Roboticists initially aimed for precise world modeling leading to perfect path planning and control concepts. However, imperfections in world models, control, and sensing called for a shift towards probabilistic methods in robot localization. This evolution from reactive to probabilistic robotics ha

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This study presents a probabilistic approach for solving burnup problems in nuclear transmutations, offering a new method free from the challenges of traditional approaches. It includes an introduction to burnup equations, outlines of the methodology, and the probabilistic method's mathematical form

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Software testing metrics play a crucial role in evaluating the quality and progress of the testing process. Metrics provide valuable insights into the readiness, quality, and completeness of a product. By measuring attributes such as defects, testing efficiency, and productivity, organizations can m

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Software testing is a critical process to ensure that software applications meet requirements and are free of defects. It involves various activities such as test planning, analysis, design, implementation, and execution. Testing approaches like the Bing bang approach and Total Quality Management ar

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Equivalence class testing is a software testing technique that involves dividing input values into classes for effective testing coverage. Equivalence classes are defined mathematically as subsets of a given set, ensuring partitioning and mutual exclusivity. By applying equivalence partitioning, tes

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Uganda has successfully implemented an Assisted Partner Notification (APN) program to reach men for HIV testing, addressing the gender gap in testing rates. By utilizing various approaches such as index testing, self-testing, and social network testing, Uganda has achieved significant success in tar

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Understand the essential facts about points of concurrency within triangles. Learn about the Incenter located inside the triangle, the Centroid as the center of mass, and the Circumcenter as the point of concurrency of perpendicular bisectors. Memorize the characteristics and significance of these i

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Explore key concepts in software testing throughout the Software Development Lifecycle (SDLC) with a quiz covering topics like white-box testing in acceptance testing, component testing vs. system testing, and regression testing purposes. Enhance your understanding of testing methodologies with samp

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Software testing is crucial in ensuring the reliability and safety of software systems, as highlighted by catastrophic failures such as the Ariane 5 rocket incident and the Therac-25 radiation therapy machine disasters. These examples underscore the importance of thorough testing in identifying and

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Major effort is focused on verification and testing in SCREAM for the E3SM Fall All-Hands. The initiative includes unit testing, property testing, regression testing, and leveraging various tools like Cmake, Python, Jenkins, AutoTester, and GitHub for Continuous Integration (CI). The emphasis is on

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An exploration of Probabilistic Public Key Encryption with Equality Test (PKE-ET), discussing its concept, applications, security levels, and comparisons with other encryption schemes such as PKE with Keyword Search and Deterministic PKE. The PKE-ET allows for perfect consistency and soundness in en

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Multiple threads of activity unfold as Roommate A and Roommate B experience a series of events involving a lack of milk, store visits, and automated purchasing attempts. The narrative traverses the comical mishaps and coordination challenges faced in everyday tasks, depicted with a touch of humor an

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Golang, a programming language designed for efficient concurrency, utilizes lightweight threads called goroutines. This study delves into 171 Go concurrency bugs from various sources, analyzing root causes and fixing strategies. Highlighted results reveal insights for developers, pointing out that m

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Probabilistic pursuit on a grid involves agents moving towards a target in a probabilistic manner. The system converges quickly to find the shortest path on the grid from the starting point to the target. The analysis involves proving that agents will follow monotonic paths, leading to efficient con

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This content discusses statistical inference methods like classical and Bayesian approaches for making generalizations about populations. It covers estimation problems, hypothesis testing, unbiased estimators, and efficient estimation methods in the context of probabilistic system analysis. Examples

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Explore the concept of probabilistic concurrency testing and how randomized scheduling algorithms can help detect bugs efficiently. Learn about bug depth, randomized algorithms, and the development of PCT to improve the effectiveness of stress testing tools like Cuzz.

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Concurrency testing in complex cloud services presents challenges such as bugs, performance problems, and data loss. Randomized algorithms, like Probabilistic Concurrency Testing (PCT), offer effective bug-finding solutions. PCT provides probabilistic guarantees and scalable bug detection for distri

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Transitioning from sequential, deterministic reasoning, CS440 now delves into probabilistic reasoning and machine learning. The course covers key concepts in probability, motivates the use of probability in decision making under uncertainty, and discusses planning scenarios with probabilistic elemen

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Probabilistic Information Retrieval plays a critical role in understanding user needs and matching them with relevant documents. This introduction explores the significance of using probabilities in Information Retrieval, focusing on topics such as classical probabilistic retrieval models, Okapi BM2

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In the previous session, we discussed various aspects of software engineering, including modeling with UML diagrams, such as activity diagrams, use case diagrams, sequence diagrams, state diagrams, and class diagrams, as well as architecture patterns. Testing was emphasized as a key aspect, highligh

