Resultados da busca - "deep neural network"

Machine Learning for Cyber Physical Systems Selected papers from the International Conference ML4CPS 2020 /

Sumário: “…Preface -- Energy Profile Prediction of Milling Processes Using Machine Learning Techniques -- Improvement of the prediction quality of electrical load profiles with artficial neural networks -- Detection and localization of an underwater docking station -- Deployment architecture for the local delivery of ML-Models to the industrial shop floor -- Deep Learning in Resource and Data Constrained Edge Computing Systems -- Prediction of Batch Processes Runtime Applying Dynamic Time Warping and Survival Analysis -- Proposal for requirements on industrial AI solutions -- Information modeling and knowledge extraction for machine learning applications in industrial production systems -- Explanation Framework for Intrusion Detection -- Automatic Generation of Improvement Suggestions for Legacy, PLC Controlled Manufacturing Equipment Utilizing Machine Learning -- Hardening Deep Neural Networks in Condition Monitoring Systems against Adversarial ExampleAttacks -- First Approaches to Automatically Diagnose and Reconfigure Hybrid Cyber-Physical Systems -- Machine learning for reconstruction of highly porous structures from FIB-SEM nano-tomographic data.…”
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Fundamental Approaches to Software Engineering 24th International Conference, FASE 2021, Held as Part of the European Joint Conferences on Theory and Practice of Software, ETAPS 20...

Sumário: “…FASE Contributions -- On Benchmarking for Concurrent Runtime Verification -- Certified Abstract Cost Analysis -- Bootstrapping Automated Testing for RESTful Web Services -- A Decision Tree Lifted Domain for Analyzing Program Families with Numerical Features -- Finding a Universal Execution Strategy for Model Transformation Networks -- CoVEGI: Cooperative Veri cation via Externally Generated Invariants -- Engineering Secure Self-Adaptive Systems with Bayesian Games -- An Abstract Contract Theory for Programs with Procedures -- Paracosm: A Test Framework for Autonomous Driving Simulations -- Compositional Analysis of Probabilistic Timed Graph Transformation Systems -- Efficient Bounded Model Checking of Heap-Manipulating Programs using Tight Field Bounds -- Effects of Program Representation on Pointer Analyses - An Empirical Study -- Keeping Pace with the History of Evolving Runtime Models -- SpecTest: Specification-Based Compiler Testing -- PASTA: An Efficient Proactive Adaptation Approach Based on Statistical Model Checking for Self-Adaptive Systems -- Understanding Local Robustness of Deep Neural Networks under Natural Variations -- Test-Comp Contributions -- Status Report on Software Testing: Test-Comp 2021 -- CoVeriTest with Adaptive Time Scheduling (Competition Contribution) -- FuSeBMC: A White-Box Fuzzer for Finding Security Vulnerabilities in C Programs (Competition Contribution) -- Symbiotic 8: Parallel and Targeted Test Generation (Competition Contribution).…”
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Tools and Algorithms for the Construction and Analysis of Systems 24th International Conference, TACAS 2018, Held as Part of the European Joint Conferences on Theory and Practice o...

Sumário: “…Theorem Proving -- Unification with Abstraction and Theory Instantiation in Saturation-based Reasoning -- Efficient verification of imperative programs using auto2 -- Frame Inference for Inductive Entailment Proofs in Separation Logic -- Verified Model Checking of Timed Automata -- SAT and SMT I -- Chain Reduction for Binary and Zero-Suppressed Decision Diagrams -- CDCLSym: Introducing E_ective Symmetry Breaking in SAT Solving -- Automatic Generation of Precise and Useful Commutativity Conditions -- Bit-Vector Model Counting using Statistical Estimation -- Deductive Verification -- Hoare Logics for Time Bounds -- A Verified Implementation of the Bounded List Container -- Automating Deductive Verification for Weak-Memory Programs -- Software Verification and Optimisation -- Property Checking Array Programs Using Loop Shrinking -- Invariant Synthesis for Incomplete Verification Engines -- Accelerating Syntax-Guided Invariant Synthesis -- Daisy - Framework for Analysis and Optimization of Numerical Programs -- Model Checking -- Oink: an Implementation and Evaluation of Modern Parity Game Solvers -- More Scalable LTL Model Checking via Discovering Design-Space Dependencies (D^3) -- Generation of Minimum Tree-like Witnesses for Existential CTL -- From Natural Projection to Partial Model Checking and Back -- Machine Learning -- ICE-based Refinement Type Discovery for Higher-Order Functional Programs -- Strategy Representation by Decision Trees in Reactive Synthesis -- Feature-Guided Black-Box Safety Testing of Deep Neural Networks. .…”
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Fundamental Approaches to Software Engineering 22nd International Conference, FASE 2019, Held as Part of the European Joint Conferences on Theory and Practice of Software, ETAPS 20...

