Design of inorganic compounds with the use of precedent-based pattern recognition methods

Construction of an ensemble of logical correctors on the basis of elementary classifiers

“…We tested algorithms A1 and A2 with N = 200 and algorithms A3 and A4 on real problems taken from the UCI repository [8] and from the internal repository of the Recognition system [9]. The characteristics of the problems are given in Table 1.…”

“…We tested the model of voting by logical correctors on real medical problems from the UCI repository [8] and from the internal repository of the Recognition system [9] and compared this model with the recogni tion algorithms from the Recognition system.…”

Intelligent System for Parallel Fault-Tolerant Diagnostic Tests Construction

“…For further survey we use the definitions and concepts described in [1,2]. A diagnostic test is a set of features that distinguishes any pair of objects that belong to different patterns.…”

“…A diagnostic test is called "irredundant" (dead-end [1]) if it includes an irredundant amount of features. z1 z2 z3 z4 z5 z6 z7 z8 z9 z10 z11 k1 k2 1 4 6 3 2 2 1 2 3 4 1 1 1 2 1 4 4 5 2 3 2 7 8 3 4 1 2 1 2 1 3 4 5 3 3 2 4 5 3 4 1 3 1 2 1 3 4 4 1 4 4 2 3 1 5 1 4 2 1 2 Q= 2 4 2 1 6 3 4 5 2 3 1 5 R= 2 1 R'= 2 2 4 5 1 3 - 4 3 1 2 1 6 2 1 2 1 4 3 2 5 2 1 2 3 4 1 7 1 3 3 3 4 2 2 6 2 2 3 3 2 1 8 1 3 3 5 4 2 2 6 3 5 6 2 4 1 9 3 2 4 4 4 6 1 2 5 5 6 1 4 2 10 3 2 4 An irredundant unconditional diagnostic test (IUDT) is characterized by simultaneously presentation of all features of the object under investigation included in test, while decision-making.…”

“…Creating algorithms for diagnostic tests (DTs) construction and their implementation in intelligent systems is very relevant [1][2][3][4][5], since quality of decision-making is essentially dependent on them.…”