American Journal of Mobile Systems, Applications and Services
Articles Information
American Journal of Mobile Systems, Applications and Services, Vol.1, No.3, Dec. 2015, Pub. Date: Jan. 12, 2016
Proposing a Criterion for Clusters Validation by Combined Hidden Markov Model and Clustering Method
Pages: 208-217 Views: 980 Downloads: 830
Authors
[01] Sergio Komini, School of Computer Science, Universidad de Chile, Santiago, Chile.
[02] Margaret Siredon, School of Computer Science, Universidad de Chile, Santiago, Chile.
Abstract
In this paper a new criterion for clusters validation is proposed. This new cluster validation criterion is used to approximate the goodness of a cluster. A clustering ensmble framework based on the new metric is proposed. The main idea behind the framework is to extract the most stable clusters in terms of the defined criteria. The term is a misnomer, because the goal is the extraction of patterns and knowledge from large amount of data, not the extraction of data itself. It also is a buzzword and is also frequently applied to any form of large-scale data or information processing (collection, extraction, warehousing, analysis, and statistics) as well as any application of computer decision support system, including artificial intelligence, machine learning, and business intelligence. In this paper we proposed a combined model of HMM and C-Mediod to Item dataset clustering.
Keywords
Clustering Ensemble, Stability Measure, Extended EAC, Hidden Markov Model, Sequences, C-Mediod, Data Mining.
References
[01] K. G. Parthiban and S. Vijayachitra, Spike Detection from Electroencephalogram Signals with Aid of Hybrid Genetic Algorithm-Particle Swarm Optimization, Journal of Medical Imaging and Health Informatics, 5, 936-944 (2015).
[02] I. Barwal and S. C. Yadav, Rebaudioside A Loaded Poly-D, L-Lactide-Nanoparticles as an Anti-Diabetic Nanomedicine, Journal of Bionanoscience, 8, 137-140 (2014).
[03] M. A. Khanday and A. Najar, Maclaurin's Series Approach for the Analytical Solution of Oxygen Transport to the Biological Tissues Through Capillary Bed, Journal of Medical Imaging and Health Informatics, 5, 959-963 (2015).
[04] H. Huang and F. Yang, An Interpretation of Erlang into Value-passing Calculus, Journal of Networks, 8(7), 1504-1513 (2013).
[05] H. B. Kekre and T. K. Sarode, Vector Quantized Codebook Optimization Using Modified Genetic Algorithm, IETE Journal of Research, 56(5), 257-264 (2010).
[06] M. Gera, R. Kumar, V. K. Jain, Fabrication of a Pocket Friendly, Reusable Water Purifier Using Silver Nano Embedded Porous Concrete Pebbles Based on Green Technology, Journal of Bionanoscience, 8, 10-15 (2014).
[07] M. S. Kumar and S. N. Devi, Sparse Code Shrinkage Based ECG De-Noising in Empirical Mode Decomposition Domain, Journal of Medical Imaging and Health Informatics, 5, 1053-1058 (2015).
[08] R. Bhadada and K. L. Sharma, Evaluation and Analysis of Buffer Requirements for Streamed Video Data in Video on Demand Applications, IETE Journal of Research, 56(5), 242-248 (2010).
[09] M. Kurhekar and U. Deshpande, Deterministic Modeling of Biological Systems with Geometry with an Application to Modeling of Intestinal Crypts, Journal of Medical Imaging and Health Informatics, 5, 1116-1120 (2015).
[10] C. Zhou, Y. Li, Q. Zhang and B. Wang, An Improved Genetic Algorithm for DNA Motif Discovery with Gibbs Sampling Algorithm, Journal of Bionanoscience, 8, 219-225 (2014).
[11] K. Aleksandrovskaya, and VP. Urakhchin, Prediction of the displacements of concrete gravity dams on rock foundations, Power Technology and Engineering (formerly Hydrotechnical Construction) 8, 419-427 (1974).
[12] CR. Allen, and LS. Cluff, Active faults in dam foundations: an update, Proc. 12th World Conf. on Earthquake Engineering, Auckland, New Zealand (2000).
[13] M. Hosseinzadeh, The Effect of Polyurethane Hardness on the New Die-Set of Sheet Hydroforming Process Parameters, Applied Mechanics and Materials, 152: 1623-1627 (2012).
[14] S. A. Zamani, and M. Hosseinzadeh, Investigation of the Effect of Blank Shape on the Sheet Hydroforming Parameters, Applied Mechanics and Materials, 152: 1658-1663 (2012).
[15] M. Wieland, R.P. Brenner, and P. Sommer, Earthquake resilience of large concrete dams: Damage, repair, and strengthening concepts, Trans. 21s Int. Congress on Large Dams, Montreal 131-150 (2003).