Sumário: “…FASE Invited Talk -- Software Assurance in an Uncertain World -- Software Verification -- Tool Support for Correctness-by-Construction -- Automatic Modeling for Opaque Code in JavaScript Static Analysis -- SMT-Based Bounded Schedulability Analysis of the Clock Constraint Specification Language -- A Hybrid Dynamic Logic for Event/Data-based Systems -- Model-driven Development and Model Transformation -- Pyro: Generating Domain-Specific Collaborative Online Modeling Environments -- Efficient Model Synchronization by Automatically Constructed Repair Processes -- Offline Delta-driven Model Transformation with Dependency Injection -- A Logic-Based Incremental Approach to Graph Repair -- Software Verification -- DeepFault: Fault Localization For Deep Neural Networks -- Variability Abstraction and Refinement for Game-based Lifted Model Checking of full CTL -- Formal Verification of Safety and Security Related Timing Constraints for A Cooperative Automotive System -- Checking Observational Purity Of Procedures -- Software Evolution & Requirements Engineering -- Structural and Nominal Cross-Language Clone Detection -- SL2SF: Refactoring Simulink to Stateflow -- Metric Temporal Graph Logic over Typed Attributed Graphs -- KupC: A Formal Tool for Modeling and Verifying Dynamic Updating of C Programs -- Business Process Privacy Analysis in PLEAK -- Specification, Design, and Implementation of Particular Classes of Systems -- CLTestCheck: Measuring Test Effectiveness for GPU Kernels -- Implementing SOS with Active Objects: A Case Study of a Multicore Memory System -- Optimal and Automated Deployment for Microservices -- A Data Flow Model with Frequency Arithmetic -- Software Testing -- CoVeriTest: Cooperative Verifier-Based Testing -- Pardis: Priority Aware Test Case Reduction -- Automatically Identifying Sufficient Object Builders from Module APIs.…”
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Process Mining Workshops ICPM 2021 International Workshops, Eindhoven, The Netherlands, October 31 - November 4, 2021, Revised Selected Papers /

Sumário: “…Rethinking the Input for Process Mining: Insights from the XES Survey and Workshop -- Probability Estimation of Uncertain Process Trace Realizations -- Visualizing Trace Variants From Partially Ordered Event Data -- Analyzing Multi-level BOM-structured Event Data -- Linac: A Smart Environment Simulator of Human Activities -- Root Cause Analysis in Process Mining with Probabilistic Temporal Logic -- xPM: A Framework for Process Mining with Exogenous Data -- A Bridging Model for Process Mining and IoT -- Exploiting Instance Graphs and Graph Neural Networks for next activity prediction -- Can deep neural networks learn process modelstructure? An assessment framework and analysis -- Remaining Time Prediction for Processes with Inter-Case Dynamics -- Event Log Sampling for Predictive Monitoring -- Active Anomaly Detection for Key Item Selection in Process Auditing -- Prescriptive Process Monitoring Under Resource Constraints: A Causal Inference Approach -- Quantifying Explainability in Outcome-Oriented Predictive Process Monitoring -- Online Prediction of Aggregated Retailer Consumer Behaviour -- PErrCas: Process Error Cascade Mining in Trace Streams -- Continuous performance evaluation for business process outcome monitoring -- An Event Data Extraction Approach from SAP ERP for Process Mining -- Towards a Natural Language Conversational Interface for Process Mining -- On the Performance Analysis of the Adversarial System Variant Approximation Method to Quantify Process Model Generalization -- Verifying guideline compliance in clinical treatment using multi-perspective conformance checking: a case study -- Patient Discharge Classification based on the Hospital Treatment Process -- Combining the Clinical and Operational Perspectives in Heterogeneous Treatment E ect Inference in Healthcare Processes -- Interactive Process Mining Applied in a Cardiology Outpatient Department -- Discovering care pathways for multi-morbid patients using event graphs -- Process Mining in Trusted Execution Environments: Towards Hardware Guarantees for Trust-aware Inter-organizational Process Analysis -- Quantifying the Re-identification Risk in Published Process Models -- Trustworthy Artificial Intelligence and Process Mining: Challenges and Opportunities.…”
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Language Technologies for the Challenges of the Digital Age 27th International Conference, GSCL 2017, Berlin, Germany, September 13-14, 2017, Proceedings /

