• Manikya Sinha
• Salil Batra

Astute homes have reached a widespread popularity since the past decade. IOT, Data analytics, Cloud Computing are key technologies for astute homes. Numerous Astute home devices have been created till date. From the perspective of security, user’s privacy has been a critical point of study. In several studies, it was analyzed that the classification algorithms have more accuracy in predicting privacy issues when combined with clustering algorithms for robustness. In the proposed approach K-means and Decision Tree classifier are used to provide the security of the user by detecting the activity of the user and intruder. The approach has achieved 94 % accuracy, precision and recall respectively.

Data Analytics, Machine Learning, K-means, Decision Tree Classifier, Smart Homes

"A Stride Concerning Effective Retainment of Privateness In Astute Homes ", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.5, Issue 7, page no.863-871, July-2018, Available :http://www.jetir.org/papers/JETIR1806374.pdf

"A Stride Concerning Effective Retainment of Privateness In Astute Homes ", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.5, Issue 7, page no. pp863-871, July-2018, Available at : http://www.jetir.org/papers/JETIR1806374.pdf