WebJul 3, 2024 · Nowadays many techniques have been proposed for automatically mining interesting specifications in software systems. These techniques can be roughly classified into two categories: static specification mining [21, 22] and dynamic specification … Webdynamic analysis, specification mining, design patterns 1 INTRODUCTION Software API documentation is often incomplete, and misunder-standings of behavior can be disastrous [9]. Dynamic specification miners that extract information about observed behavior based on running code could be helpful, but only if the conjectures1 they
Specification Mining for Verification Download Scientific Diagram
WebIn this paper, we propose a dynamic specification mining approach based on the Transformer framework to improve accuracy. With this approach, we improve DSM by using the Transformer framework instead of RNNs to capture global dependencies between input and output. Specifically, taking execution traces of software systems as input, a … WebMay 6, 2024 · Most dynamic specification mining techniques infer Finite State Automata or Finite State Machines (FSM) from execution traces. These techniques begin by building a Prefix Tree Acceptor (PTA), a tree-shaped diagram of interconnected states showing the flow of a program in terms of method calls. PTA is generated from concrete execution … how much life insurance do i have
PPTL specification mining based on LNFG - ScienceDirect
WebJul 8, 2024 · In this paper, we propose a dynamic specification mining approach based on the Transformer framework to improve accuracy. With this approach, we improve DSM … WebSep 1, 2024 · Dynamic specification mining approaches, which are the context of this paper, work by executing the code and mining execution traces or logs. Execution traces typically consist of sequences of method calls, and other related information. These sequences can be generated by instrumenting the program and running the system with … WebJun 14, 2024 · David Lo is an assistant professor in the School of Information Systems at Singapore Management University. His research interests include specification mining, dynamic program analysis, automated debugging, code search, and pattern mining. Siau-Cheng Khoo is an associate professor in the Department of Computer Science at the … how do i know my piercing is healed