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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Understanding Deep Transfer Learning and Multi-task Learning
Deep Transfer Learning and Multi-task Learning involve transferring knowledge from a source domain to a target domain, benefiting tasks such as image classification, sentiment analysis, and time series prediction. Taxonomies of Transfer Learning categorize approaches like model fine-tuning, multi-ta
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The Vital Role of Domain Knowledge in Data Science and How to Acquire It
In the dynamic field of data science, technical skills alone aren\u2019t enough to ensure success. Domain knowledge, or understanding the specific context of the industry you\u2019re working in, is equally important. Delving into the realm of data sc
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Understanding Functions and Graphs in Mathematics
Functions are a fundamental concept in mathematics used to describe relationships in the real world. They can be represented through equations, graphs, tables, or verbal descriptions. A function maps elements from a domain to a range, where each input has a unique output. The domain encompasses all
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Understanding Domain and Range of Functions
Understanding functions involves exploring concepts such as domain, range, and algebraic inputs. This content covers topics like constructing functions, common functions like quadratic and trigonometric, and solving functions based on given domain and range. It also provides practice questions to te
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Gradual Fine-Tuning for Low-Resource Domain Adaptation: Methods and Experiments
This study presents the effectiveness of gradual fine-tuning in low-resource domain adaptation, highlighting the benefits of gradually easing a model towards the target domain rather than abrupt shifts. Inspired by curriculum learning, the approach involves training the model on a mix of out-of-doma
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Maximizing the Potential of the .NG Domain: Key Insights from NiRA Workshop
Explore the significance of the .NG domain, managed by the Nigerian Internet Registration Association (NiRA), for the Nigerian internet community. Learn about NiRA's background, the Switchto.ng campaign, and the benefits of using .NG for e-commerce and online security in Nigeria.
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Understanding Domain Adaptation in Machine Learning
Domain adaptation in machine learning involves transferring knowledge from one domain to another. It addresses the challenge of different data distributions in training and testing sets, leading to improved model performance. Techniques like domain adversarial training and transfer learning play a k
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Understanding Integrity Constraints in Relational Database Systems
Integrity constraints play a crucial role in maintaining the accuracy and integrity of data in a database. They include domain constraints, entity integrity, and referential integrity, each serving a specific purpose to ensure data consistency and reliability. Domain constraints ensure values in a c
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Understanding Knowledge Structure: Modeling Ephraim Chambers' Approach
Explore the significance of Chambers' Cyclopaedia published in 1728, focusing on its taxonomic tree structure and domain vocabulary. Learn about naive vs. informed modeling, the role of a Thesaurus/Ontology in expressing hierarchy, and the implications of talk exchanges in understanding knowledge st
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Understanding Injective and Surjective Functions
Injective functions map elements from the domain to the range uniquely, while surjective functions ensure every element in the co-domain has a corresponding element in the domain. The negation of injective means finding x1 and x2 in the domain with the same function value but not equal, whereas for
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Introduction to PDDL Planning Domain
PDDL (Planning Domain Description Language) is a language based on STRIPS with various extensions originally defined by Drew McDermott. It is used in the International Planning Competition (IPC) series and offers a standard input for many planners. Tasks are specified using two files: domain file an
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Steps to Establish a Master Facility List in Health Facility Registry
The process of establishing a Master Facility List (MFL) in a Health Facility Registry involves integrating data collection into routine facility visits, identifying data components, validating lists, and merging information at state level. Key elements include signature domain data (facility ID, ge
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Semantic Analysis of Clinical Narratives Using Complex Knowledge Graphs
Need for improved semantic analysis of clinical narratives for information retrieval and decision support is addressed through the use of complex knowledge graphs. These graphs capture axiomatic descriptions of generalizable truths about entities in the medical domain, providing a language-independe
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Theories of Human Development in Psychomotor Domain
The psychomotor domain involves the development of muscle skills associated with mental processes. Psychomotor development progresses through cognitive, associative, and autonomic stages, where individuals learn to perform new skills that involve both the body and mind. In the cognitive stage, one n
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Understanding Functions: Definitions and Arrow Diagrams
Recall the definition of a function, where each element in the domain is related to exactly one element in the co-domain. Arrow diagrams can visually represent functions from finite sets X to Y. In this example, a function is defined from X = {a, b, c} to Y = {1, 2, 3, 4} using arrow diagrams, showc
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Understanding Operating System Protection Principles
Explore the goals, principles, and implementation of protection in computer systems, including access matrix, domain structure, and capability-based systems. Learn how protection domains and access control are used to specify resource access, and delve into the concept of least privilege and dynamic
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Understanding Relations and Functions in Mathematics
A relation is a correspondence between two sets where each element in the first set (domain) corresponds to at least one element in the second set (range). Functions are special relations where each element in the domain has a unique correspondence in the range. Surjective functions map the entire r
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Best Demolition in Queens Domain
Are you looking for the Best Demolition in Queens Domain? Then contact Goodchap Group Demolition and Garden Clean Up. They are a small company dedicated to providing top-notch services in small demolition, rubbish removal, and gardening. Their friend
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Understanding Time Domain Dynamic Responses in Control Systems
In the field of control systems, analyzing time domain dynamic responses is essential for evaluating system performance. This involves studying transient and steady-state responses, as well as characteristics such as steady-state error. By examining these responses to standard input signals, insight
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Zero Touch Network and Service Management Architecture Overview
