Breaking the Spell_ Overcoming the Challenges of Poison Anchor Text in Link Building
Link building is a fundamental aspect of search engine optimisation (SEO) that helps improve website visibility and organic rankings. However, the improper use of anchor text can lead to negative consequences and hinder your link-building efforts.
1 views • 3 slides
Graph Machine Learning Overview: Traditional ML to Graph Neural Networks
Explore the evolution of Machine Learning in Graphs, from traditional ML tasks to advanced Graph Neural Networks (GNNs). Discover key concepts like feature engineering, tools like PyG, and types of ML tasks in graphs. Uncover insights into node-level, graph-level, and community-level predictions, an
3 views • 87 slides
Localised Adaptive Spatial-Temporal Graph Neural Network
This paper introduces the Localised Adaptive Spatial-Temporal Graph Neural Network model, focusing on the importance of spatial-temporal data modeling in graph structures. The challenges of balancing spatial and temporal dependencies for accurate inference are addressed, along with the use of distri
3 views • 19 slides
Graph Neural Networks
Graph Neural Networks (GNNs) are a versatile form of neural networks that encompass various network architectures like NNs, CNNs, and RNNs, as well as unsupervised learning models such as RBM and DBNs. They find applications in diverse fields such as object detection, machine translation, and drug d
2 views • 48 slides
Understanding Neo4j Graph Database Fundamentals
This comprehensive presentation delves into the fundamentals of Neo4j graph database, covering topics such as the definition of graph databases, reasons for their usage, insights into Neo4j and Cypher, practical applications like data flow analysis, and hands-on instructions on creating and querying
0 views • 20 slides
How To Anchor Furniture To A Wall: A Comprehensive Guide
If you have any children or pets or you live in a place where earthquakes are common, you need to know how to attach furniture to walls. Anchoring furniture can reduce the risk of tip-over and help prevent serious injury and damage. It is a relatively simple and quick process. We'll show you how to
1 views • 4 slides
Understanding Breadth-First Search (BFS) Algorithm for Graph Searching
This content delves into the Breadth-First Search (BFS) algorithm, a fundamental graph searching technique. It explains the step-by-step process of BFS, from initializing the graph to traversing vertices in a specific order. Through detailed visual representations, you will gain insights into how BF
1 views • 75 slides
Exploring Graph-Based Data Science: Opportunities, Challenges, and Techniques
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
3 views • 37 slides
Understanding Graph Theory: Friendship Theorem and Freshman's Dream
Explore the intriguing concepts of the Friendship Theorem and Freshman's Dream in graph theory along with examples and visual illustrations. Learn about common friends, relationships between vertices and edges, and what defines a graph in a concise yet comprehensive manner.
0 views • 84 slides
Evolution of Freebase and the Google Knowledge Graph
Freebase was initially created in 2005 as an open shared database of knowledge, later acquired by Google and absorbed into the Google Knowledge Graph. Its approach included crowdsourcing updates and additions, focusing on data rather than text. The schema of Freebase included around 1500 types, 3500
1 views • 12 slides
Overview of Multi-AP Operation in IEEE 802.11be
The document discusses the unique feature of multi-AP operation in IEEE 802.11be, emphasizing the performance benefits in various deployments. It addresses the need for AP-to-AP communication, the concept of anchor APs, interfaces for inter-AP communication, and backhaul options. The importance of f
0 views • 13 slides
Exploring Deep Graph Theory: Philosophical Implications and Misconceptions
Delve into the realm of Deep Graph Theory where graph theory statements are analyzed beyond their conventional scope to uncover philosophical insights and correct misunderstandings. Discover the essence of trees, forests, and the unique relationship where every tree is regarded as a forest. Addition
0 views • 13 slides
Understanding Graph Theory Fundamentals
Delve into the basics of graph theory with topics like graph embeddings, graph plotting, Kuratowski's theorem, planar graphs, Euler characteristic, trees, and more. Explore the principles behind graphs, their properties, and key theorems that define their structure and connectivity.
