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检索条件"主题词=Application Program Interfaces"

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BinGraph: Discovering Mutant Malware using Hierarchical Semantic Signatures

BinGraph: Discovering Mutant Malware using Hierarchical Sema...

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7th International Conference on Malicious and Unwanted Software

作者： Kwon, Jonghoon Lee, Heejo Korea Univ Div Comp & Commun Engn Seoul South Korea

ISBN: (纸本)9781467348799;9781467348805

Malware landscape has been dramatically elevated over the last decade. The main reason of the increase is that new malware variants can be produced easily using simple code obfuscation techniques. Once the obfuscation is applied, the malware can change their syntactics while preserving semantics, and bypass anti-virus (AV) scanners. Malware authors, thus, commonly use the code obfuscation techniques to generate metamorphic malware. Nevertheless, signature based AV techniques are limited to detect the metamorphic malware since they are commonly based on the syntactic signature matching. In this paper, we propose BinGraph, a new mechanism that accurately discovers metamorphic malware. BinGraph leverages the semantics of malware, since the mutant malware is able to manipulate their syntax only. To this end, we first extract API calls from malware and convert to a hierarchical behavior graph that represents with identical 128 nodes based on the semantics. Later, we extract unique subgraphs from the hierarchical behavior graphs as semantic signatures representing common behaviors of a specific malware family. To evaluate BinGraph, we analyzed a total of 827 malware samples that consist of 10 malware families with 1,202 benign binaries. Among the malware, 20% samples randomly chosen from each malware family were used for extracting semantic signatures, and rest of them were used for assessing detection accuracy. Finally, only 32 subgraphs were selected as the semantic signatures. BinGraph discovered malware variants with 98% of detection accuracy.

关键词： application program interfaces graph theory invasive software

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An Antivirus API for Android Malware Recognition

An Antivirus API for Android Malware Recognition

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8th International Conference on Malicious and Unwanted Software - The Americas (MALWARE)

作者： Fedler, Rafael Kulicke, Marcel Schuette, Julian Fraunhofer AISEC Garching Germany

ISBN: (纸本)9781479925353;9781479925346

On the Android platform, antivirus software suffers from significant deficiencies. Due to platform limitations, it cannot access or monitor an Android device's file system, or dynamic behavior of installed apps. This includes the down-loading of malicious files after installation, and other file system alterations. That has grave consequences for device security, as any app - even without openly malicious code in its package file - can still download and execute malicious files without any danger of being detected by antivirus software. In this paper, we present a proposal for an antivirus interface to be added to the Android API. It allows for three primary operations: (1) on-demand file system scanning and traversal, (2) on-change file system monitoring, (3) a set of basic operations that allow for scanning of arbitrary file system objects without disclosing their contents. This interface can enable Android antivirus software to deploy techniques for malware recognition similar to those of desktop antivirus systems. The proposed measures comply with Android's security architecture and user data privacy is maintained. Through our approach, antivirus software on the Android platform would reach a level of effectiveness significantly higher than currently, and comparable to that of desktop antivirus software.

关键词： Android (operating system) application program interfaces data privacy invasive software

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A Software-Defined Mobile Network Architecture 10

A Software-Defined Mobile Network Architecture

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10th IEEE International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob)

作者： Giraldo, C. Gil-Castineira, F. Lopez-Bravo, C. Gonzalez-Castano, F. J. Univ Vigo AtlantTIC Vigo Spain

ISBN: (纸本)9781479950416

Software-Defined Networking (SDN) has gained momentum in recent years, in a bid to transform networking ecosystems. It has already been applied to data center networks and wide area networks, such as Google's WAN. A software-defined approach is thus a reasonable candidate architecture for other highly dynamic environments such as future 5G mobile networks. This paper presents a two-level software-defined approach for the future 5G architecture at the network and radio access layer. At each level, a dedicated logical centralised controller and northbound/southbound application programming interfaces are defined. Two cross-layer schemes are also introduced for interaction between controllers.

