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

0 views • 10 slides


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

7 views • 20 slides



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

2 views • 23 slides


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

6 views • 23 slides


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

1 views • 48 slides


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

0 views • 25 slides


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

0 views • 8 slides


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

0 views • 5 slides


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

7 views • 11 slides


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

0 views • 37 slides


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

1 views • 41 slides


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

0 views • 52 slides


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

0 views • 10 slides


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

0 views • 34 slides


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

0 views • 23 slides


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.

0 views • 8 slides


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

0 views • 28 slides


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

0 views • 19 slides


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

0 views • 20 slides


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

0 views • 27 slides


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

0 views • 27 slides


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

0 views • 16 slides


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-

0 views • 18 slides


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

0 views • 8 slides


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

0 views • 27 slides


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

0 views • 20 slides


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

0 views • 9 slides


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

1 views • 31 slides


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

1 views • 15 slides


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

0 views • 12 slides


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

0 views • 25 slides


Linkage Analysis of Web Sites: Understanding the Macro-Structure

This paper explores the hierarchical graph structure of the web, emphasizing the linkage between web sites at various levels of affiliation and control. The authors discuss the connectivity properties of hosts and domains over time using a hostgraph model and propose a related host finding algorithm

0 views • 33 slides


Graph Summarization on Hierarchical DAGs

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

0 views • 38 slides


Understanding IP Addressing and Routing in Computer Networks

IP (Internet Protocol) operates at Layer 3 of the OSI model and TCP/IP stack, facilitating the routing of data packets over computer networks. It is a connectionless protocol that uses hierarchical addressing to efficiently route packets to their destinations. IP addressing, such as the 32-bit IPv4

0 views • 39 slides


Understanding Hierarchical vs. Non-Hierarchical Models in Computer Graphics

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

0 views • 30 slides


Utilizing Bayesian Hierarchical Model for Clinical Trial Quality Design

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

0 views • 14 slides


Simulating the Battle of Thermopylae: Analyzing What-If Scenarios

Accurately simulating the historic Battle of Thermopylae to analyze potential alternative outcomes through the development of a simulation program. The research focuses on comparing counter-factual simulations with historical records to determine key factors that influenced the battle. Programming i

0 views • 24 slides


Enhancements to DB2's Cost-Based Optimizer for XML Support

This paper discusses the acceptance of XML as a language for data interchange and the development of DB2 XML by IBM. It focuses on the extensions made to DB2's cost-based optimizer, emphasizing its support for XQuery as a query language. The paper also explores the largely declarative nature of XML

0 views • 20 slides


Hierarchical Body Modeling in OpenGL Homework 3

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

0 views • 23 slides


Machine Learning Approach for Hierarchical Classification of Transposable Elements

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

0 views • 18 slides