0 views • 17 slides
Enhancing Accessibility Through Alternate Text in Microsoft Documents
Explore the importance of alternate text in Microsoft documents for accessibility. Learn what alternate text is, why and when you should use it, and how to add it effectively. Discover the benefits of incorporating alternate text and the legal aspects related to accessibility under Section 508. Enha
0 views • 23 slides
Association Rules with Graph Patterns: Exploring Relationships in Data
Dive into the world of association rules with graph patterns, where relationships and connections are analyzed through nodes and edges. Discover how to define association rules, identify customers, and uncover interesting patterns using graph-based techniques. Explore traditional and graph-pattern a
2 views • 18 slides
Solving the Professors to Coffee Lounge Problem: A Graph Theory Approach
An intriguing mathematical problem is presented where new faculty members at TIMS must be assigned to coffee lounge alcoves in a way that ensures no two new members meet after the first day. By constructing a graph based on meet-up timings, analyzing clashes, and determining intervals, this scenario
1 views • 19 slides
Exploring the Impact of Randomness on Planted 3-Coloring Models
In this study by Uriel Feige and Roee David from the Weizmann Institute, the effect of randomness on planted 3-coloring models is investigated. The research delves into the NP-hard nature of 3-coloring problems, introducing a hosted coloring framework that involves choices like the host graph and th
0 views • 55 slides
Essential Information on Text-to-911 System
Explore key details about the text-to-911 system, including capturing text conversations, handling abandoned calls, transferring text calls to queues, and managing text conversations effectively. Learn about system configurations, call release timings, and dispatcher capabilities in handling text me
0 views • 12 slides
Managing Large Graphs on Multi-Cores with Graph Awareness
This research discusses the challenges in managing large graphs on multi-core systems and introduces Grace, an in-memory graph management and processing system with optimizations for graph-specific and multi-core-specific operations. The system keeps the entire graph in memory in smaller parts and p
0 views • 14 slides
Maria's Bike Journey Graph Analysis
Maria's bike journey graph depicts her distance from home as she rode to meet friends and run errands before returning home. The graph shows her stops for errands, changes in direction, and her path back home. By interpreting the key features of the graph, such as intercepts and intervals, we can an
0 views • 15 slides
Balanced Graph Edge Partition and Its Practical Applications
Balanced graph edge partitioning is a crucial problem in graph computation, machine learning, and graph databases. It involves partitioning a graph's vertices or edges into balanced components while minimizing cut costs. This process is essential for various real-world applications such as iterative
0 views • 17 slides
Introduction to Graphviz: A Powerful Visualization Tool
Graphviz is a versatile tool used to create visual representations of graphs by describing them in the DOT language. The process involves writing a text file with the graph description, using Graphviz to generate the graph picture, and then viewing or processing the output. It provides a detailed in
0 views • 10 slides
Understanding Text Representation and Mining in Business Intelligence and Analytics
Text representation and mining play a crucial role in Business Intelligence and Analytics. Dealing with text data, understanding why text is difficult, and the importance of text preprocessing are key aspects covered in this session. Learn about the goals of text representation, the concept of Bag o
0 views • 27 slides
Understanding Spanning Trees and Minimum Spanning Trees
Explore the concept of spanning trees and minimum spanning trees in graph theory through an in-depth lecture outline covering topics like Cut Property, Cycle Property, Kruskal's Algorithm, and more. Delve into the significance of Minimum Spanning Trees (MSTs) as the lowest-cost spanning tree of a gr
1 views • 41 slides
Graph Pattern Matching Challenges and Solutions
Graph pattern matching in social networks presents challenges such as costly queries, excessive results, and query focus issues. The complexity of top-k and diversified pattern matching problems requires heuristic algorithms for efficient solutions. Finding best candidates for project roles involves
0 views • 19 slides
Understanding Small Set Expansion in Johnson Graphs
In this detailed piece, Subhash Khot, Dor Minzer, Dana Moshkovitz, and Muli Safra explore the fascinating concept of Small Set Expansion in Johnson Graphs. The Johnson Graph is defined as a representation where nodes are sets of size K in a universe of size N, and two sets are connected if they inte
0 views • 14 slides
Vertex-Centric Programming for Graph Neural Networks
