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Clustering algorithms are part of algorithms of unsupervised-learning that are commonly used in different fields. Two major impacts on the data clustering algorithm have been the rapid developments and creation of electronic data. This includes the view of how the big data is stored as well as how it is processed. A cluster has a high level of resemblance to the same cluster and a low level of resemblance to other clusters. Clustering algorithms are commonly used in all fields, such as retail, banking, development, etc.. Even though different methodologies are proposed with different scenarios, but none of the existing methodologies are proven to be a better approaches. Here, in our work we have adopted an improved Map- Reduce programming model to combine the Canopy clustering and K-means clustering algorithms to process the Microarray data with the available commodity hardware with an aim to achieve better performance. The results obtained from different scenarios shown that the proposed method was capable of improving computational speed significantly by increasing the nodes as required. In this research, this paper explored the efficiency by evaluating and implementing the proposed Improved k-means with Improved Map Reduce algorithm which runs on Hadoop Frame work using Microarray dataset along with different datasets. [ABSTRACT FROM AUTHOR]

Stage of networking is quintessential task in which security comes into play. Securing these networks which contains confidential digital data that needs to secured will be the agenda of cryptography. Many cryptographic algorithms increment their strengths over parameters like key size, increasing the rounds of iteration and finally using confusion box as S-box as it has best robustness. So, this paper mainly focusses over securing digital data with the help of S-box function over Data Encryption Standard (DES) algorithm. For this, a plain text and key will be given to this DES as it extracts 8x8(64) bit characters from the key and converting them into its corresponding ASCII value and are concatenating to form an 8 value by taking mod16. These will give to 8 S-box in order to generate its corresponding output to make even more secure and also shows dynamic DES gives much result than other crypto methods. The evaluation of this integrated s-box and DES shows much fruitful results over factors like non-linearity, Avalanche criterion, Balance, Robustness to linear cryptanalysis, Robustness to differential cryptanalysis. [ABSTRACT FROM AUTHOR]

IOT information is always subjected to attacks, because component of the IOT system always unsupervised for most of time, also due to simplicity of wireless communication media, so there is high chance for attack, lastly, IOT is constraint device in terms of energy and computation complexity. So, different research and study are proposed to provide cryptographic algorithm. In this paper, a new image encryption is proposed based on anew chaotic map used to generate the binary key. The proposed map is three dimensional map, which is more sensitive to initial condition, each dimension of the 3-D chaotic map is depended on the others dimension, which may increase the randomness of the behavior trajectory for the next values and this gives the algorithm the ability to resist any attacks. At first, 3-D chaotic map is proposed, which is very sensitive for initial condition, the three dimension is depended on each other, which make the system more randomness, then the produced sequences is converted on binary key by using mod operation. The original image is scrambled based on mod operation to exchange the row and interleaving them, the same operations are repeated for column of the image. Later, the image is divided into blocks of size (8*8) and scrambled by using negative diagonal scan, the final pixels are converted into binary sequences, which are XORed with the generated key to produce the encrypted image. The experiment is performed on different images with different properties and tested with different metrics such as entropy, correlation, key sensitivity, number of pixel change rate (NPCR) and histogram of the original and encrypted images. T results shows that the proposed encryption algorithm is more efficient and outperform other methods. [ABSTRACT FROM AUTHOR]

The acceptance of NAND flash memories in the electronic world, due to its non-volatility, high density, low power consumption, small size and fast access speed is hopeful. Due to the limitations in life span and wear levelling, this memory needs special attention in its management techniques compared to the conventional techniques used in hard disks. In this paper, an efficient page replacement algorithm is proposed for NAND flash based memory systems. The proposed algorithm focuses on decision making policies based on the relative reference ratio of pages in memory. The size adjustable eviction window and the relative reference based shadow list management technique proposed by the algorithm contribute much to the efficiency in page replacement procedure. The simulation tool based experiments conducted shows that the proposed algorithm performs superior to the well-known flash based page replacement algorithms with regard to page hit ratio and memory read/write operations. [ABSTRACT FROM AUTHOR]

In all times manual investigation and decryption of enciphered archives is a repetitive and mistake inclined work. Regularly considerably in the wake of investing a lot of energy in a specific figure, no decipherment can be found. Computerizing the unscrambling of different kinds of figures makes it conceivable to filter through the huge number of encoded messages found in libraries and files. We propose in this paper new algorithm has been made to encrypt the information; this algorithm works to shield information from robbery and can't be decrypted in the text. It is taken care of precisely to very accurately to avoid any penetration to arrive at the first text. It tends to be used in companies or some other system; however, it takes a long time to encrypt it. To the first text when encryption to ensure the assurance of information in full and security. Encrypted text contains a unique key, even when stolen. The private key can't be decrypted by the specialist and licensed by the maker of the code in order to protect the data in an excellent manner. While demonstrating in addition much stronger security guarantees with regards to Differential/direct assaults. Specifically, we are can to provide new Method Encryption and Decryption with strong bounds for all versions. [ABSTRACT FROM AUTHOR]

In order to develop the cryptographic systems, it must always find new techniques to construct the strong cryptosystem, the proposed method try to employ the nature and animals activates in their society to propose the new algorithm for new cryptosystem, depending completely on the behaver of the wolfs communications between each other's through howls to exchange the information between the wolf's group to determine the locations and for warning each other's against the dangers, in this paper propose a new algorithm through classify the characters of the message into groups and exchange the keys between the groups to be difficult on the cryptanalytics to follow the path of constructing the system, also using the different cryptanalysis techniques to evaluate the proposed algorithm. [ABSTRACT FROM AUTHOR]