Clinical trials often use composite outcomes, but conventional analysis methods have limitations in accurately reflecting clinical reality. Hierarchical outcomes offer flexibility by defining a hierarchy of events based on importance. Analyzing trials using hierarchical outcomes involves comparing p

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Explore how radio waves travel and are influenced by solar activity. Learn about HF radio wave propagation, critical layers, day-night cycle effects, sunspots, coronal mass ejections, solar wind, auroras, and more. Discover the impacts of solar flux, sunspot numbers, and solar flares on radio wave c

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Radio frequency signals exhibit various behaviors as they travel through different mediums, affecting transmission speed and distance between devices. Propagation behaviors include absorption, reflection, scattering, refraction, and diffraction, impacting wireless network performance. Understanding

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Explore the concepts of clustering and retrieval in machine learning, focusing on K-means and Hierarchical Clustering algorithms. Learn how clustering assigns labels to data points based on similarities, facilitates data organization without labels, and enables trend discovery and predictions throug

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Artificial Neural Networks aim to mimic brain processing. Back-propagation is a key method to train these networks, optimizing weights to minimize loss. Multi-layer networks enable learning complex patterns by creating internal representations. Historical background traces the development from early

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Radio wave propagation in the ionosphere is influenced by factors such as the radio refractive index and absorption of radio wave energy. This chapter delves into the interaction of radio waves with the ionosphere, discussing concepts like the electromagnetic spectrum nomenclature and the frequency

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This lecture covers the kinetics of free radical polymerization, including initiation, propagation, termination, and kinetic chain length concepts. It explains the calculation of kinetic chain length and chain-transfer reactions. Key points include the rate equations for initiation, propagation, and

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Horticulture, a crucial branch of agriculture, focuses on garden crops, intensively cultivated plants for food, medicine, and aesthetics. Discover the scope and significance of horticulture in improving land productivity, generating employment, boosting economic conditions, and providing nutritional

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Learn various plant propagation methods such as division, bulbs and corms, tubers and rhizomes, along with essential tips for planting and care. Understand the processes of asexual propagation and division with detailed steps for successful plant propagation and growth. Discover how to propagate pla

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An overview of a novel structured laser beam (SLB) system designed for long-distance propagation with low divergence and a small central spot size. This cost-effective method allows for easy adjustment of beam parameters and offers advantages such as self-reconstruction after obstacles, compact spot

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Exploring the concept of complex wavevectors in a homogeneous medium, this content delves into monochromatic waves, Maxwell equations, wave propagation, and the relationship between material properties and wave behavior. It discusses how the complex nature of wavevectors impacts fields, damping, and

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Explore the characteristics and properties of monochromatic plane waves in electromagnetic theory, including their spatial distribution, propagation in the positive X direction, wavelength, linear and non-linear operations, polarization direction, elliptical and circular polarization, and the relati

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Explore the concept of flower cultivars, propagation techniques, and control measures for pests and diseases affecting flowers. Learn about the economic importance of cultivars in the flower market and the significance of quality factors in post-harvest flower longevity. Discover different propagati

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We introduce a model describing wave propagation in a porous solid saturated by a three-phase fluid (oil, water, and gas). The model considers kinetic and dissipative energy density functions, laminar flow obeying Darcy's law, and capillary pressure functions. Elastic constants are determined using

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Explore the basics of HF propagation, how solar activity influences band conditions, and the impact of phenomena like sunspots, flares, and CMEs. Learn which bands to use for effective communication and grasp the fundamentals of wave propagation, refraction, and reflection. This presentation provide

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This informative content delves into weak signal propagation and its various aspects related to electromagnetic waves, particularly in the context of radio communication. It covers topics such as radio waves, radio horizon, knife-edge diffraction, tropospheric scatter mode, auroral reflection, and m

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Dive into the world of HF propagation and how signals travel from one point to another in amateur radio communication. Explore topics such as ionosphere basics, critical frequency, practical examples, and the importance of the F2 layer. Gain insights into launching waves, propagation prediction meth

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Wireless propagation models play a crucial role in characterizing the wireless channel and understanding how signals are affected by environmental conditions. This article explores the different propagation mechanisms like reflection, diffraction, and scattering, along with the challenges and applic

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This research explores the implementation of Hierarchical Rings with Deflection (HiRD) routing as a solution to the performance and energy inefficiencies found in traditional hierarchical ring designs. HiRD guarantees livelock freedom and efficient delivery while simplifying the network structure by

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This content explores the concept of vegetative propagation in flowering plants, focusing on asexual reproduction, flower structure, and gamete formation. It covers topics such as types of vegetative propagation, reproductive mechanisms, and the advantages of this process. Readers can test their kno

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Investigation and comparison of laser beam propagation in maritime environments through field and laboratory experiments. The study examines the effects of real-life conditions such as temperature fluctuations, wind, and aerosols on laser light propagation. A basic field experiment at the US Naval A

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Learn how to set up a second hierarchical data table in Windchill PDMLink by selecting rows from the first table to view and interact with related objects in a structured manner. The process involves customization and user actions within the tables to manage parts and documents efficiently.

