63 citations · 158 across the 14 of their papers we have counts for
Showing 2018Show all
3 papers · 1 filter
q-fin.ST2018★ 8 cited
Multimodal deep learning for short-term stock volatility prediction
Marcelo Sardelich, Suresh Manandhar
Stock market volatility forecasting is a task relevant to assessing market risk. We investigate the interaction between news and prices for the one-day-ahead volatility prediction…
cs.LG2018★ 17 cited
Evaluation of Complex-Valued Neural Networks on Real-Valued Classification Tasks
Nils Mönning, Suresh Manandhar
Complex-valued neural networks are not a new concept, however, the use of real-valued models has often been favoured over complex-valued models due to difficulties in training and…
cs.CV2018★ 5 cited
Vehicle classification using ResNets, localisation and spatially-weighted pooling
Rohan Watkins, Nick Pears, Suresh Manandhar
We investigate whether ResNet architectures can outperform more traditional Convolutional Neural Networks on the task of fine-grained vehicle classification. We train and test ResN…