[16] J. Mata, and E. Portela, Application of neural networks to dam safety control, 5the International Conference on Dam Engineering, Lisbon, Portugal (2007).
[17] M. Wieland, and P. Brenner, Potentially active faults in the foundations of large dams part I: Vulnerability of dams TO seismic movements in dam foundation, Proc. 14th World Conf. On Earthquake Engineering, Beijing, China, (2008).
[18] M. Hosseinzadeh, S. A. Zamani, and A. Taheri, An Optimization of the New Die Design of Sheet Hydroforming by Taguchi Method, Advanced Materials Research, 337: 294-299 (2011).
[19] M. Hosseinzadeh, M. Bakhshi-Jooybari, M. Shakeri, H. Mostajeran, and H. Gorji, Application of Taguchi Method in Optimization of New Hydroforming Die Design, STEEL RESEARCH INTERNATIONAL, 81(9): 647-650, (2010).
[20] YS. Kim, and B. Kim, Prediction of relative crest settlement of concrete-faced rockfill dams analyzed using an artificial neural network model, Computers and Geotechnics 35, 313-322 (2008).
[21] J. Mata, Interpretation of concrete dam behavior with artificial neural network and multiple linear regression models, Engineering Structures 33, 903-910 (2011).
[22] M. Bakhshi, A. Gorji, M. Hosseinzade H, M. Jamshidi, G. Mohammad-Alinejad, A New Die Design for Sheet Hydroforming of Complex Industrial Parts, Advanced Materials Research, 83: 1084-1091, (2010).
[23] F. Chan, Integration of Expert System with Analysis Hierarchy Process for the Design of Material Handling Selection System, The Journal of Material Processing Technology 32, 137-145 (2001).
[24] O. Kulak, Multi-Attribute Material Handling Equipment Selection Using Information Axiom, the Third International Conference on Axiomatic Design, Seoul 24-24 (2004).
[25] M. hosseinzadeh, H. Mostajeran, M. Bakhshi, A. H. Gorji, S. Norouzi, S. J. Hosseinipour, Experimental and Numerical Investigations of the Effective Parameters in a New Sheet Hydroforming Method, AEROSPACE MECHANICS JOURNAL, 5: 55-68 (2009).
[26] M. Hosseinzadeh, H. Mostajeran, M. Bakhshi-Jooybari, A.H. Gorji, S. Nourouzi, and S. Hosseinipour, Novel combined standard hydromechanical sheet hydroforming process, Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture, 224(3): 447-457 (2010).
[27] H. Aghajani, M. Elyasi, and M. Hoseinzadeh, Feasibility study on aluminum alloys and A441 AISI steel joints by friction stir welding, International Journal of Advanced Design and Manufacturing Technology, 7(4): 99-109 (2015).
[28] S. Chakraborthy, Design of Material Handling Equipment Selection Model Using Analytic Hierarchy Process, International Journal of Advanced Manufacturing 28, 1237-1245 (2006).
[29] AT. Gumus, Evaluation of Hazardous Waste Transportation Firms by Using a Two Step Fuzzy-AHP and TOPSIS Methodology, Expert Systems with Applications 36, 4067-4074 (2009).
[30] E. Nateghi, and M. Hosseinzadeh, Experimental investigation into effect of cooling of traversed weld nugget on quality of high-density polyethylene joints, The International Journal of Advanced Manufacturing Technology, (2015): 1-14.
[31] H. Naghibi, M. Shakeri, and M. Hosseinzadeh, Neural Network and Genetic Algorithm Based Modeling and Optimization of Tensile Properties in FSW of AA 5052 to AISI 304 Dissimilar Joints, Transactions of the Indian Institute of Metals (2015): 1-10.
[32] M. Elyasi, H. Aghajani, and M. Hoseinzadeh, Study on joint zone Microstructure Evolution and Hardness in Friction Stir Welding of AA1100 Aluminum alloy to A441 AISI steel, Modares Mechanical Engineering, 14(4): 97-107 (2015).
[33] S. A. Zamani, and M. Hosseinzadeh, Using ANFIS by BA optimization for modeling of plastic injection molding process, International Journal of Engineering and Technology, 2(6): 474-486 (2014).
[34] M. Hosseinzade, and A. Zamanib, Experimental and numerical investigation of tube sinking of rectangular tubes from round section, International Journal of Engineering and Technology, 2(5): 407-419 (2014).
[35] A. Bascetin, An Application of the Analytic Hierarchy Process in Equipment Selection at Orhaneli Open Pit Coal Mine, Mining Technology (Trans. Inst. Min. Metall. A) 113, A192-A199 (2004).
[36] G. Enea, and G. Galante, An Integrated Approach to the Facilities and Material Handling System Design, International Journal of Production Research 40, 4007-4017 (2002).