Sumário: “…Examining the Impact of Implicitness on the Perception of Hate Speech -- Automatic Classification of Abusive Language and Personal Attacks in Various Forms of Online Communication -- Token Level Code-Switching Detection Using Wikipedia as a Lexical Resource -- How Social Media Text Analysis Can Inform Disaster Management -- A Comparative Study of Uncertainty Based Active Learning Strategies for General Purpose Twitter Sentiment Analysis with Deep Neural Networks -- An Infrastructure for Empowering Internet Users to Handle Fake News and Other Online Media Phenomena -- Different Types of Automated and Semi-automated Semantic Storytelling: Curation Technologies for Different Sectors -- Twitter Geolocation Prediction Using Neural Networks -- Diachronic Variation of Temporal Expressions in Scientific Writing Through the Lens of Relative Entropy -- A Case Study on the Relevance of the Competence Assumption for Implicature Calculation in Dialogue Systems -- Supporting Sustainable Process Documentation -- Optimizing Visual Representations in Semantic Multi-Modal Models with Dimensionality Reduction, De-noising and Contextual Information -- Using Argumentative Structure to Grade Persuasive Essays.…”
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Tools and Algorithms for the Construction and Analysis of Systems 27th International Conference, TACAS 2021, Held as Part of the European Joint Conferences on Theory and Practice o...

Sumário: “…Verification Techniques (not SMT) -- Directed Reachability for Infinite-State Systems -- Bridging Arrays and ADTs in Recursive Proofs -- A Two-Phase Approach for Conditional Floating-Point Verification -- Symbolic Coloured SCC Decomposition -- Case Studies -- Local Search with a SAT Oracle for Combinatorial Optimization -- Analyzing Infrastructure as Code to Prevent Intra-update Sniping Vulnerabilities -- Proof Generation/Validation -- Certifying Proofs in the First-Order Theory of Rewriting -- Syntax-Guided Quantifier Instantiation -- Making Theory Reasoning Simpler -- Deductive Stability Proofs for Ordinary Differential Equations -- Tool Papers -- An SMT-Based Approach for Verifying Binarized Neural Networks -- cake lpr: Verified Propagation Redundancy Checking in CakeML -- Deductive Veri cation of Floating-Point Java Programs in KeY -- Helmholtz: A Verifier for Tezos Smart Contracts Based on Refinement Types -- SyReNN: A Tool for Analyzing Deep Neural Networks -- MachSMT: A Machine Learning-based Algorithm Selector for SMT Solvers -- dtControl 2.0: Explainable Strategy Representation via Decision Tree Learning Steered by Experts -- Tool Demo Papers -- HLola: a Very Functional Tool for Extensible Stream Runtime Verification -- AMulet 2.0 for Verifying Multiplier Circuits -- RTLola on Board: Testing Real Driving Emissions on your Phone -- Replicating Restart with Prolonged Retrials: An Experimental Report -- A Web Interface for Petri Nets with Transits and Petri Games -- Momba: JANI Meets Python -- SV-Comp Tool Competition Papers -- Software Veri cation: 10th Comparative Evaluation (SV-COMP 2021) -- CPALockator: Thread-Modular Approach with Projections (Competition Contribution) -- Dartagnan: Leveraging Compiler Optimizations and the Price of Precision (Competition Contribution) -- Gazer-Theta: LLVM-based Veri er Portfolio with BMC/CEGAR (Competition Contribution) -- Goblint: Thread-Modular Abstract Interpretation Using Side-Effecting Constraints (Competition Contribution) -- Towards String Support in JayHorn (Competition Contribution) -- JDart: Portfolio Solving, Breadth-First Search and SMT-Lib Strings (Competition Contribution) -- Symbiotic 8: Beyond Symbolic Execution (Competition Contribution) -- VeriAbs: A Tool for Scalable Verification by Abstraction (Competition Contribution).…”
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Tools and Algorithms for the Construction and Analysis of Systems 29th International Conference, TACAS 2023, Held as Part of the European Joint Conferences on Theory and Practice o...

