This lecture overviews Human Centered Computing that has many applications in Human-Computer Interfaces, Data Analytics and Social Media Analytics. It covers the following topics in detail: Semantic Video Content Analysis. Face-related analysis: Face/object detection and tracking. Multiview human detection. Face detection obfuscation. Face recognition. Face clustering. Label propagation on videos. Face De-identification. 3D face reconstruction. Facial expression recognition. Facial feature detection. Visual… Continue reading Introduction to Human Centered Computing
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Blockchain Technology and Applications
This lecture overviews Blockchain Technology that has many applications in Cryptocurrencies, Identity Management and Biometrics. It covers the following topics in detail: Introduction to Cryptography, Blockchain and Blockchain Consensus Algorithms. Applications in Cryptocurrencies, Distributed Identity Management (uPost, Sovrin, ShoCard systems) and Biometrics.
Cryptocurrencies
This lecture overviews Cryptocurrencies that has many applications in Finances, Network Theory and Web Science. It covers the following topics in detail: Introduction to Cryptography, Blockchain and Blockchain Consensus Algorithms. Blockchain and Cryptocurrency: Bitcoin and Ethereum.
Blockchain Algorithms
This lecture overviews Blockchain technology that has many applications in cryptocurrencies, e-commerce and identity management. It covers the following topics in detail: Introduction to Blockchain. Peer-to-Peer (P2P) networks and their use in trusted distributed decision making are detailed. Blockchain structure and technology, namely hash pointers, time-stamping and mining are thoroughly explained. The Byzantine Fault or Byzantine Generals’… Continue reading Blockchain Algorithms
Web Search based on Ranking
This lecture overviews Web Search based on Ranking that has many applications in Web Science and Social Media Analytics. It covers the following topics in detail: Architecture of Web Search Engine: Crawler, Indexer, Query Processor. Timeline of Ranking at Indexed Pages. Ranking Algorithms: Based on Frequency (TF-IDF), Based on Graph-Link Analysis (PageRank, Hits, Salsa, UsersRank, SimRank). Neural… Continue reading Web Search based on Ranking
Recommendation Systems
This lecture overviews Recommendation Systems that has many applications in Web Science, Marketing and Social Media Analytics. It covers the following topics in detail: Content Based Filtering. Collaborative Filtering: Memory Based Techniques, Model Based Techniques, Hybrid Techniques. ΚΝΝ algorithm. ALS algorithm. Learning from Implicit Datasets. Matrix Factorization: Funk MF, SVD++, Asymmetric SVD. Hybridization techniques. Deep Learning… Continue reading Recommendation Systems