关键词： application program interfaces mobile radio radio access networks software radio telecommunication control SDN WAN cross-layer schemes data center networks dedicated logical centralised controller future 5G mobile networks network layer networking ecosystems northbound-southbound application programming interfaces radio access layer software-defined networking softwared-defined mobile network architecture two-level software-defined approach wide area networks Artificial neural networks Logic gates Message systems Ports (Computers) Radio access networks Transforms

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DINO: Divergent Node Cloning for Sustained Redundancy in HPC

DINO: Divergent Node Cloning for Sustained Redundancy in HPC

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IEEE International Conference on Cluster Computing (CLUSTER)

作者： Rezaei, Arash Mueller, Frank N Carolina State Univ Raleigh NC 27695 USA

ISBN: (纸本)9781467365987

Soft faults like silent data corruption and hard faults like hardware failures may cause a high-performance computing (HPC) job of thousands of processes to nearly cease to make progress due to recovery overheads. Redundant computing has been proposed as a solution at extreme scale by allocating two or more processes to perform the same task. However, current redundant computing approaches do not repair failed replicas. Thus, SDC-free execution is not guaranteed after a replica failure and the job may finish with incorrect results. Replicas are logically equivalent, yet may have divergent runtime states during job execution, which complicates on-the-fly repairs for forward recovery. In this work, we present a redundant execution environment that quickly repairs hard failures via Divergent Node cloning (DINO) at the MPI task level. DINO contributes a novel task cloning service integrated into the MPI runtime system that solves the problem of consolidating divergent states among replicas on-the-fly. Experimental results indicate that DINO can recover from failures nearly instantaneously, thus retaining the redundancy level throughout job execution. The cloning overhead, depending on the process image size and its transfer rate, ranges from 5.60 to 90.48 seconds. To the best of our knowledge, the design and implementation for repairing failed replicas in redundant MPI computing is unprecedented.

关键词： application program interfaces message passing parallel processing DINO HPC MPI task level divergent node cloning forward recovery high-performance computing job execution on-the-fly repairs recovery overheads redundant computing approaches redundant execution environment runtime system task cloning service Benchmark testing Cloning Hardware Linux Redundancy Runtime Software

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USING MASSIVELY PARALLEL SIMULATION FOR MPI COLLECTIVE COMMUNICATION MODELING IN EXTREME-SCALE NETWORKS

USING MASSIVELY PARALLEL SIMULATION FOR MPI COLLECTIVE COMMU...

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Winter Simulation Conference

作者： Mubarak, Misbah Carothers, Christopher D. Ross, Robert B. Carns, Philip Rensselaer Polytech Inst Dept Comp Sci 110 8th St Troy NY 12180 USA Argonne Natl Lab MCS Div Argonne IL 60439 USA

ISBN: (纸本)9781479974863

MPI collective operations are a critical and frequently used part of most MPI-based large-scale scientific applications. In previous work, we have enabled the Rensselaer Optimistic Simulation System ( ROSS) to predict the performance of MPI point-to-point messaging on high-fidelity million-node network simulations of torus and dragonfly interconnects. The main contribution of this work is an extension of these torus and dragonfly network models to support MPI collective communication operations using the optimistic event scheduling capability of ROSS. We demonstrate that both small- and large-scale ROSS collective communication models can execute efficiency on massively parallel architectures. We validate the results of our collective communication model against the measurements from IBM Blue Gene/Q and Cray XC30 platforms using a data-driven approach on our network simulations. We also perform experiments to explore the impact of tree degree on the performance of collective communication operations in large-scale network models.

关键词： application program interfaces message passing Cray XC30 platforms IBM Blue Gene/Q MPI collective communication modeling MPI collective communication operations MPI collective operations MPI point-to-point messaging MPI-based large scale scientific applications ROSS collective communication models Rensselaer optimistic simulation system dragonfly network models extreme scale networks high fidelity million-node network simulations large scale network models massively parallel architectures massively parallel simulation optimistic event scheduling capability Bandwidth Computational modeling Computer architecture Network topology Predictive models Synchronization Topology

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3-D Image-guided Diffuse Optical Tomography using Boundary Element Method and MPI Implementation

3-D Image-guided Diffuse Optical Tomography using Boundary E...

