The GHOST project focuses on the challenges of modeling, analyzing, and generating patterns of network activity. By utilizing Non-Negative Matrix Factorization (NMF), realistic network activity patterns can be created and injected into live wireless networks. Understanding and predicting user behavi

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Neck dissection is a crucial procedure for the prognostic and therapeutic management of head and neck cancers, particularly in cases where cancer has spread to the cervical lymph nodes. This process involves removing all lymph nodes and surrounding structures in the neck region to prevent the spread

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UML Deployment Diagrams show the execution architecture of software systems, illustrating how software deployment targets are assigned artifacts to nodes. Nodes represent hardware devices or software environments connected through communication paths, while artifacts are concrete elements deployed o

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Byzantine fault tolerance is crucial in ensuring the reliability of distributed systems, especially in the presence of malicious nodes. This concept deals with normal faults, crash faults, and the challenging Byzantine faults, where nodes can exhibit deceptive behaviors. The Byzantine Generals Probl

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The lymphatic system plays a crucial role in maintaining the body's health by supplying oxygen and nutrients to tissues and removing waste products. Lymph nodes are round masses of lymphoid tissue found along lymphatic vessels, containing lymphocytes within a capsule of connective tissue. Characteri

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Explore the intricate anatomy of the neck, including the various triangles, thyroid and parotid gland structures, as well as cervical lymph nodes. Delve into the essentials of neck mass evaluation, differential diagnosis, and management strategies. Enhance your knowledge of head and neck surgery thr

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Graph-based data science offers a powerful approach to analyzing data by leveraging graph structures. This involves using graph representation, analysis algorithms, ML/AI techniques, kernels, embeddings, and neural networks. Real-world examples show the utility of data graphs in various domains like

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Various network compression techniques such as network pruning, knowledge distillation, and parameter quantization are discussed in this content. The importance of pruning redundant weights and neurons in over-parameterized networks is highlighted. Practical issues like weight pruning and neuron pru

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Mobile computing is crucial for continuous internet connectivity regardless of physical location. The TCP/IP protocol suite, consisting of Transmission Control Protocol (TCP) and Internet Protocol (IP), forms the backbone of internet infrastructure. IP addressing and mobility challenges are addresse

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Overview of Network Slicing with OAI 5G CN workshop focusing on the crucial role of network slicing in realizing the service-oriented 5G vision. This workshop covers topics like multiple logical networks creation on shared infrastructure, different types of network slices, preparation and instantiat

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Kashif Mohammad from the Department of Physics at the University of Oxford provides insights into their setup involving ZEEK, ELK Monitoring, and OpenVas for network monitoring and vulnerability scanning. The team aims to enhance network security through structured classification of nodes based on t

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Pelvic and paraaortic lymph node evaluation is crucial in the surgical staging of gynecological malignancies. The goals of lymph node dissection are to determine disease extent and guide further treatment. Pelvic lymph nodes include common iliac, external and internal iliac, obturator, sacral, and p

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Snort is an open-source Network Intrusion Detection System (NIDS) developed by Cisco, capable of analyzing network packets to identify suspicious activities. It can function as a packet sniffer, packet logger, or a full-fledged intrusion prevention system. By monitoring and matching network activity

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Redis Cluster offers a pragmatic approach to distribution, connecting all nodes directly with a service channel. Each node communicates using a binary protocol, optimized for bandwidth and speed. Nodes do not proxy queries, and communication involves messages like PING, PONG, and Gossip. Hash slot k

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A doubly linked list in C comprises nodes with pointers to the next and previous nodes. Managing two sets of pointers can be complex, but adds flexibility for adding and removing nodes dynamically. This post explores the structure, implementation, and examples of doubly linked lists in C.

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This study delves into Byzantine Fault Tolerance (BFT) protocols in the realm of distributed ledgers, exploring the complexities of achieving consensus in trusted adversarial environments. The research examines the classic problem in computer science where distributed nodes communicate to reach agre

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Byzantine failures refer to arbitrary patterns of failures where nodes exhibit inconsistent behavior. This lecture discusses Byzantine agreement and the challenges in reaching consensus with faulty nodes. It explores the minimum number of processes needed for consensus and extends the concepts to ge

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In the process of building expression trees, nodes are inserted based on operators and operands, creating a fully parenthesized expression. The construction involves parsing the expression, inserting new nodes as tokens are examined, and linking nodes accordingly. By following the steps for handling

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A tree in data structures is a finite set of nodes with a designated root and subtrees, including internal nodes and leaf nodes. Terminology like root, parent nodes, leaves, and levels are explained, along with concepts of height and degree of a tree. Additionally, binary trees are introduced as a s

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Exploring the topology of interconnection networks helps determine the arrangement of channels and nodes, impacting network cost, performance, latency, energy consumption, and complexity of implementation. Abstract metrics such as degree, hop count, and network diameter play crucial roles in evaluat

