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Schematic overview of the MRep-DeepInsight method. ( a ) Demonstrates the transformation difference between the original DeepInsight and MRep-DeepInsight, showcasing the shift from a single representation to multiple representation for each feature vector. ( b ) Depicts the MRep-DeepInsight pipeline, illustrating the steps involved in converting tabular data into a set of image samples with varied representations, from manifold to the final image conversion.

Journal: Scientific Reports

Article Title: Enhanced analysis of tabular data through Multi-representation DeepInsight

doi: 10.1038/s41598-024-63630-7

Figure Lengend Snippet: Schematic overview of the MRep-DeepInsight method. ( a ) Demonstrates the transformation difference between the original DeepInsight and MRep-DeepInsight, showcasing the shift from a single representation to multiple representation for each feature vector. ( b ) Depicts the MRep-DeepInsight pipeline, illustrating the steps involved in converting tabular data into a set of image samples with varied representations, from manifold to the final image conversion.

Article Snippet: DeepInsight has consistently demonstrated success in uncovering hidden patterns for various kinds of data , , and was used as part of the winning model in the Kaggle.com competition hosted by MIT and Harvard University .

Techniques: Transformation Assay, Plasmid Preparation

Classification accuracy (in percentage) comparison across datasets and models.

Journal: Scientific Reports

Article Title: Enhanced analysis of tabular data through Multi-representation DeepInsight

doi: 10.1038/s41598-024-63630-7

Figure Lengend Snippet: Classification accuracy (in percentage) comparison across datasets and models.

Article Snippet: DeepInsight has consistently demonstrated success in uncovering hidden patterns for various kinds of data , , and was used as part of the winning model in the Kaggle.com competition hosted by MIT and Harvard University .

Techniques: Comparison

Image samples converted by MRep-DeepInsight are processed by deep learning model.

Journal: Scientific Reports

Article Title: Enhanced analysis of tabular data through Multi-representation DeepInsight

doi: 10.1038/s41598-024-63630-7

Figure Lengend Snippet: Image samples converted by MRep-DeepInsight are processed by deep learning model.

Article Snippet: DeepInsight has consistently demonstrated success in uncovering hidden patterns for various kinds of data , , and was used as part of the winning model in the Kaggle.com competition hosted by MIT and Harvard University .

Techniques: