BLOGS: Urban Evolution_ Machine Learning in the Remote Work Era
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Predicting Work Trends Across Industries with Naive Bayes: Remote or On-Site
Probability theory and random variables, Naive Bayes classifier for multivariate Bernoulli models
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As we navigate through the evolving landscape of the 2023 job market, we are witnessing a significant shift in work methods. More…
Nov 25, 2023
Heba Nusair
Exploring Roanoke Workers’ Residential Choices: A Data-Driven Analysis into Roanoke’s Metropolitan Living Choices
Random Forest Classifier
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Deciding where to live for
Workers on-site (WOS)
is a big decision for everyone, and for the people of Roanoke, it’s no different. We all have our own checklist when it comes to choosing our neighborhoods – some of us…
Nov 20, 2023
Heba Nusair
Exploring the Relationship Between Income and Living Location Preference
A Comparative Analysis of Linear and Non-Linear Regression Models
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Living in Roanoke: Does Your Income Decide Your Address? We’ve dived into the world of Roanoke’s
remote workers
to see how much their earnings influence where they live. Using linear regression, we’ve connected the dots between income and neighborhood choices in this vibrant…
Nov 10, 2023
Heba Nusair
Beyond the Cluster: Spotting the Outliers in Roanoke and Salem
Uncovering Hidden Residential Gems with DBSCAN Anomaly Detection
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Discovering anomalies can reveal much about a city’s living patterns that conventional clustering might miss. In Roanoke and Salem cities, we dive into the uncommon, the…
Nov 6, 2023
Heba Nusair
Urban Clustering: Decoding Roanoke and Salem’s Living Patterns
Insights from K-Means Clustering on Residential Concentrations
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In the bustling urban landscapes and the serene outskirts of Roanoke and Salem cities, every homeplace tells a story. Geographic clustering, a powerful analytical tool…
Nov 6, 2023
Heba Nusair
Exploratory Data Analysis
The Future of Work and Cityscapes: An Exploratory Data Analysis
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Our analysis is based on datasets primarily sourced from a survey conducted in 2023. This survey, designed and executed by our research team, targeted participants from a…
Nov 3, 2023
Heba Nusair
URBAN Insights: K-Means vs. DBSCAN in Decoding Roanoke and Salem’s Residential Landscapes
K-Means and DBSCAN Side by Side
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In the quest to decode the living patterns of Roanoke and Salem, our exploration has evolved. We’ve delved into the fabric of these cities with a dual approach: the…
Nov 1, 2023
Heba Nusair
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