The First Discriminant Theory of Linearly Separable Data
Shinmura, Shuichi
Produktnummer:
180248facb08124d3880f25cdf5e3cd697
| Autor: | Shinmura, Shuichi |
|---|---|
| Themengebiete: | Animals Gene Diagnoses Cancer Gene Diagnosis Exams Evaluation Technique Four Ordinary Linearly Separable Data Industrial Products Evaluation Linearly Separable Data Making Data Linearly Separable Data Revolutionary Discriminant Theory Revolutionary Medical Diagnoses Various Rating Solutions |
| Veröffentlichungsdatum: | 01.05.2025 |
| EAN: | 9789819994229 |
| Sprache: | Englisch |
| Seitenzahl: | 347 |
| Produktart: | Kartoniert / Broschiert |
| Verlag: | Springer Singapore |
| Untertitel: | From Exams and Medical Diagnoses with Misclassifications to 169 Microarrays for Cancer Gene Diagnosis |
Produktinformationen "The First Discriminant Theory of Linearly Separable Data"
This book deals with the first discriminant theory of linearly separable data (LSD), Theory3, based on the four ordinary LSD of Theory1 and 169 microarrays (LSD) of Theory2. Furthermore, you can quickly analyze the medical data with the misclassified patients which is the true purpose of diagnoses. Author developed RIP (Optimal-linear discriminant function finding the combinatorial optimal solution) as Theory1 in decades ago, that found the minimum misclassifications. RIP discriminated 63 (=26-1) models of Swiss banknote (200*6) and found the minimum LSD: basic gene set (BGS). In Theory2, RIP discriminated Shipp microarray (77*7129) which was LSD and had only 32 nonzero coefficients (first Small Matryoshka; SM1). Because RIP discriminated another 7,097 genes and found SM2, the author developed the Matryoshka feature selection Method 2 (Program 3), that splits microarray into many SMs. Program4 can split microarray into many BGSs. Then, the wide columnLSD (Revolution-0), such as microarray (n
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