Breslin, Muhammad Intizar Ali, Schahram Dustdar, Albert Zomaya, Rajiv Ranjan

The majority of IoT devices like smartwatches, smart plugs, HVAC controllers, etc., are powered by hardware with a constrained specification (low memory, clock speed and processor) which is insufficient to accommodate and execute large, high-quality models.

Anomaly Detection Model Optimization

Data Selection Strategies for Multi-Domain Sentiment Analysis

1 code implementation8 Feb 2017 Sebastian Ruder, Parsa Ghaffari, John G. Breslin

However, the selection of appropriate training data is as important as the choice of algorithm.

Domain Adaptation Sentiment Analysis

Knowledge Adaptation: Teaching to Adapt

no code implementations7 Feb 2017 Sebastian Ruder, Parsa Ghaffari, John G. Breslin

Domain adaptation is crucial in many real-world applications where the distribution of the training data differs from the distribution of the test data.

Knowledge Distillation Sentiment Analysis +2

Character-level and Multi-channel Convolutional Neural Networks for Large-scale Authorship Attribution

3 code implementations21 Sep 2016 Sebastian Ruder, Parsa Ghaffari, John G. Breslin

Convolutional neural networks (CNNs) have demonstrated superior capability for extracting information from raw signals in computer vision.

Authorship Attribution Sentence +1

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