RPubs - Implementing Low-Rank Matrix Factorization with Alternating Least Squares Optimization for Collaborative Filtering Recommender System in R
![Efficient Alternating Least Squares Algorithms for Low Multilinear Rank Approximation of Tensors | Journal of Scientific Computing Efficient Alternating Least Squares Algorithms for Low Multilinear Rank Approximation of Tensors | Journal of Scientific Computing](https://media.springernature.com/lw685/springer-static/image/art%3A10.1007%2Fs10915-021-01493-0/MediaObjects/10915_2021_1493_Figc_HTML.png)
Efficient Alternating Least Squares Algorithms for Low Multilinear Rank Approximation of Tensors | Journal of Scientific Computing
![Groups identified by the alternating least squares algorithm. Group 1... | Download Scientific Diagram Groups identified by the alternating least squares algorithm. Group 1... | Download Scientific Diagram](https://www.researchgate.net/publication/351825427/figure/fig1/AS:1027152128528384@1621903559150/Groups-identified-by-the-alternating-least-squares-algorithm-Group-1-n-87-was.png)
Groups identified by the alternating least squares algorithm. Group 1... | Download Scientific Diagram
![clMF: A fine-grained and portable alternating least squares algorithm for parallel matrix factorization - ScienceDirect clMF: A fine-grained and portable alternating least squares algorithm for parallel matrix factorization - ScienceDirect](https://ars.els-cdn.com/content/image/1-s2.0-S0167739X17318198-fx1.jpg)
clMF: A fine-grained and portable alternating least squares algorithm for parallel matrix factorization - ScienceDirect
![Figure 1 from Recommender engine using cosine similarity based on alternating least square-weight regularization | Semantic Scholar Figure 1 from Recommender engine using cosine similarity based on alternating least square-weight regularization | Semantic Scholar](https://d3i71xaburhd42.cloudfront.net/56ba3bbce5ea93382467f185fd49aa9f558fab23/2-Figure1-1.png)
Figure 1 from Recommender engine using cosine similarity based on alternating least square-weight regularization | Semantic Scholar
![Two stages in the execution of an Alternating Least Squares algorithm... | Download Scientific Diagram Two stages in the execution of an Alternating Least Squares algorithm... | Download Scientific Diagram](https://www.researchgate.net/publication/304021195/figure/fig1/AS:601194275807239@1520347293466/Two-stages-in-the-execution-of-an-Alternating-Least-Squares-algorithm-in-Emma.png)
Two stages in the execution of an Alternating Least Squares algorithm... | Download Scientific Diagram
![Alternating Least Squares: A Cornerstone in Modern Data Analysis and Recommendation Systems | by Everton Gomede, PhD | ππ π¦π¨π§π€π¬.π’π¨ | Medium Alternating Least Squares: A Cornerstone in Modern Data Analysis and Recommendation Systems | by Everton Gomede, PhD | ππ π¦π¨π§π€π¬.π’π¨ | Medium](https://miro.medium.com/v2/resize:fit:1400/0*8eGPEqHk4G5gFl8o.png)
Alternating Least Squares: A Cornerstone in Modern Data Analysis and Recommendation Systems | by Everton Gomede, PhD | ππ π¦π¨π§π€π¬.π’π¨ | Medium
![Identification of Reliable Components in Multivariate Curve Resolution-Alternating Least Squares (MCR-ALS): a Data-Driven Approach across Metabolic Processes | Scientific Reports Identification of Reliable Components in Multivariate Curve Resolution-Alternating Least Squares (MCR-ALS): a Data-Driven Approach across Metabolic Processes | Scientific Reports](https://media.springernature.com/full/springer-static/image/art%3A10.1038%2Fsrep15710/MediaObjects/41598_2015_Article_BFsrep15710_Fig1_HTML.jpg)
Identification of Reliable Components in Multivariate Curve Resolution-Alternating Least Squares (MCR-ALS): a Data-Driven Approach across Metabolic Processes | Scientific Reports
![Parallelization of the Alternating-Least-Squares Algorithm With Weighted Regularization for Efficient GPU Execution in Recommender Systems | Semantic Scholar Parallelization of the Alternating-Least-Squares Algorithm With Weighted Regularization for Efficient GPU Execution in Recommender Systems | Semantic Scholar](https://d3i71xaburhd42.cloudfront.net/07d2577de9fb4bb5cbd7424ce5d64e6ef0dd78a0/30-Figure2.1-1.png)