Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: ,  compare the effectiveness of Hidden Markov Models (HMMs) with that of Profile Hidden Markov Models (PHMMs), where both are trained on sequences of API calls.  compare our results to static analysis using HMMs trained on sequences of opcodes, and show that dynamic analysis achieves significantly stronger results in many cases. Furthermore, in comparing our two dynamic analysis approaches,  find that using PHMMs consistently outperforms our technique based on HMMs.
['Swapna Vemparala', 'Fabio Di Troia', 'Visaggio Aaron Corrado', 'Thomas H. Austin', 'Mark Stamo']
I am writing a research paper on a idea Malware Detection Using Dynamic Birthmarks
[{"from": "human", "value": "I am writing a research paper on a idea Malware Detection Using Dynamic Birthmarks"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: ,  compare the effectiveness of Hidden Markov Models (HMMs) with that of Profile Hidden Markov Models (PHMMs), where both are trained on sequences of API calls.  compare our results to static analysis using HMMs trained on sequences of opcodes, and show that dynamic analysis achieves significantly stronger results in many cases. Furthermore, in comparing our two dynamic analysis approaches,  find that using PHMMs consistently outperforms our technique based on HMMs."}]