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This content outlines the features and functionalities of the C.Coupled SE Platform (CSET Platform) developed by the Connetics Transportation Group. It covers aspects such as interface design, inputs merging, purposes, platform development using Cube, TAZs merging, and network attributes. The platfo

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Centrality measures in networks quantify the importance of nodes based on their influence, accessibility, and role as connectors. Important centrality measures include Degree centrality (based on the number of connections), Closeness centrality (based on short paths to other nodes), and Betweenness

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The lymphatic system is a vital network of organs, nodes, ducts, and vessels that maintains fluid balance, aids in immunity, and removes waste from tissues. It works in conjunction with the circulatory system to deliver essential nutrients and oxygen to cells. Key components include the thoracic duc

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This joint work delves into the vulnerability of large graphs in network analysis, focusing on immunization strategies to combat the spread of viruses. The study explores the optimization of immunization efforts by identifying the most crucial nodes for immunization, offering insights into safeguard

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This research focuses on achieving exact Byzantine consensus on undirected graphs under the local broadcast model, where communication is synchronous with known underlying graphs. The model reduces the power of Byzantine nodes and imposes connectivity requirements. The algorithm involves flooding va

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This presentation explores the concept of network coordinate systems, their limitations, efficient measurement of distance between nodes, and existing systems like Vivaldi and Pyxida. It delves into embedding errors in network coordinates, updates to reduce errors, secure mechanisms like Mahalanobis

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Meridian is an SDN platform developed by Mohammad Banikazemi, David Olshefski, Anees Shaikh, John Tracey, and GuohuiWang at IBM T. J. Watson Research Center. The platform focuses on providing cloud network services efficiently. It encompasses an architecture that enables faster and more convenient n

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Transitivity in math relations signifies a chain of connectedness where the friend of a friend might likely be one's friend, particularly in social network analysis. The clustering coefficient measures the likelihood of interconnected nodes and their relationships in a network, highlighting the stru

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The lymphatic system in cattle plays a crucial role in maintaining overall health. It consists of lymph nodes located in various regions of the body such as the head, neck, abdomen, and hind limbs. These lymph nodes produce lymphocytes and help in filtering foreign bodies. Lymph fluid, similar to bl

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This presentation introduces network metrics as tools to describe network characteristics and answer important questions. Using centrality metrics as an example, participants learn how to identify the most important nodes in a network based on different criteria such as degree centrality and closene

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Explore the differences between Whole Networks and Ego Networks in social network analysis. Whole Networks provide comprehensive information about all nodes and links, enabling the computation of network-level statistics. On the other hand, Ego Networks focus on a sample of nodes, limiting the abili

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Virtual Network Mapping (VNM) involves deploying virtual network requests in data center networks in response to real-time demands. It facilitates the deployment of virtual networks on physical machines by mapping virtual nodes and links onto substrate nodes and paths, ensuring constraints are met.

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Edge computing brings computing closer to the data source, minimizing communication distances between client and server for reduced latency and bandwidth usage. Distributed in device nodes, edge computing optimizes processing in smart devices instead of centralized cloud environments, enhancing data

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This text delves into training a neural network, covering concepts such as weight space symmetries, error back-propagation, and ways to improve convergence. It also discusses the layer structures and notation of a neural network, emphasizing the importance of finding optimal sets of weights and offs

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Explore the concept of return dispositions like NRFI, RFI, UNS, and UNSNWT in warehouse management, along with insights into Remote Returns Process (RRP) nodes and Non-RRP nodes. Learn about Regular Returns, LPNs, and the choice between consolidating returns with LPNs for efficiency. Understand the

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Identification of physical nodes and their connections, functional deployments showcasing interoperable interfaces between nodes, and classification of space and earth user nodes in the context of MOIMS services for the SEA reference architecture.

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Personalized HVAC Control System aims to optimize energy usage by sensing human comfort parameters, implementing control algorithms, and coordinating room nodes effectively. Motivated by high energy consumption in buildings, the system addresses user behavior towards thermostat settings to reduce en

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Network Function Virtualization (NFV) focuses on virtualizing network functions to improve efficiency and reduce costs in network infrastructure. The lecture discusses key readings, devices that compose a network, specialization of devices, benefits of one-device-does-anything approach, and the goal

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Network monitoring is crucial for efficient management and proactive issue detection in a network environment. Factors influencing an effective network system include choosing the best OEM, SLA agreements, and selecting a reliable System Integrator. Reactive monitoring can lead to financial losses a

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Interconnection networks play a crucial role in determining the arrangement of channels and nodes within a network, similar to a road map guiding traffic flow. Topology overview defines the network structure, while abstract metrics help evaluate performance and cost. Latency and throughput are key f

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