Explore the ETSI ZSM ISG's initiative on Zero Touch Network and Service Management, focusing on creating an automated architecture supporting legacy and virtualized networks. Learn about the framework, architecture features, and services offered within the ZSM domain. Dive into E2E service managemen
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Understanding Properties of Rational Functions
Rational functions are expressed as the ratio of two polynomials. The domain of a rational function excludes values that make the denominator zero. Various examples illustrate how to determine the domain and identify asymptotes in rational functions. Vertical asymptotes exist where the denominator i
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MC-OOK Symbol Design for IEEE 802.11 - March 2018
Introducing MC-OOK waveforms with low peak-to-average power ratio for IEEE 802.11, utilizing 256-QAM modulation and 4 MHz bandwidth. The design methodology involves generating time-domain waveforms, transforming to frequency domain, and proposing symbols with and without DC subcarriers. Detailed sym
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Understanding Domain Name Service (DNS) in Linux Network Administration
Domain Name Service (DNS) is a crucial scheme for resolving hostnames in a network, eliminating the need to record all hostnames in a local file. The Berkeley Internet Name Domain service (BIND) is a prominent DNS implementation providing efficient hostname resolution. DNS organizes hostnames in a h
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WEB-SOBA: Ontology Building for Aspect-Based Sentiment Classification
This study introduces WEB-SOBA, a method for semi-automatically building ontologies using word embeddings for aspect-based sentiment analysis. With the growing importance of online reviews, the focus is on sentiment mining to extract insights from consumer feedback. The motivation behind the researc
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Understanding Relational Ontology and Knowledge Production in Sociology
This academic exploration delves into the concept of relational ontology and its methodological implications in knowledge production, focusing on the ownership of ideas and the role of intellectuals as knowledge producers. It discusses the foundational singularity, the generative significance of con
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Country Names in the Domain Name System (DNS)
The Domain Name System (DNS) plays a crucial role in attributing top-level and second-level domains to country names. This system is global and managed by ICANN, not national offices, allowing for unique attribution to one person. Examples of country names registered as second-level domains are prov
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Semi-Automatic Ontology Building for Aspect-Based Sentiment Classification
Growing importance of online reviews highlights the need for automation in sentiment mining. Aspect-Based Sentiment Analysis (ABSA) focuses on detecting sentiments expressed in product reviews, with a specific emphasis on sentence-level analysis. The proposed approach, Deep Contextual Word Embedding
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Introduction to PDDL Planning Domain Language
PDDL (Planning Domain Description Language) is a language based on STRIPS with various extensions, widely used in the International Planning Competition. It allows for specifying tasks via domain and problem files, representing predicates, operators, objects, initial states, and goal states. Blackbo
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CCSDS System Architecture WG Restart Summary
System Architecture Working Group (SAWG) is restarting to refresh the CCSDS Reference Architecture for CMC. The motivation stems from the need to update the outdated RASDS and align it with evolving standards and projects. The plan includes incorporating operational, physical, and service viewpoints
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Framework for Ontology Learning from Big Data with IDRA
IDRA (Inductive Deductive Reasoning Architecture) presents a comprehensive framework for ontology learning, focusing on data modeling and architecture components. ETL (Extract Transform Load) processes play a vital role in semantic enhancement of data, especially in identity and access governance co
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Importance of Ontology in System Development for DoT
Ontology plays a crucial role in the development of systems for DoT by facilitating the automation of tasks, improving consistency, and enhancing the efficiency of tool chains. It enables the transformation of semantic descriptions into algorithms, streamlining processes and reducing the need for ma
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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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Challenges and Opportunities in Ontology Engineering Tools
Prof. Enrico Motta discusses the limitations of current ontology engineering tools, emphasizing the need for better support for creating ontological specifications. The lack of tools that offer a knowledge-level perspective and assist in sensemaking, navigation, and identifying relevant definitions
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Using Word Embeddings for Ontology-Driven Aspect-Based Sentiment Analysis
Motivated by the increasing number of online product reviews, this research explores automation in sentiment mining through Aspect-Based Sentiment Analysis (ABSA). The focus is on sentiment detection for aspects at the review level, using a hybrid approach that combines ontology-based reasoning and
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Developing MPI Programs with Domain Decomposition
Domain decomposition is a parallelization method used for developing MPI programs by partitioning the domain into portions and assigning them to different processes. Three common ways of partitioning are block, cyclic, and block-cyclic, each with its own communication requirements. Considerations fo
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BabyDayOut Ontology: Describing Picture with Classes, Instances, and Relations
Ontology "BabyDayOut" is developed using RDF/RDFS to describe a picture. It includes classes such as Person, Animal, Baby, Picture, Man, and Gorilla with instances like John, KingKong, Jack, Peter, and Alex. Various relations like hasFriend, hasAnimalFriend, sonOf, depicts, hasEnemy, and hasTitle ar
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SASOBUS: Semi-Automatic Sentiment Domain Ontology Building Using Synsets
Building on the need for automation due to the increasing volume and significance of online reviews, SASOBUS focuses on Aspect-Based Sentiment Analysis (ABSA). The motivation behind SASOBUS lies in the growth of sentiment mining for product reviews, particularly at the sentence level. Its approach i
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Understanding Cross-Domain Policies in Web Application Security
This content explores various aspects of cross-domain policies in web applications, including the Same-Origin Policy for JavaScript and Flash, their importance in protecting user data, potential risks of bypassing these policies, and the implications of trusting Flash content to read data from exter
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Understanding Contexts: A Meta-Ontological Approach
Ontologies provide a general representation of reality, but knowledge is mostly context-dependent. Analyzing different types of contexts, from linguistic to manufacturing, remains a challenge. This study aims to deepen the understanding of the ontological nature of contexts by leveraging a meta-onto
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