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A comprehensive overview of a highly available relational database system, focusing on scalability, concurrency control options, data replication, availability strategies, failure handling, and full transactional support. The content discusses essential elements such as optimistic concurrency contro

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Gray Box Testing is a software testing technique that involves testing the software with partial knowledge of its internal workings. It combines aspects of White Box Testing and Black Box Testing, allowing testers to check both the presentation layer and the code part of an application. Gray Box Tes

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Concurrency in Go involves the composition of independently executing functions, not parallelism. Key concepts include goroutines, channels for communication, achieving concurrency through communicating sequential processes (CSP), and Go's philosophy of memory sharing through communication. This art

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This research explores efficient concurrency control mechanisms on modern hardware, addressing issues related to CPU utilization, locks, threads, memory management, and disk operations. It delves into the current state-of-the-art techniques and the importance of robustness in ensuring fast, fair, an

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Overview of a case study conducted on LG Electric Oven using systematic testing of reactive software with non-deterministic events. The study focused on detecting concurrency bugs in the software controller of the oven through an automated testing framework that generates event timing sequences. It

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Explore the challenges and solutions in achieving higher concurrency levels in distributed transactions, focusing on techniques such as optimistic concurrency control and two-phase locking. The importance of maintaining serializability to prevent angry customers and the impact of contention on scala

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Probabilistic Graphical Models (PGMs) offer a powerful framework for modeling real-world uncertainties and complexities using probability distributions. By incorporating graph theory and probability theory, PGMs allow flexible representation of large sets of random variables with intricate relations

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Concurrency is a crucial feature in modern operating systems, enabling concurrent execution of processes/threads. It involves issues like communication, synchronization, resource sharing, and contention. This discussion explores design problems, solutions, principles of concurrency, interactions amo

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Dig into the world of concurrency control in database systems, exploring topics such as pessimistic vs. optimistic concurrency, snapshot isolation, and the importance of timestamps in ensuring transaction order and recoverability. Learn about the mechanisms behind preventing unserializable schedules

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Probabilistic static analysis offers a novel approach to enhancing the accuracy and usefulness of program analysis results. By introducing probabilistic treatment in static analysis, uncertainties and imprecisions can be addressed, leading to more interpretable and actionable outcomes. This methodol

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This content discusses a deterministic concurrency model called Concurrent Revisions, focusing on interactive applications with large shared data structures. It covers the challenges of conflicting tasks, conventional concurrency control methods, and proposes a programming model based on revisions a

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These guidelines recommend HIV testing during pregnancy, at delivery, and postpartum. Testing should be done early in pregnancy and again in the third trimester. Expedited testing during labor is required for certain patients, and syphilis testing is recommended. Pre-exposure and post-exposure proph

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Understanding concurrency and memory sharing in Java programming is crucial for managing shared resources efficiently. This includes concepts like ForkJoin, shared queues, and synchronized situations in examples like bank accounts. Proper synchronization is essential to prevent simultaneous access i

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Concept Software is a discipline comprising various code pieces. Testing these codes together is complex but vital in Software Engineering. The process includes early testing like unit tests, pairwise/multiple component testing, module testing, integration testing, user tests, alpha tests, beta test

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Shachar Lovett from UCSD, along with Greg Kuperberg from UC Davis, and Ron Peled from Tel-Aviv University, explore the probabilistic existence of regular combinatorial objects like regular graphs, hyper-graphs, and k-wise permutations. They introduce novel probabilistic approaches to prove the exist

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This content delves into the key concepts of concurrency control and coordinator election in distributed systems. It covers classical concurrency control mechanisms like Semaphores, Mutexes, and Monitors, and explores the challenges and goals of distributed mutual exclusion. Various approaches such

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Understanding the critical role of software and system testing in identifying and fixing errors before they lead to major failures. Various types of testing such as functional, usability, performance, and reliability testing are essential to ensure the quality of software products. Different classif

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Subcommittee on Aircraft Safety (SAS) emphasizes the importance of understanding probabilistic weather information for better operational decisions in aviation. Recommendations include leveraging existing knowledge and conducting studies to improve user understanding and decision-making processes re

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This content discusses dynamic verification for hybrid concurrent programming models, focusing on shared memory, transactional memory, message-passing, and data-flow models. It explores the motivation, proposed solutions, and ongoing work in this field. The importance of testing and verification in

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This chapter delves into probabilistic query types, focusing on probabilistic group nearest neighbor queries. Explore the definitions, processing techniques, and applications of such queries. Learn how probabilistic data management plays a crucial role in uncertain databases, spatial queries, and mo

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