Machine Learning Classification of Antimicrobial Peptides Using Reduced Alphabets

Keyphrases

• Antimicrobial Peptides 100%
• Machine Learning Classification 100%
• Reduced Amino Acid alphabet 100%
• Alphabet Reduction 33%
• Class-specific 25%
• RF Model 25%
• Reduction Scenarios 25%
• N-gram Analysis 25%
• N-gram Frequency 25%
• Frequency Analysis 16%
• Non-antimicrobial Peptides 16%
• Antibiotics 8%
• Amino Acids 8%
• Adaptive Immune Response 8%
• Predictive Power 8%
• Machine Learning Techniques 8%
• Machine Learning 8%
• Peptide Sequencing 8%
• Biological Applications 8%
• Medical Applications 8%
• Peptide-based 8%
• Sequence Features 8%
• Peptide Prediction 8%
• N-gram 8%
• High Classification Accuracy 8%
• Learning Algorithm 8%
• Protein Database 8%
• Antifungal Peptide 8%
• Amino Acid alphabet 8%
• Antibacterial Peptide 8%
• Machine Learning Software 8%
• Short String 8%
• Antiviral Peptides 8%
• Java Program 8%
• Peptide Classification 8%
• Bagging Algorithm 8%
• Negative Set 8%

Biochemistry, Genetics and Molecular Biology

• Antimicrobial Peptides 100%
• Amino Acids 14%
• Peptide Sequence 14%
• Adaptive Immunity 7%
• Tree 7%
• Sequence Database 7%

Agricultural and Biological Sciences

• Antimicrobial Peptides 100%
• Amino Acid 14%
• Adaptive Immunity 7%