[Retracted] Transfer Learning Auto-Encoder Neural Networks for Anomaly Detection of DDoS Generating IoT Devices

Table 1

Representation of the Dataset size and its consumption during training stages.

Device	Abbreviation	Total data	Original model training			Transfer-learning
			Training	Optimization	Validation	Training	Optimization	Validation
Danmini doorbell	DAD	49,548	29,729	9,910	9,910	2,973	991	991
Ecobee thermostat	ECT	13,113	7,868	2,623	2,623	787	262	262
Ennio doorbell	END	39,100	23,460	7,820	7,820	2,346	782	782
Philips B120N10 baby monitor	PBM	175,240	105,144	35,048	35,048	10,514	3,505	3,505
Provision PT 737E security camera	P737	62,150	37,290	12,430	12,430	3,729	1,243	1,243
Provision PT 838 security camera	P838	98,514	59,108	19,703	19,703	5,911	1,970	1,970
Samsung SNH 1011N Webcam	SNH	52,150	31,290	10,430	10,430	3,129	1,043	1,043
SimpleHome XCS7 1002 WHT security camera	S1002	46,581	27,949	9,316	9,316	2,795	932	932
SimpleHome XCS7 1003 WHT security camera	S1003	19,528	11,717	3,906	3,906	1,172	391	391