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A state x in a Hopfield network on n nodes represents a simple undirected graph G on v vertices by interpreting a binary entry (x_{e}) in x as indicating whether edge e is in G ((x_{e} = 1)) or not ((x_{e} = 0)).
Each binary entry in this matrix indicates whether a given gene exhibits a significantly different DNAm and mRNA level (assuming anti-correlation between the two) from the corresponding normal tissue.
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In Binary PSO (BPSO), a group of birds consists a matrix with binary entries, control the presence ('1′) or the absence ('0′) of nano rod in the array.
In BTLBO, a group of learner consists a matrix with binary entries; control the presence ('1') or the absence ('0') of nano particles in the array.
In binary TLBO (BTLBO), a group of learners consisting of a matrix with binary entries controls the presence ('1') or the absence ('0') of nano tubes in the array.
BPSO, a group of birds including a matrix with binary entries responsible for controlling nano disks in the array, shows the presence with symbol of ('1') and the absence with ('0'0.
BPSO algorithm, a swarm of birds including a matrix with binary entries responsible for controlling nano-bi-domes in the array, shows the presence with symbol of ('1') and the absence with ('0'0.
In the example, the proposed technique would replace the fractional entries by the best combination of binary entries.
entries, e.g., Gaussian or binary entries, exhibit a very low coherence with any fixed sparse matrix Ψ[13], we take the Gaussian matrix as the measurement matrix.
Furthermore, Π ar is a matrix of the size of |A| × |R| with binary entries: Π ar = 1 if traffic volume on a ∊ A entails any trips pertaining to r ∊ R and Π ar = 0 otherwise.
The sampling matrix Φ is found using a bipartite graph which consists of binary entries, i.e., entries that are either 1 or 0. Binary search methods are then used to find an unknown k-sparse vector s ∈ R n, see, e.g., [84, 94 100] and the references therein.
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