Comparison between ILSTM and machine learning-based algorithms in binary classification. حسب Asmaa Ahmed Awad (16726315)

Comparison between ILSTM and deep learning-based algorithms in binary classification. حسب Asmaa Ahmed Awad (16726315)

MSE for ILSTM algorithm in binary classification. حسب Asmaa Ahmed Awad (16726315)

"…The ILSTM was then used to build an efficient intrusion detection system for binary and multi-class classification cases. The proposed algorithm has two phases: phase one involves training a conventional LSTM network to get initial weights, and phase two involves using the hybrid swarm algorithms, CBOA and PSO, to optimize the weights of LSTM to improve the accuracy. …"

Several loop patterns found in binary code. حسب Alba Pedro-Zapater (8600382)

Data_Sheet_1_A Bayesian Model to Analyze the Association of Rheumatoid Arthritis With Risk Factors and Their Interactions.PDF حسب Leon Lufkin (11276856)

Models’ performance without optimization. حسب Muhammad Usman Tariq (11022141)

"…To enhance the performance of these models, Bayesian optimization techniques were employed. Subsequently, the models were re-evaluated to compare their effectiveness. …"

RNN performance comparison with/out optimization. حسب Muhammad Usman Tariq (11022141)

"…To enhance the performance of these models, Bayesian optimization techniques were employed. Subsequently, the models were re-evaluated to compare their effectiveness. …"

<i>hi</i>PRS algorithm process flow. حسب Michela C. Massi (14599915)

XNet: A Bayesian Approach to Extracted Ion Chromatogram Clustering for Precursor Mass Spectrometry Data حسب Mathew Gutierrez (5844431)

"…While tandem mass spectrometry remains a primary method for identification and quantification, species-resolved precursor data provides a rich source of unexploited information. …"

Random forest model performs better than support vector machine algorithms and when it primarily uses spontaneous photopic ERG of 60-s duration in humans. حسب Ramsés Noguez Imm (6658637)

The baseline case–the model in the absence of sentinel plants. حسب Francesca A. Lovell-Read (14378253)

UK Biobank data wrangling statistics and results. حسب Simeone Marino (81051)

Proposed method approach. حسب Muhammad Usman Tariq (11022141)

"…To enhance the performance of these models, Bayesian optimization techniques were employed. Subsequently, the models were re-evaluated to compare their effectiveness. …"

LSTM model performance. حسب Muhammad Usman Tariq (11022141)

"…To enhance the performance of these models, Bayesian optimization techniques were employed. Subsequently, the models were re-evaluated to compare their effectiveness. …"

Descriptive statistics. حسب Muhammad Usman Tariq (11022141)

"…To enhance the performance of these models, Bayesian optimization techniques were employed. Subsequently, the models were re-evaluated to compare their effectiveness. …"

CNN-LSTM Model performance. حسب Muhammad Usman Tariq (11022141)

"…To enhance the performance of these models, Bayesian optimization techniques were employed. Subsequently, the models were re-evaluated to compare their effectiveness. …"

MLP Model performance. حسب Muhammad Usman Tariq (11022141)

"…To enhance the performance of these models, Bayesian optimization techniques were employed. Subsequently, the models were re-evaluated to compare their effectiveness. …"

RNN Model performance. حسب Muhammad Usman Tariq (11022141)

"…To enhance the performance of these models, Bayesian optimization techniques were employed. Subsequently, the models were re-evaluated to compare their effectiveness. …"

CNN Model performance. حسب Muhammad Usman Tariq (11022141)

"…To enhance the performance of these models, Bayesian optimization techniques were employed. Subsequently, the models were re-evaluated to compare their effectiveness. …"

Bi-directional LSTM Model performance. حسب Muhammad Usman Tariq (11022141)

"…To enhance the performance of these models, Bayesian optimization techniques were employed. Subsequently, the models were re-evaluated to compare their effectiveness. …"