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33rd Annual International Conference of the IEEE Engineering-in-Medicine-and-Biology-Society (EMBS)

作者： Srinivasan, Subhadra Ghadyani, Hamid Dartmouth Coll Thayer Sch Engn Hanover NH 03755 USA

ISBN: (纸本)9781424441228

Boundary elements provide an attractive method for image-guided multi-modality near infrared spectroscopy in three dimensions using only surface discretization. This method operates under the assumption that the underlying tissue contains piece-wise constant domains whose boundaries are known a priori from an alternative imaging modality such as MRI or microCT. This significantly simplifies the meshing process providing both speed-up and accuracy in the forward solution. Challenges with this method are in solving dense matrices, and working with complex heterogeneous domains. Solutions to these problems are presented here, with applications in breast cancer imaging and small-animal molecular imaging.

关键词： 3D image-guided diffuse optical tomography Boundary element methods Computational modeling Equations Finite element methods Fluorescence MPI implementation Mathematical model Optical imaging alternative imaging modality application program interfaces biol

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Recommending Posts Concerning API Issues in Developer Q&A Sites 12

Recommending Posts Concerning API Issues in Developer Q&A Si...

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12th Working Conference on Mining Software Repositories (MSR)

作者： Wang, Wei Malik, Haroon Godfrey, Michael W. Univ Waterloo David R Cheriton Sch Comp Sci Waterloo ON Canada

ISBN: (纸本)9780769555942

API design is known to be a challenging craft, as API designers must balance their elegant ideals against "real-world" concerns, such as utility, performance, backwards compatibility, and unforeseen emergent uses. However, to date, there is no principled method to collect or analyze API usability information that incorporates input from typical developers. In practice, developers often turn to Q&A websites such as *** (SO) when seeking expert advice on API use;the popularity of such sites has thus led to a very large volume of unstructured information that can be searched with diligence for answers to specific questions. The collected wisdom within such sites could, in principle, be of great help to API designers to better support developer needs, if only it could be collected, analyzed, and distilled for practical use. In this paper, we present a methodology that combines several techniques, including social network analysis and topic mining, to recommend SO posts that are likely to concern API design-related issues. To establish a comparison baseline, we introduce two more recommendation approaches: a reputation-based recommender and a random recommender. We have found that when applied to Q&A discussion of two popular mobile platforms, Android and iOS, our methodology achieves up to 93% accuracy and is more stable with its recommendations when compared to the two baseline techniques.

关键词： API usability application program interfaces Online Q&A Recommendation systems Software ecosystems Stackoverflow

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A Parallel Implementation of the S_τ-DPP Stochastic Simulator for the Modelling of Biological Systems

A Parallel Implementation of the S<sub>τ</sub>-DPP Stochast...

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21st Euromicro International Conference on Parallel, Distributed, and Network-Based Processing (PDP)

作者： Mosca, Ettore Merelli, Ivan Milanesi, Luciano Clematis, Andrea D'Agostino, Daniele Institute for Biomedical Technologies National Research Council of Italy Italy Institute for Applied Mathematics and Information Technologies National Research Council of Italy Italy

ISBN: (纸本)9780769549392;9781467353212

In the last decade, different computing paradigms and modelling frameworks for the description and simulation of biochemical systems based on stochastic modelling have been proposed. From a computational point of view, many simulations of the model are necessary to identify the behaviour of the system. The execution of thousands of simulation can require huge amount of time, therefore the parallelization of these algorithms is highly desirable. In this work we discuss the different strategies that can be implemented for the parallelization of a space aware tau-DPP variant, that is proving a C-MPI implementation of the system and discussing its performances according to the simulation of a particle diffusion in a crowded environment.

