Uncategorized Overview of ChebNet and Examples of Algorithms and Implementations
Overview of ChebNet
ChebNet (Chebyshev network) is a type of graph neural network (GNN) proposed by Deffer...
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Uncategorized Uncategorized Protected: Explainable Machine Learning (18)Adversarial Examples
Explainable Machine Learning with Adversarial Sample Approach utilized for Digital Transformation, Artificial Intelligence, and Machine Learning tasks Cyber Security, Surrogate Models, Neural Networks, Black Box Attack, Expectation Over Transformation algorithm, EOT, InceptionV3, TensorFlow, Fast gradient method, VGG16 classifier, ImageNet, adversarial patch, 1-pixel attack, L-BFGS method, Fast gradient sign method
Uncategorized Protected: Explainable Artificial Intelligence (15) model-independent interpretation (sharpley value)
Model-independent interpretation with Sharpe Ray values as explainable artificial intelligence used for digital transformation, artificial intelligence, and machine learning tasks breakDown, fastshap, R language, symmetry axioms, LIME, SHAP, sparse explanation, efficiency, symmetry, dummy, additivity principle, Sharpe Ray values, cooperative game theory
Uncategorized Protected: On-line Stochastic Optimization and Stochastic Dual Averaging (SDA) for Machine Learning
On-line stochastic optimization and stochastic dual averaging methods for machine learning (mirror image descent, strongly convex functions, convex functions, convergence rates, polynomial decay averaging, strongly convex regularization) for digital transformation, artificial intelligence and machine learning tasks.
Uncategorized Evaluation of clustering for familiarization with k-means
On the evaluation of clustering around k-means for digital transformation, artificial intelligence, and machine learning tasks curse of dimensionality, Mahalanobis distance, Davies-Bouldin index, Dunn index, squared error, RSME, cluster number estimation, inter-cluster density, intra-cluster density
Uncategorized KI 2017: Advances in Artificial Intelligence Papers
KI2017
In the previous article we discussed KI2016. In this issue, we describe KI2017, which w...
Uncategorized KI 2014: Advances in Artificial Intelligence Papers
KI 2014: Advances in Artificial Intelligence
In the previous article, we discussed KI2013. This time...
Uncategorized On the Road: Sakai-Kishu Kaido
From Ryotaro Shiba's Kaido Yuku: Sakai, Kishu Kaido, Udon and Soba at an Old Restaurant and Free City World (Lu Sung Sukezaemon, Munehisa Imai, Furyu, Kinran), Nanshuzenji Temple, Sawan monk, and udon sukiyaki at Miurau
Uncategorized Protected: Application of Support Vector Machines to Multi-Class Classification
Extension to multi-class classification of support vector machines utilized in digital transformation, artificial intelligence , and machine learning tasks (one-to-other, one-to-one, multi-class classification with two-class classification combinations using error correcting output codes and direct multi-class classification)
Uncategorized Visualization of knowledge graph (relational data) using D3 and React
2D and 3D visualization of knowledge graphs (relational data) and relational heat maps using D3 and React for digital transformation , artificial intelligence , and machine learning tasks.