An HLA-binding peptide binding to an HLA-A type molecule is provided that includes one or more types of amino acid sequence selected from the group consisting of SEQ ID NOS: 1 to 52, and not less than 8 and not more than 11 amino acid residues. All of these amino acid sequences are amino acid sequences predicted to bind to a human HLA-A molecule using a prediction program employing an active learning experiment method shown in FIG. 1.