Seastar presents a vertex-centric programming approach for Graph Neural Networks, showcasing better performance in graph analytic tasks compared to traditional methods. The research introduces the SEAStar computation pattern and discusses GNN programming abstractions, execution, and limitations. Dee
0 views • 17 slides
The Next Safety Net: Anchor Institutions and the Peak State in the UK
A discussion on the concept of the Peak State in the UK, highlighting challenges in government funding and rising demand for health and social care services. It explores the role of anchor institutions in addressing these issues and discusses the potential impacts of austerity measures on local auth
0 views • 17 slides
Enhancing Vocabulary Development Through Word Walls and Anchor Charts
Explore the power of word walls and anchor charts in supporting vocabulary development in the classroom. Discover the key points to ensure effectiveness, different types of word walls, and reasons why they are valuable tools for long-term memory retention and visual learning. Dive into strategies fo
0 views • 23 slides
DFSS MCMF Community Anchor Organizations RFP Details
The Department of Family and Support Services (DFSS) is releasing a Request for Proposal (RFP) for Community Anchor Organizations to deliver the My CHI My Future initiative across 15 regions in Chicago, focusing on addressing the COVID-19 pandemic-related impacts on young people and communities. The
0 views • 66 slides
Basic Approach to Understanding User Tasks from Web Anchor Text Graph
In this study, a basic approach to task understanding using publicly available resources is presented, focusing on identifying key phrases and queries related to user tasks from anchor text data. Different subtasks like low budget wedding planning are explored, along with methods to retrieve relevan
0 views • 23 slides
Graph Property Testing and Algorithms Overview
Explore testable bounded degree graph properties, sparse graphs, d-bounded degree graphs, hyperfinite graphs, arboricity, maximum matching algorithms, and sublinear time approximation algorithms in graph data streams. Learn about various graph models and properties with examples, showcasing the impo
0 views • 53 slides
Understanding Graph Modeling and DFS Applications
Explore the world of graph modeling and DFS applications through lectures on graph vocabulary, edge classification in directed graphs, and the use of DFS to find cycles. Discover the significance of tree edges, back edges, forward edges, and cross edges in graph traversal. Learn how DFS can be utili
0 views • 32 slides
Graph-Based Knowledge Representation in Modelling: A Comprehensive Overview
This content delves into graph-based knowledge representation in modelling, detailing concepts such as recipe-ingredient relationships, formalisms for generalizing graph representation, and conceptual graphs by John F. Sowa. It explores how different interpretations describe the association between
0 views • 19 slides
Understanding Graph Databases and Neo4j
Graph databases offer a flexible way to manage data by representing relationships between nodes. Neo4j is a popular graph database system that uses Cypher for querying. This guide provides insights into graph database concepts, advantages, and getting started with Neo4j, including creating nodes and
0 views • 39 slides
Radio Frequency Readout Device (RFRD) for Tightness Measurement of Anchor Bolts
The Radio Frequency Readout Device (RFRD) Phase II project aims to reduce the time needed to check the tightness of nuts on anchor bolts. By utilizing a passive RFRD that measures capacitance changes in washers, the system offers a wireless, cost-effective solution for monitoring nut tightness. With
0 views • 27 slides
Solving Train Track Problems Using Interval Graphs and Graph Coloring
Presented by Manvitha Nellore, this content addresses real-world train track problems in busy cities by proposing solutions through interval graphs and graph theory. The approach involves allotting tracks to trains by scheduling with time intervals to avoid conflicts. An interval graph is defined, a
0 views • 15 slides
Data Processing and Analysis for Graph-Based Algorithms
This content delves into the preprocessing, computing, post-processing, and analysis of raw XML data for graph-based algorithms. It covers topics such as data ETL, graph analytics, PageRank computation, and identifying top users. Various tools and frameworks like GraphX, Spark, Giraph, and GraphLab
0 views • 8 slides
Understanding Graph Algorithms for Connectivity and Shortest Paths
Graph algorithms play a crucial role in solving problems represented as networks, maps, paths, plans, and resource flow. This content delves into ways to find connectivity in graphs and algorithms for determining shortest paths. It discusses graph representations using adjacency matrices and lists,
1 views • 32 slides
Insights into Cliques and Independent Sets in Graph Theory
Exploring the concepts of cliques, independent sets, and theorems in graph theory regarding enemy relationships, maximum number of edges in 3-free graphs, and properties of multipartite graphs. The propositions and theorems discussed shed light on graph structures and their properties, providing val
0 views • 32 slides