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Markov Chains || Step-By-Step || ~xRay Pixy

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Learn Markov Chains step-by-step using real-life examples. Video Chapters: Markov Chains 00:00 Introduction 00:19 Topics Covered 01:49 Markov Chains Applications 02:04 Markov Property 03:18 Example 1 03:54 States, State Space, Transition Probabilities 06:17 Transition Matrix 08:17 Example 02 09:17 Example 03 10:26 Example 04 12:25 Example 05 14:16 Example 06 16:49 Example 07 18:11 Example 08 24:56 Conclusion

Black Hole Optimization Algorithm Step-by-Step with Example ~xRay Pixy

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 Black Hole Optimization Algorithm || BHO Algorithm The black hole algorithm is a Natural Heuristic Algorithm by simulating the ‘‘Black Hole’’ phenomenon in the universe.  Black Hole Optimization Algorithm is a new bio-inspired metaheuristic approach based on the observable fact of black hole phenomena. Black Hole : Region in the space where Gravity is so Strong. No object can escape from its powerful gravitational pull. Black holes are formed in the  space when star of massive size collapses. Anything falls into black hole is forever gone from our universe. Black Hole Optimization Algorithm Steps: Step 01: Randomly Initialize population for N candidate solutions in the search space. Consider Stars as initial population and each start is candidate solution. And Best  Candidate among all (i.e., Best Solution) is considered as Black Hole. Step 02: Calculate Fitness Values for each agent in the current population. Calculate fitness values for each candidate and best am...

Battle Royale Optimization Algorithm Step-by-Step with Example ~xRay Pixy

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Battle Royale Optimization Algorithm Learn New optimization algorithm Battle Royale Optimization (BRO) Algorithm step-by-step with Example. Battle Royale Optimization Algorithm Video Chapters: Introduction: 00:00 Battle Royale Optimization Algorithm: 01:17 About Battle Royal: 02:46 Battle Royal Video Games: 03:27 Battle Royal Games Key Components: 04:40 BRO Algorithm: 06:30 Battle Royale Optimization Algorithm Steps: 07:49 Battle Royale Optimization Algorithm Flowchart: 14:44 Conclusion: 16:00 Battle Royale Optimization Algorithm (BROA) is recently proposed Metaheuristic Algorithm. Battle Royale Optimization Algorithm is a Population based Metaheuristic Algorithm that is inspired by GAME. Battle Royale Optimization Algorithm is developed by Taymaz Rahkar Farshi. BRO algorithm is basically inspired by the genre of Digital Games (Battle Royale Video Games). Battle Royal video game is online Multiplayer video game. In 21st century Battle Royale word taken new meaning i.e., "Fictiona...

Cat Swarm Optimization Algorithm Step-by-Step Explanation | CSO Algorithm |

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Cat Swarm Optimization Algorithm | CSO Algorithm |  Cat Swarm Optimization Algorithm  Video Chapters: CSO Introduction: 00:00 Cat Swarm Optimization Sub-Models 02:03 CSO Seeking Mode: 03:26 CSO Tracing Mode: 05:19 Cat Swarm Optimization flow chart: 06:56 Cat Swarm Optimization Steps: 08:25 Cat's: 10:48 Cat Swarm Optimization Algorithm is an Metaheuristic Optimization Algorithm. It comes in the category of Nature Inspired Swarm Based Optimization Algorithm. As we all know Nature Inspired Swarm Based Optimization Algorithms are Stochastic methods designed to solve different optimization problem's. Cat Swarm Optimization Algorithm is inspired by behavior of cats in real life. Cat Swarm Optimization Algorithm is invested in 2006 by Shu Chuan Chu. Author tested Cat Swarm Optimization Algorithm using 23 Classical benchmark functions and 10 modern benchmark function.  Two sub-models are used in Cat Swarm Optimization Algorithm to describe cat's behavior. They are modeled on Cats...

Neuro Fuzzy System |Soft Computing| ~xRay Pixy

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  Neuro-fuzzy hybrid system tutorial |Soft Computing| Neuro-Fuzzy Hybrid System (NFHS) - Soft Computing (Neural Network) An introduction to the Neuro-Fuzzy System. In the field of artificial intelligence, neuro-fuzzy refers to combinations of artificial neural networks and fuzzy logic. Neuro-Fuzzy Hybrid System is a combination of Neural Network and Fuzzy Logic. Neuro-fuzzy hybridization results in a hybrid intelligent system that synergizes these two techniques by combining the human-like reasoning style of fuzzy systems with the learning and connectionist structure of neural networks. Neuro-fuzzy hybridization is widely termed as the fuzzy neural network (FNN) or neuro-fuzzy system (NFS) in the literature. Neuro-fuzzy system (the more popular term is used henceforth) incorporates the human-like reasoning style of fuzzy systems through the use of fuzzy sets and a linguistic model consisting of a set of IF-THEN fuzzy rules. The main strength of neuro-fuzzy systems is that they are...
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