Sumário: “…-A Learner-Verifier Framework for Neural Network Controllers and Certificates of Stochastic Systems -- Model Checking -- Bounded Model Checking for Asynchronous Hyperproperties -- Model Checking Linear Dynamical Systems under Floating-point Rounding -- Efficient Loop Conditions for Bounded Model Checking Hyperproperties -- Reconciling Preemption Bounding with DPOR -- Optimal Stateless Model Checking for Causal Consistency -- Symbolic Model Checking for TLA+ Made Faster -- AutoHyper: Explicit-State Model Checking for HyperLTL -- Machine Learning/Neural Networks -- Feature Necessity & Relevancy in ML Classifier Explanations -- Towards Formal XAI: Formally Approximate Minimal Explanations of Neural Networks -- OccRob: Effcient SMT-Based Occlusion Robustness Verification of Deep Neural Networks -- Neural Network-Guided Synthesis of Recursive List Functions -- Automata -- Modular Mix-and-Match Complementation of Buechi automata -- Validating Streaming JSON Documents With Learned VPAs -- Antichains Algorithms for the Inclusion Problem Between ω -VPL -- Stack-Aware Hyperproperties -- Proofs -- Propositional Proof Skeletons -- Unsatisfiability Proofs for Distributed Clause-Sharing SAT Solvers -- Carcara: An effcient proof checker and elaborator for SMT proofs in the Alethe format -- Constraint Solving/Blockchain -- The Packing Chromatic Number of the Infinite Square Grid is 15 -- Active Learning for SAT Solver Benchmarking -- ParaQooba: A Fast and Flexible Framework for Parallel and Distributed QBF Solving -- Inferring Needless Write Memory Accesses on Ethereum Bytecode -- Markov Chains/Stochastic Control -- A Practitioner's Guide to MDP Model Checking Algorithms -- Correct Approximation of Stationary Distributions -- Robust Almost-Sure Reachability in Multi-Environment MDPs -- Mungojerrie: Linear-Time Objectives in Model-Free Reinforcement Learning -- Verification -- A Formal CHERI-C Semantics for Verification -- Automated Verification for Real-Time Systems via Implicit Clocks and an Extended Antimirov Algorithm -- Parameterized Verification under TSO with Data Types -- Verifying Learning-Based Robotic Navigation Systems: A Case Study -- Make flows small again: revisiting the flow framework -- ALASCA: Reasoning in Quantified Linear Arithmetic -- A Matrix-Based Approach to Parity Games -- A GPU Tree Database for Many-Core Explicit State Space Exploration.…”
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Computer Aided Verification 31st International Conference, CAV 2019, New York City, NY, USA, July 15-18, 2019, Proceedings, Part I /