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A study conducted by Zheng Li, Ying Wei, Yu Zhang, and Qiang Yang from the Hong Kong University of Science and Technology on utilizing a Hierarchical Attention Transfer Network for Cross-domain Sentiment Classification. The research focuses on sentiment classification testing data of books, training

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The research presented at the 33rd AAAI Conference on Artificial Intelligence focuses on developing an explainable deep model for recommendation systems. It addresses challenges in extracting explicit features from noisy data and proposes a Deep Explicit Attentive Multi-View Learning Model. This mod

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Micropropagation is a popular method for vegetative propagation in plants, providing genetically identical copies through aseptic tissue culture techniques. This technique allows for mass production of true-to-type plantlets in a short time, crucial for the commercial propagation of horticultural cr

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The research discusses the use of Hierarchical DAGs in summarizing data with a focus on disease ontology and animal diseases. It explores how general concepts can summarize specific items and their relationships. The study also presents motivated examples of popular papers summarization in SIGMOD, s

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The research discusses methods for hierarchical classification of entities into incomplete ontologies. It explores the challenges of evolving web-scale datasets and the need for classifying entities in an incomplete ontology structure. The Hierarchical Exploratory EM model is detailed, providing ins

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This research paper presents a novel approach, HRL4Ba, for Next-basket Recommendation (NBR) by addressing the challenge of guiding recommendations based on historical baskets that may contain noise products. The proposed Hierarchical Reinforcement Learning framework incorporates dynamic context mode

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This research explores the challenges and solutions in semi-supervised entity classification within incomplete class hierarchies. It addresses issues related to food, animals, vegetables, mammals, reptiles, and fruits, presenting an optimized divide-and-conquer strategy. The goal is to achieve semi-

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Identical local evidence can lead to different interpretations in computer vision, highlighting the importance of propagating information effectively. Probabilistic graphical models serve as a powerful tool for this purpose, enabling the propagation of local information within an image. This lecture

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Explore the fascinating world of radio wave propagation, including topics such as Earth communications, meteor scatter, microwave propagation, aurora propagation, and various techniques like trans-equatorial propagation. Learn about the maximum separation between stations communicating by Moon bounc

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Learn to build a hierarchical ratings model with 4 criteria, including subcriteria for Comfort, using a step-by-step approach. Explore how to select covering criteria, create performance scales, add and rate alternatives, and prioritize rating intensities for effective evaluation. Streamline your ra

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This study explores the efficient and effective detection of duplicates in hierarchical data, focusing on fuzzy duplicates and hierarchical relationships in XML. It discusses the current and proposed systems, including the use of Bayesian networks for similarity computations. The methods involve vec

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The process of crack initiation and propagation in materials is essential to comprehend for assessing fracture risk. This involves calculating defect sizes using fracture toughness values and understanding how cracks develop under repeated stresses, leading to fast fractures. The direction of crack

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Explore top-k graph summarization techniques on Hierarchical Directed Acyclic Graphs (DAGs) like Disease Ontology, ImageNet, and Wikipedia Categories. Understand motivations for summarization, related works, and the kDAG-Problem. Discover algorithms, experiments, and conclusions for efficient graph

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Dive into the concepts of hierarchical and non-hierarchical modeling in computer graphics. Explore how hierarchical models represent complex objects with explicit sub-part dependencies, while non-hierarchical models treat objects independently. Understand the benefits and challenges of each approach

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Explore how a Bayesian Hierarchical Model can be leveraged to design quality into clinical trials and ensure compliance with ICH E6 R2 Quality Tolerance Limits. Learn about the Risk-Based approach, Quality Tolerance Limits methodology, and the application of Bayesian modeling for early phase studies

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The presentation by Huawei Technologies introduces a multi-zone propagation model for IEEE 802.11ay in large-scale scenarios operating in the 60 GHz band. It aims to address the diverse physical effects experienced by signals over long distances, complementing the existing Q-D channel model for more

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Explore the concepts of hierarchical body modeling in OpenGL Homework 3 by creating body part hierarchies, recording transformation matrices, and understanding the hierarchy structures. The homework focuses on building hierarchies for body parts like thighs and shanks, applying transformations, and

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This study presents a machine learning approach for the hierarchical classification of transposable elements (TEs) based on pre-annotated DNA sequences. The research includes data collection, feature extraction using k-mers, and classification approaches. Proper categorization of TEs is crucial for

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