Hello Researchers!
Pls comment your views below.
I intend to work on IoT security using machine learning approaches.
As a naive in ML, I'm a bit puzzled about the possible algorithms for this problem.
1. Is this an anomaly detection problem?
2. What are the possible ML algorithm that can be used for this problem...?
Dear Aqeel,
Studying smart things behavior using machine learning techniques is a hot research area for building more secure IoT applications
The following papers may help you
https://www.researchgate.net/publication/336985325_Challenges_and_Recommended_Technologies_for_the_Industrial_Internet_of_Things_A_Comprehensive_Review?_sg=wB0AolcPjOQM8cglJJZQB8u25PjlYytPviaApyHal94r8ZGoFeQb0_pFQGcvoljVJtVDb_PF5DwhbhtDej20hXKleEh1YDJM_KWQkoLc.hiMDlgeoa71c-YC-pm1mvBrzyx2EMJ7upXhGYjMYzAA2yzp1bYknierhrPJwlEqCNt5knMQ6DBk6lMBAZQi_mg
https://www.researchgate.net/publication/346060936_Data_Reduction_Model_for_Balancing_Indexing_and_Securing_Resources_in_the_Internet_of_Things_Applications?_sg=DwudRyx_-g5Dbu7Qqpv2_BmSDou_c-eZ0hbGeTdwjVhg_rHO-ofuFXinJI61mVfZV4QXZ0IH_R4wAHgP3M7B-uA_iSJW9IaNk1q48_hd.sVYOW9I6OFYPU_e0SRfeyL4MT4Q3oAoM2beKBCDEfuoIkJct01jym7nOlAIbIhynIU3serUuHn-ql8CrvAw10Q
Hello Aqeel,
Somehow you can relate intrusion detection with an anomaly. However, you can not consider it an entire anomaly detection problem. There is much IoT-based security-related research scope. I would highly recommend you read a couple of recent survey papers on Security and IoT.
Dear Aqeel Ahmed
This papers can be a good answer to your question.
Article T‐SNERF: A novel high accuracy machine learning approach for...
Article Network intrusion detection system: A systematic study of ma...
Article Intrusion detection by machine learning: A review
Best regards
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