Sumário: “…Automata and Timed Systems -- Symbolic Register Automata -- Abstraction Refinement Algorithms for Timed Automata -- Fast Algorithms for Handling Diagonal Constraints in Timed Automata -- Safety and co-safety comparator automata for discounted-sum inclusion -- Clock Bound Repair for Timed Systems -- Verifying Asynchronous Interactions via Communicating Session Automata -- Security and Hyperproperties -- Verifying Hyperliveness -- Quantitative Mitigation of Timing Side Channels -- Property Directed Self Composition -- Security-Aware Synthesis Using Delayed-Action Games -- Automated Hypersafety Verification -- Automated Synthesis of Secure Platform Mappings -- Synthesis -- Synthesizing Approximate Implementations for Unrealizable Specifications -- Quantified Invariants via Syntax-Guided Synthesis -- Efficient Synthesis with Probabilistic Constraints -- Membership-based Synthesis of Linear Hybrid Automata -- Overfitting in Synthesis: Theory and Practice -- Proving Unrealizability for Syntax-Guided Synthesis -- Model Checking -- BMC for Weak Memory Models: Relation Analysis for Compact SMT Encodings -- When Human Intuition Fails: Using Formal Methods to Find an Error in the "Proof" of a Multi-Agent Protocol -- Extending NUXMV with Timed Transition Systems and Timed Temporal Properties -- Cerberus-BMC: a Principled Reference Semantics and Exploration Tool for Concurrent and Sequential C -- Cyber-physical Systems and Machine Learning -- Multi-Armed Bandits for Boolean Connectives in Hybrid System Falsification -- StreamLAB: Stream-based Monitoring of Cyber-Physical Systems -- VerifAI: A Toolkit for the Formal Design and Analysis of Artificial Intelligence-Based Systems -- The Marabou Framework for Verification and Analysis of Deep Neural Networks -- Probabilistic Systems, Runtime Techniques -- Probabilistic Bisimulation for Parameterized Systems -- Semi-Quantitative Abstraction and Analysis of Chemical Reaction Networks -- PAC Statistical Model Checking for Markov Decision Processes and Stochastic Games -- Symbolic Monitoring against Specifications Parametric in Time and Data -- STAMINA: STochastic Approximate Model-checker for INfinite-state Analysis -- Dynamical, Hybrid, and Reactive Systems -- Local and Compositional Reasoning For Optimized Reactive Systems -- Robust Controller Synthesis in Timed Büchi Automata: A Symbolic Approach -- Flexible Computational Pipelines for Robust Abstraction-based Control Synthesis -- Temporal Stream Logic: Synthesis beyond the Bools -- Run-Time Optimization for Learned Controllers through Quantitative Games -- Taming Delays in Dynamical Systems: Unbounded Verification of Delay Differential Equations.…”
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Deep Learning for Enhanced Prosthetic Control: Real-Time Motor Intent Decoding for Simultaneous Control of Artificial Limbs por Jan Zbinden, Julia Molin, Max Ortiz-Catalan

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Implementation of long-short term memory neural network (LSTM) for predicting the water quality parameters in Sungai Selangor / Nur Natasya Mohd Anuar ... [et al.] por Mohd Anuar, Nur Natasya, Fauzi, Nur Fatihah, Ab Halim, Huda Zuhrah, Khairudin, Nur Izzati, Ahmad Bakhtiar, Nurizatul Syarfinas, Shafii, Nor Hayati

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Trusted Artificial Intelligence in Manufacturing; Trusted Artificial Intelligence in Manufacturing A Review of the Emerging Wave of Ethical and Human Centric AI Technologies for Sm...

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Trusted Artificial Intelligence in Manufacturing; Trusted Artificial Intelligence in Manufacturing A Review of the Emerging Wave of Ethical and Human Centric AI Technologies for Sm...

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The challenges and benefits of public health in smart cities from a 4 M perspective por Lirong Yuan, Lirong Yuan, Lihong Du, Lihong Du, Yonggang Gao, Yujin Zhang, Yongqing Shen

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Machine Learning-Based Analysis Reveals Triterpene Saponins and Their Aglycones in <i>Cimicifuga racemosa</i> as Critical Mediators of AMPK Activation por Jürgen Drewe, Verena Schöning, Ombeline Danton, Alexander Schenk, Georg Boonen

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An Analysis of Burnout among Female Nurse Educators in Saudi Arabia Using K-Means Clustering por Nadiah A. Baghdadi, Shatha Khalid Alsayed, Ghalia Amer Malki, Hossam Magdy Balaha, Sally Mohammed Farghaly Abdelaliem

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Comparing ensemble methods combined with different aggregating models using micrograph cell segmentation as an initial application example por St. Göb, S. Sawant, F.X. Erick, C. Schmidkonz, A. Ramming, E.W. Lang, T. Wittenberg, Th.I. Götz

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Biased data, biased AI: deep networks predict the acquisition site of TCGA images por Taher Dehkharghanian, Azam Asilian Bidgoli, Abtin Riasatian, Pooria Mazaheri, Clinton J. V. Campbell, Liron Pantanowitz, H. R. Tizhoosh, Shahryar Rahnamayan

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Human-Robot Interaction Perspectives and Applications

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Time Series Analysis Data, Methods, and Applications

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