Multiclass Classification Procedure for Detecting Attacks on MQTT-IoT Protocol

<table class="algorithm-group"><tr><td><table class="algorithm" id="figbox2"><tr><td colspan="2">input_timesteps = 3</td></tr><tr><td colspan="2">features = 11</td></tr><tr><td colspan="2">X_train = scaler.fit_transform(X_train)</td></tr><tr><td colspan="2">X_test = scaler.fit_transform(X_test)</td></tr><tr><td colspan="2">#Three timesteps plus the actual one</td></tr><tr><td colspan="2">X_train = X_train.reshape</td></tr><tr><td colspan="2">(X_train.shape<span class="nowrap"><svg height="11.439pt" id="M26" style="vertical-align:-2.15067pt" version="1.1" viewbox="-0.0498162 -9.28833 15.3667 11.439" width="15.3667pt" xmlns="http://www.w3.org/2000/svg"><g transform="matrix(.013,0,0,-0.013,0,0)"><path d="M290 -163V-135C183 -126 181 -122 181 -44V583C181 662 184 666 290 675V703H120V-163H290Z"></path></g><g transform="matrix(.013,0,0,-0.013,4.485,0)"><path d="M241 635C89 635 35 457 35 312C35 153 89 -12 240 -12C390 -12 443 166 443 312C443 466 390 635 241 635ZM238 602C329 602 354 454 354 312C354 172 330 22 240 22C152 22 124 173 124 313S148 602 238 602Z"></path></g><g transform="matrix(.013,0,0,-0.013,10.725,0)"><path d="M226 -163V703H56V676C162 667 165 662 165 584V-43C165 -122 162 -126 56 -136V-163H226Z"></path></g></svg>,</span> input_timesteps+1, features)</td></tr><tr><td colspan="2">X_test = X_test.reshape</td></tr><tr><td colspan="2">(X_test.shape<span class="nowrap"><svg height="11.439pt" id="M27" style="vertical-align:-2.15067pt" version="1.1" viewbox="-0.0498162 -9.28833 15.3667 11.439" width="15.3667pt" xmlns="http://www.w3.org/2000/svg"><g transform="matrix(.013,0,0,-0.013,0,0)"><path d="M290 -163V-135C183 -126 181 -122 181 -44V583C181 662 184 666 290 675V703H120V-163H290Z"></path></g><g transform="matrix(.013,0,0,-0.013,4.485,0)"><path d="M241 635C89 635 35 457 35 312C35 153 89 -12 240 -12C390 -12 443 166 443 312C443 466 390 635 241 635ZM238 602C329 602 354 454 354 312C354 172 330 22 240 22C152 22 124 173 124 313S148 602 238 602Z"></path></g><g transform="matrix(.013,0,0,-0.013,10.725,0)"><path d="M226 -163V703H56V676C162 667 165 662 165 584V-43C165 -122 162 -126 56 -136V-163H226Z"></path></g></svg>,</span> input_timesteps+1, features)</td></tr></table></td></tr></table>

Complexity

figbox2

Box 2

Box 2: Multiclass Classification Procedure for Detecting Attacks on MQTT-IoT Protocol 