notesum.ai

Published at October 22

packetLSTM: Dynamic LSTM Framework for Streaming Data with Varying Feature Space

cs.AI

cs.CL

cs.LG

q-fin.ST

q-fin.TR

Released Date: October 22, 2024

Authors: Rohit Agarwal¹, Karaka Prasanth Naidu², Alexander Horsch¹, Krishna Agarwal³, Dilip K. Prasad¹

Aff.: ¹Bio-AI Lab, Department of Computer Science, UiT The Arctic University of Norway, Tromsø; ²Department of Electrical Engineering, Indian Institute of Technology (ISM), Dhanbad; ³Department of Physics and Technology, UiT The Arctic University of Norway, Tromsø

Arxiv: https://arxiv.org/abs/2410.17394v1

Dataset	$p$	NB3	FAE	OLVF	OLIFL	OCDS	OVFM	DynFo	ORF³V	Aux-Net	Aux-Drop	packetLSTM	% Im.
magic04	0.25	50.01	50.01	53.18	53.06	51.89 $\pm$ 0.10	51.94 $\pm$ 0.00	52.75 $\pm$ 0.30	47.94 $\pm$ 0.22	50.09 $\pm$ 0.07	56.04 $\pm$ 0.53	61.33 $\pm$ 0.07	9.44
	0.50	50.02	50.00	54.60	57.28	53.40 $\pm$ 0.45	54.13 $\pm$ 0.08	55.12 $\pm$ 0.06	48.56 $\pm$ 0.11	50.09 $\pm$ 0.03	59.29 $\pm$ 0.48	68.31 $\pm$ 0.15	15.21
	0.75	49.99	50.00	56.19	60.75	53.76 $\pm$ 1.07	58.79 $\pm$ 0.04	56.75 $\pm$ 0.02	49.32 $\pm$ 0.04	50.05 $\pm$ 0.07	63.18 $\pm$ 0.61	73.64 $\pm$ 0.11	16.56
imdb^$\dagger$		81.56	82.18	80.08	54.36	50.14 $\pm$ 0.02	77.43^$\ddagger$	57.98 $\pm$ 0.29	76.47 $\pm$ 0.11	67.41^$\ddagger$	73.10 $\pm$ 0.19	85.06 $\pm$ 0.04	3.50
a8a	0.25	50.01	50.00	60.67	53.57	54.75 $\pm$ 0.87	58.66 $\pm$ 0.00	50.01 $\pm$ 0.03	49.99 $\pm$ 0.00	50.00 $\pm$ 0.00	50.00 $\pm$ 0.01	60.53 $\pm$ 0.16	-0.23
	0.50	50.01	50.00	66.46	54.63	64.04 $\pm$ 1.01	66.02 $\pm$ 0.00	50.11 $\pm$ 0.01	50.01 $\pm$ 0.00	50.00 $\pm$ 0.00	55.33 $\pm$ 1.99	67.73 $\pm$ 0.21	1.91
	0.75	50.01	50.00	70.60	56.56	68.81 $\pm$ 1.10	70.95 $\pm$ 0.00	50.13 $\pm$ 0.01	49.99 $\pm$ 0.00	50.00 $\pm$ 0.00	62.87 $\pm$ 0.93	71.11 $\pm$ 0.16	0.23
SUSY	0.25	50.00	49.90	51.12	51.23	52.11 $\pm$ 0.19	58.00 $\pm$ 0.00	54.69 $\pm$ 0.01	49.37 $\pm$ 0.01	50.53 $\pm$ 1.17	61.98 $\pm$ 0.10	62.77 $\pm$ 0.01	1.27
	0.50	50.00	50.01	53.21	53.59	54.03 $\pm$ 0.28	62.85 $\pm$ 0.00	58.27 $\pm$ 0.00	48.33 $\pm$ 0.02	57.89 $\pm$ 7.19	68.79 $\pm$ 0.14	69.28 $\pm$ 0.01	0.71
	0.75	50.00	50.12	55.98	56.39	54.84 $\pm$ 0.48	68.51 $\pm$ 0.00	60.94 $\pm$ 0.01	47.53 $\pm$ 0.03	53.67 $\pm$ 8.13	73.55 $\pm$ 0.11	73.85 $\pm$ 0.02	0.41
HIGGS	0.25	50.00	50.16	50.57	50.56	49.97 $\pm$ 0.07	50.61 $\pm$ 0.01	50.18^$\ddagger$	49.86 $\pm$ 0.03	49.99 $\pm$ 0.00	51.17 $\pm$ 0.05	52.22 $\pm$ 0.04	2.05
	0.50	50.00	50.01	51.21	51.50	50.06 $\pm$ 0.06	51.40 $\pm$ 0.01	50.21^$\ddagger$	49.82 $\pm$ 0.02	49.99 $\pm$ 0.01	53.09 $\pm$ 0.05	55.47 $\pm$ 0.04	4.48
	0.75	50.00	50.55	51.98	52.48	49.97 $\pm$ 0.05	52.66 $\pm$ 0.00	50.16^$\ddagger$	49.75 $\pm$ 0.03	49.98^$\ddagger$	55.55 $\pm$ 0.11	58.71 $\pm$ 0.05	5.69