Hierarchical model - PowerPoint PPT Presentation


Domain-Agnostic Information Model for Vehicle Data Transformation

The push towards a domain-agnostic information model from a vehicle-centric data approach is explored due to emerging industry requirements. COVESA projects like AUTOSAR Vehicle API and EV charging necessitate a shift. The proposal introduces the Hierarchical Information Model (HIM) to organize data

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Prioritizing Clinically Important Outcomes Using Hierarchical Win Ratio

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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Building a Macrostructural Standalone Model for North Macedonia: Model Overview and Features

This project focuses on building a macrostructural standalone model for the economy of North Macedonia. The model layout includes a system overview, theory, functional forms, and features of the MFMSA_MKD. It covers various aspects such as the National Income Account, Fiscal Account, External Accoun

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NAMI Family Support Group Model Overview

This content provides an insightful introduction to the NAMI family support group model, emphasizing the importance of having a structured model to guide facilitators and participants in achieving successful support group interactions. It highlights the need for a model to prevent negative group dyn

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Understanding Clustering Algorithms: K-means and Hierarchical Clustering

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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Understanding Entity-Relationship Model in Database Systems

This article explores the Entity-Relationship (ER) model in database systems, covering topics like database design, ER model components, entities, attributes, key attributes, composite attributes, and multivalued attributes. The ER model provides a high-level data model to define data elements and r

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Communication Models Overview

The Shannon-Weaver Model is based on the functioning of radio and telephone, with key parts being sender, channel, and receiver. It involves steps like information source, transmitter, channel, receiver, and destination. The model faces technical, semantic, and effectiveness problems. The Linear Mod

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Understanding Atomic Structure: Electrons, Energy Levels, and Historical Models

The atomic model describes how electrons occupy energy levels or shells in an atom. These energy levels have specific capacities for electrons. The electronic structure of an atom is represented by numbers indicating electron distribution. Over time, scientists have developed atomic models based on

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Understanding ROC Curves and Operating Points in Model Evaluation

In this informative content, Geoff Hulten discusses the significance of ROC curves and operating points in model evaluation. It emphasizes the importance of choosing the right model based on the costs of mistakes like in disease screening and spam filtering. The content explains how logistical regre

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Secure Computation Techniques in RAM Models with Efficient Automation

Explore the automation of efficient RAM-model secure computation techniques, including examples such as secure binary search. Discover how traditional solutions using circuit abstractions can be improved for sub-linear time computation through methods like Oblivious RAM. Learn about techniques such

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Understanding the OSI Model and Layered Tasks in Networking

The content highlights the OSI model and layered tasks in networking, explaining the functions of each layer in the OSI model such as Physical Layer, Data Link Layer, Network Layer, Transport Layer, Session Layer, Presentation Layer, and Application Layer. It also discusses the interaction between l

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Regression Diagnostics for Model Evaluation

Regression diagnostics involve analyzing outlying observations, standardized residuals, model errors, and identifying influential cases to assess the quality of a regression model. This process helps in understanding the accuracy of the model predictions and identifying potential issues that may aff

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Design and Evaluation of Hierarchical Rings with Deflection Routing

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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MFMSA_BIH Model Build Process Overview

This detailed process outlines the steps involved in preparing, building, and debugging a back-end programming model known as MFMSA_BIH. It covers activities such as data preparation, model building, equation estimation, assumption making, model compilation, and front-end adjustment. The iterative p

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Understanding R&D Internationalization through Firm and Patent Data Analysis

Explore the measurement of R&D internationalization by analyzing firm and patent data. Traditional and recent approaches, including combining firm and patent data, offer insights into foreign R&D activities. The International Hierarchical Ownership Model (IHOM) provides a longitudinal view of MNC ow

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Understanding Multiclass Logistic Regression in Data Science

Multiclass logistic regression extends standard logistic regression to predict outcomes with more than two categories. It includes ordinal logistic regression for hierarchical categories and multinomial logistic regression for non-ordered categories. By fitting separate models for each category, suc

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Proposal for Radio Controlled Model Aircraft Site Development

To establish a working relationship for the development of a site suitable for radio-controlled model aircraft use, the proposal suggests local land ownership with oversight from a responsible agency. Collins Model Aviators is proposed as the host club, offering site owner liability insurance throug

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UBU Performance Oversight Engagement Framework Overview

