Fair Clustering: Notations and Algorithms
Explore fair clustering algorithms and their role in preventing discriminatory outcomes in machine learning applications, focusing on group fairness and equal representation across clusters.
MapReduce and Distributed Computing for Data Mining - Spring 2023
Master distributed computing fundamentals through MapReduce, exploring cluster computing challenges, file systems, and practical applications like PageRank and community detection algorithms.
Principal Component Analysis and Singular Value Decomposition - Spring 2023
Master dimensionality reduction techniques through PCA and SVD, exploring multicollinearity, vector basis, and practical applications with hands-on demonstrations for effective data analysis.
Learning Decision Trees Using ID3 Heuristic - Lecture 4
Master the ID3 heuristic algorithm for decision tree learning through practical examples and hands-on application with real datasets, focusing on fundamental concepts and implementation techniques.
Drinking From The Firehose of Science: Developments in Semantic Scholar and Scientific Literature Access
Explore recent developments in Semantic Scholar and learn how to leverage its APIs for scientific literature analysis. Discuss strategies to increase diversity in scientific participation.
Implementing Intersectionality in Algorithmic Fairness - Keynote Panel I
Exploring approaches to implement intersectionality in algorithmic fairness, addressing hidden biases and unique experiences at the intersection of identities to promote equitable AI systems.
Recommender Systems - Beyond Machine Learning with Joe Konstan
Explore advanced recommender systems beyond machine learning, focusing on user behavior and experience. Learn about successes, failures, and innovative approaches to personalization and evaluation.
GraphSC: Parallel Secure Computation Made Easy
Parallel secure computation framework for efficient, oblivious execution of graph-based algorithms on large datasets, enabling practical big data analysis with minimal privacy leakage.
Joint Tensor Alignment and Coupled Factorization
Explore joint tensor alignment and coupled factorization for analyzing coupled datasets with unknown entity correspondence, outperforming multi-stage approaches in data mining applications.
What Role for Programmers in the Age of AI
Exploring the evolving role of programmers in AI era, discussing synergies between data mining and optimization, and highlighting the continued importance of human expertise in software development.
Parsing the Web: Large-Scale Syntactic Processing - 2009 Workshop Closing Presentation
Explore large-scale syntactic processing techniques for parsing web content in this comprehensive workshop presentation from CLSP at Johns Hopkins University.
PhD Students Work Overview - Part 1 - Lecture 2
Explore groundbreaking research by Dr. Sheth's former Ph.D. students, gaining insights into innovative AI projects and their impact on the field.
PhD Dissertation Overview - Lecture 18
Explore PhD dissertation overviews by Kalpa Gunaratna and Vipula Rawte, gaining insights into their research and findings.
Analysis of High Level Intermediate Representation in a Distributed Environment for Large Scale Malware Processing
Explore advanced malware analysis techniques using distributed reverse engineering and machine learning to identify code similarities and extract key characteristics from millions of samples.
Conquering Large Numbers at the LHC
Journey through LHC's proton collisions: from hydrogen bottle to rare particle detection. Explore advanced techniques for extracting valuable data from billions of collisions, overcoming 14 orders of magnitude.
From Data-Mining via Predictive Analytics to Surveillance Capitalism
Erörterung der Entwicklung von Data-Mining zu prädiktiver Analytik und Überwachungskapitalismus, mit Fokus auf gesellschaftliche Auswirkungen und ethische Bedenken der digitalen Überwachung.
Can Twitter Really Expose Psychopath Killers' Traits?
Explore the potential of Twitter data to reveal psychopathic traits in killers. Delve into psychological research, profiling techniques, and the intersection of social media and criminal behavior analysis.
The Now and the Future of Malicious WebAssembly
Explore WebAssembly's evolution, performance, and security implications, including its use in cryptojacking and potential future developments in web-based attacks.
Scientists Mine 16th Century Ship Logs for Geophysical Research
Explore how historical ship logs from the Age of Sail provide crucial data for mapping Earth's magnetic field over the past 400 years, blending maritime history with modern geophysical research.
Owning MS Outlook with PowerShell
Master PowerShell for Outlook: data mining, Exchange rules, persistence techniques, and dynamic triggers. Enhance productivity and automate tasks with advanced scripting.
Owning MS Outlook with Powershell
Explore PowerShell automation for MS Outlook: data mining, email management, and security implications. Learn to create powerful scripts for enhanced productivity and potential risks.