1. SECURITY PATTERN DETECTION IN SOFTWARE CODE USING MACHINE LEARNING ALGORITHMS Restricted (Penn State Only) Author: Cha, Joonyoung Title: SECURITY PATTERN DETECTION IN SOFTWARE CODE USING MACHINE LEARNING ALGORITHMS Graduate Program: Cybersecurity Analytics and Operations Keywords: Security PatternSoftware CodeMachine LearningSecurity Pattern Detection (SPD)Convolutional Neural NetworkLong Short-Term MemorySecurityvulnerability File: Login to Download Committee Members: Jungwoo Ryoo, Thesis Advisor/Co-AdvisorDavid Joseph Fusco, Committee MemberMary Beth Rosson, Program Head/ChairPhilip Laplante, Committee Member