Providing an overview of the UBU Logic Model within the UBU Performance Oversight Engagement Framework, this session covers topics such as what a logic model is, best practice principles, getting started, components of the logic model, evidence & monitoring components, and next steps. The framework

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Creating Second Hierarchical Data Table in Windchill PDMLink

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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Regression Model for Predicting Crew Size of Cruise Ships

A regression model was built to predict the number of crew members on cruise ships using potential predictor variables such as Age, Tonnage, Passenger Density, Cabins, and Length. The model showed high correlations among predictors, with Passengers and Cabins being particularly problematic. The full

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Exact Byzantine Consensus on Undirected Graphs: Local Broadcast Model

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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Hierarchical Attention Transfer Network for Cross-domain Sentiment Classification

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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Explainable Recommendation Using Attentive Multi-View Learning

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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Understanding Inheritance in Object-Oriented Programming

Inheritance is a fundamental concept in C++ that allows for the creation of new classes based on existing classes. This enables code reusability, organization, and the implementation of a hierarchical structure in programming. By using inheritance, developers can efficiently model relationships betw

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Calibration of Multi-Variable Rainfall-Runoff Model Using Snow Data in Alpine Catchments

Explore the calibration of a conceptual rainfall-runoff model in Alpine catchments, focusing on the importance of incorporating snow data. The study assesses the benefits of using multi-objective approaches and additional datasets for model performance. Various aspects such as snow cover, groundwate

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Data Summarization with Hierarchical Taxonomy: Motivations and Examples

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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Understanding Asp.Net Core MVC - Building Web Applications with Model-View-Controller Pattern

Asp.Net Core MVC is a framework for building web applications based on the Model-View-Controller pattern. The model manages application data and constraints, views present application state, and controllers handle requests and actions on the data model. Learn about the MVC structure, life cycle, mod

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Classifying Entities into an Incomplete Ontology: Exploratory EM Approach

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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Denoising-Oriented Deep Hierarchical Reinforcement Learning for Next-basket Recommendation

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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Hierarchical Semi-Supervised Classification with Incomplete Class Hierarchies

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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Understanding Clustering Methods for Data Analysis

Clustering methods play a crucial role in data analysis by grouping data points based on similarities. The quality of clustering results depends on similarity measures, implementation, and the method's ability to uncover patterns. Distance functions, cluster quality evaluation, and different approac

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Introduction to HDF5: Hierarchical Data Format

HDF5, a flexible data model, is designed for managing challenging data with fast access requirements. Its structure includes groups, datasets, and arrays, facilitating efficient storage and I/O operations. Various tools and examples enable users to work with HDF5 files effectively, making it a popul

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Understanding X-CAPM: An Extrapolative Capital Asset Pricing Model

This paper discusses the X-CAPM model proposed by Barberis et al., which addresses the challenges posed by investors with extrapolative expectations. The model analytically solves a heterogeneous agents consumption-based model, simulates it, and matches various moments. It explores how rational inve

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Overview of IEC 61850 Data Model for Substation Automation

This content provides an in-depth look into the IEC 61850 standard, focusing on logical devices, logical nodes, and their implementation in substation automation systems. It covers use cases, system specifications, model mapping, measurements examples, and hierarchical data modeling, offering valuab

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Enhanced Energy Storage Model Proposal for Li-ion and Flow Batteries

Exploring similarities and differences between Li-ion and Flow Batteries, the workgroup aims to structure models that build on commonalities without restricting a specific technology. Participants express interest in expanding the models to deeper hierarchical levels. The proposed models cover diffe

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Innovation and Social Entrepreneurship Initiatives in Higher Education

This project focuses on establishing a leading center for promoting innovation and social entrepreneurship within higher education institutions. It aims to encourage students and staff to develop creative solutions for community challenges, expand social involvement, and foster sustainable positive

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Principles of Econometrics: Multiple Regression Model Overview

Explore the key concepts of the Multiple Regression Model, including model specification, parameter estimation, hypothesis testing, and goodness-of-fit measurements. Assumptions and properties of the model are discussed, highlighting the relationship between variables and the econometric model. Vari

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Proposed Public Transportation Improvement Plan for Delhi

Delhi's public transportation system faces challenges of low accessibility, complex route structures, high waiting times, and poor fleet distribution. The proposed plan aims to enhance accessibility, efficiency, and reliability by implementing a hierarchical bus network, improving service frequencie

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Building Hierarchical Ratings Model without Alternatives Listed

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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Efficient and Effective Duplicate Detection in Hierarchical Data

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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