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Automated API Property Inference Techniques - Eric Bodden
naMine translates the usage pattern mining problem ... functions in C source code to store, as items, iden- ...... tern mining. The former is used to mine data- flow.
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Mining API Patterns as Partial Orders from Source Code: From
Mining API Patterns as Partial Orders from Source Code: From Usage Scenarios .... ure 1(a) shows a simple code snippet in C that uses APIs from a header file ..... certain extent later in the paper by incorporating simple data flow analysis. start.
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Text Mining in Program Code
A special sort of text is program code as e.g. C++ or machine code ... the data and control flow of the program and graph mining algorithms. Compared to ..... To decide which patterns are interesting for extraction, the size. (number of ... Figure 3 Control data flow graphs of bison, its source code, and extracted function ...
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Proposing a Algorithm for Finding Repetitive Patterns in Web Dataflow
[email protected], ... Finding repetitive patterns in data flows is a new and arguable issue in data mining as data is ..... other ones because a different coding was used in this method such that extra data of no.
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A Data Mining Algorithm of Frequent Pattern for Data Flow Based on
Abstract. According to the fact that data flow have the characteristics of large volume of data and real-time processing, adopting landmark window pattern, and  ...
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Mining in a Data-flow Environment: Experience in Network Intrusion
Abstract. We discuss the KDD process in “data-flow” environments, ... program. We also discuss our experience in using the mined models in NFR, a real-time network intrusion detection system. 1 ... rich records before data analysis tasks can produce ac- curate .... pattern mining and feature construction is needed. 2.1.
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Mining Patterns of Sensitive Data Usage
Native code (C/C++ code) is widely used in a development of games in ... different from mine. ... highly precise static control and data flow analysis of Android.
[ icseDS2015-infoflow.pdf - Read/Download File

Mining API Patterns as Partial Orders from Source Code: From
Mining API Patterns as Partial Orders from Source Code: From Usage Scenarios to .... ure 1(a) shows a simple code snippet in C that uses APIs from a header file ..... can either be feasible or infeasible because of data-flow insensitiv- ity (being  ...
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Mining Succinct and High-Coverage API Usage Patterns - Microsoft
source code, instead of mining usage patterns from more complicated data representations such as control or data flow graphs [4][11] or partial-order graphs ..... and high-covering patterns. We denote C as the set of clusters to be evaluated. A.
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on identifying patterns in code repositories to assist the generation
patterns on software code. This can give ... Data-Mining of Code Repositories ( DAMICORE), which works as ... for the data-flow graph (DFG) merging problem was pro- posed in ... hardware designers have expertise to infer from C source code ...
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Data Flow Pattern Analysis of Scientific Applications - Parallel
Feb 28, 2005 ... In this paper we present a data flow and design pattern analysis of some ... are written in Fortran and C and are parallelized using MPI and OpenMP. .... patterns in program traces we apply the Data Mining method used in ...
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Shaping Visualization - A Generative Data Flow Model - European
Abstract—Generating the maximum number of visual patterns by uncovering the entire space ... Key words: visual analytics, visual scalability, modeling, big data, data flow ... programming skills are necessary to exploit the full .... [3] O. Bieh- Zimmert, C. Koschtial, C. Felden. .... Knowledge Discovery and Data Mining, pp.
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A Context Driven Approach for Workflow Mining
previous work on workflow mining the dataflow aspect of the problem was casually ... as programming by demonstration and web service composi- tion, have studied .... flow C, is another directed graph in which there is a node for every node in ..... the observations. Furthermore identifying the dataflow patterns boils down to.
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Incremental Subspace Data-mining Algorithm Based on Data-flow
pattern mining has emerged as a key issue for analyzing the biological networks. ... ANALYSIS OF DATA-FLOW DENSITY OF COMPLEX. NETWORK. In nature ...
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Crowd-Based Mining of Reusable Process Model Patterns
ical data flow paradigms, such as the one proposed by Yahoo! Pipes (http: ... that crowd-based pattern mining can indeed be successfully used to identify meaningful ... where name uniquely identifies the mashup, C is the set of integrated compo- nents, E ... The model suits creative tasks like programming software and is,.
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Sentiment data flow analysis by means of dynamic linguistic patterns
Oct 13, 2015 ... for dynamic opinion mining in noisy ambiguous environments; .... C. Examples of Sentic Pattern Rules ... (e) The final sentiment data flow.
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Software-Defect Localisation by Mining Dataflow - IPD Böhm - KIT
code, and a developer works with code somebody else has written, localising ... from method b to method c is attributed with a tuple of integers, containing .... Their basic idea is to mine for patterns in the call graph which are characteristic.
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Pattern-Based Vulnerability Discovery - eDiss - Georg-August
and graph mining to augment the analyst's abilities rather than trying to replace her. The main idea of this approach is to leverage patterns in the code to narrow in on po- tential vulnerabilities ... of a program's syntax, control flow, and data flow . .... 2.3 An excerpt of an island grammar for recognition of C functions . . . . . . 15.
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Mining Interprocedural, Data-Oriented Usage Patterns in JavaScript
ample, in a task of writing a number to a data file in C, a variable of type FILE ... Several methods for mining usage patterns from code repo- sitories have been ... to model control and data flow dependencies among nodes. A data node for a JS  ...
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Automatic Inference of Search Patterns for Taint-Style Vulnerabilities
search patterns for taint-style vulnerabilities in C code. Given a security-sensitive sink ... constructs patterns that model the data flow and sanitization in these systems. ... Different approaches have been devised that enable mining for taint- style ...
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