关键词： application program interfaces biochemistry biocomputing message passing parallel algorithms probability stochastic processes

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UCX: An Open Source Framework for HPC Network APIs and Beyond 23

UCX: An Open Source Framework for HPC Network APIs and Beyon...

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IEEE 23rd Annual Symposium on High-Performance Interconnects

作者： Shamis, Pavel Venkata, Manjunath Gorentla Lopez, M. Graham Baker, Matthew B. Hernandez, Oscar Itigin, Yossi Dubman, Mike Shainer, Gilad Graham, Richard L. Liss, Liran Shahar, Yiftah Potluri, Sreeram Rossetti, Davide Becker, Donald Poole, Duncan Lamb, Christopher Kumar, Sameer Stunkel, Craig Bosilca, George Bouteiller, Aurelien Oak Ridge Natl Lab Oak Ridge TN 37831 USA Mellanox Technol Yokneam Illit Israel NVIDIA Corp Santa Clara CA USA IBM Corp Armonk NY USA Univ Tennessee Knoxville TN USA

ISBN: (纸本)9781467391603

This paper presents Unified Communication X (UCX), a set of network APIs and their implementations for high throughput computing. UCX comes from the combined effort of national laboratories, industry, and academia to design and implement a high-performing and highly-scalable network stack for next generation applications and systems. UCX design provides the ability to tailor its APIs and network functionality to suit a wide variety of application domains and hardware. We envision these APIs to satisfy the networking needs of many programming models such as Message Passing Interface (MPI), OpenSHMEM, Partitioned Global Address Space (PGAS) languages, task-based paradigms and I/O bound applications. To evaluate the design we implement the APIs and protocols, and measure the performance of overhead-critical network primitives fundamental for implementing many parallel programming models and system libraries. Our results show that the latency, bandwidth, and message rate achieved by the portable UCX prototype is very close to that of the underlying driver. With UCX, we achieved a message exchange latency of 0.89 us, a bandwidth of 6138.5 MB/s, and a message rate of 14 million messages per second. As far as we know, this is the highest bandwidth and message rate achieved by any network stack (publicly known) on this hardware.

关键词： application program interfaces input-output programs message passing parallel programming public domain software HPC network APIs I/O bound applications MPI OpenSHMEM PGAS languages UCX Unified Communication X high throughput computing highly-scalable network stack message passing interface open source framework parallel programming models partitioned global address space languages system libraries task-based paradigms Bandwidth Electronics packaging Hardware Libraries Memory management programming Protocols HPC Infiniband Middleware PGAS RDMA message passing mannose phosphate isomerase remote procedure calls Parallel programming input-output programs open source software application programming interfaces Infiniband Electronics packaging RDMA Bandwidth High Performance Computing Computer hardware Store management Middleware

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APIEvolutionMiner: Keeping API Evolution under Control

APIEvolutionMiner: Keeping API Evolution under Control

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Software Evolution Week / IEEE Conference on Software Maintenance, Reengineering, and Reverse Engineering (CSMR-WCRE)

作者： Hora, Andre Etien, Anne Anquetil, Nicolas Ducasse, Stephane Valente, Marco Tulio Inria RMoD Team Lille France Univ Fed Minas Gerais Dept Comp Sci Belo Horizonte MG Brazil

ISBN: (纸本)9781479937523

During software evolution, source code is constantly refactored. In real-world migrations, many methods in the newer version are not present in the old version (e.g., 60% of the methods in Eclipse 2.0 were not in version 1.0). This requires changes to be consistently applied to reflect the new API and avoid further maintenance problems. In this paper, we propose a tool to extract rules by monitoring API changes applied in source code during system evolution. In this process, changes are mined at revision level in code history. Our tool focuses on mining invocation changes to keep track of how they are evolving. We also provide three case studies in order to evaluate the tool.

关键词： application program interfaces data mining software engineering source code (software) API changes API evolution APIEvolutionMiner code history invocation change mining real-world migrations software evolution source code Association rules Browsers History Itemsets Receivers Software

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