[37] N. Celebi, An Equipment Selection and Cost Analysis System for Open Pit Coal Mines, International Journal of Mining, Reclamation and Environment 12, 181-187 (1998).
[38] S. Iftikhar, F. Ahmad and K. Fatima, A Semantic Methodology for Customized Healthcare Information Provision, Information Sciences Letters, 1(1), 49-59 (2012).
[39] P. D. Sia, Analytical Nano-Modelling for Neuroscience and Cognitive Science, Journal of Bioinformatics and Intelligent Control, 3, 268-272 (2014).
[40] C. Guler, Production of particleboards from licorice (Glycyrrhiza glabra) and European black pine (Pinus Nigra Arnold) wood particles, Scientific Research and Essays, 10(7), 273-278 (2015).
[41] Z. Chen and J. Hu, Learning Algorithm of Neural Networks on Spherical Cap, Journal of Networks, 10(3), 152-158 (2015).
[42] W. Lu, Parameters of Network Traffic Prediction Model Jointly Optimized by Genetic Algorithm, Journal of Networks, 9(3), 695-702 (2014).
[43] K. Boubaker, An attempt to solve neutron transport equation inside supercritical water nuclear reactors using the Boubaker Polynomials Expansion Scheme, International Journal of Physical Sciences, 7(19), 2730-2734 (2012).
[44] K. Abd-Rabou, Fixed Point Results in G-Metric Space, Mathematical Sciences Letters, 3(3), 141-146 (2014).
[45] Binu and M. Selvi, BFC: Bat Algorithm Based Fuzzy Classifier for Medical Data Classification, Journal of Medical Imaging and Health Informatics, 5, 599-606 (2015).
[46] C. Kamath, Analysis of Electroencephalogram Background Activity in Epileptic Patients and Healthy Subjects Using Dispersion Entropy, Journal of Neuroscience and Neuroengineering, 3, 101-110 (2014).
[47] G. Kaur and E. M. Bharti, Securing Multimedia on Hybrid Architecture with Extended Role-Based Access Control, Journal of Bioinformatics and Intelligent Control, 3, 229-233 (2014).
[48] M. Ramalingam and D. Rana, Impact of Nanotechnology in Induced Pluripotent Stem Cells-driven Tissue Engineering and Regenerative Medicine, Journal of Bionanoscience, 9, 13-21 (2015).
[49] D. Denby, and D. Schofield, Application of Expert Systems in Equipment Selection for Surface Design, International Journal of Mining, Reclamation and Environment 4, 165-171 (1990).
[50] M. Hosseinzade, and A. Zamanib, Experimental and numerical investigation of tube sinking of rectangular tubes from round section, International Journal of Engineering and Technology sciences, 2(5): 407-419 (2014).
[51] S. A. Zamani, S. R. Tahmasbpour, B. Asadi, and M. Hosseinzadeh, SA, Numerical Simulation and Plan Stress Analytical Solution of Rotating Disk in High Speed, Indian Journal of Scientific Research, 3(1): 124-136 (2014).
[52] S. R. Tahmasbpour, S. A. Zamani, B. Asadi, and M. Hosseinzadeh, Numerical Simulation and Plane Stress Analytical Solution of two Connected Rotating Disk, Indian J. Sci. Res, 3(1): 115-123 (2014).
[53] C. Krishnamoorthy, K. Rajamani, S. Mekala and S. Rameshkumar, Fertigation through trickle and micro sprinkler on flowering characters in cocoa (Theobroma cacao L.), Scientific Research and Essays, 10(7), 266-272 (2015).
[54] J. Peng, A New Model of Data Protection on Cloud Storage, Journal of Networks, 9(3), 666-671 (2014).
[55] S. Nageswari and V. Suresh Kumar, VCMIPWM Scheme to Reduce the Neutral-Point Voltage Variations in Three-Level NPC Inverter, IETE Journal of Research, 60(6), 396-405 (2014).
[56] X. Ochoa, Connexions: A Social and Successful Anomaly among Learning Object Repositories, Journal of Emerging Technologies in Web Intelligence, 2(1), 11-22 (2010).
[57] Y.S. Chiu, What Can Signed Languages Tell Us About Brain?, Journal of Neuroscience and Neuroengineering, 1, 54-60 (2012).
[58] K. Rezgui, H. Mhiri and K. Ghédira, Theoretical Formulas of Semantic Measure: A Survey, Journal of Emerging Technologies in Web Intelligence, 5(4), 333-342 (2013).
[59] K. Parwez and S. V. Budihal, Carbon Nanotubes Reinforced Hydroxyapatite Composite for Biomedical Application, Journal of Bionanoscience, 8, 61-65 (2014).
[60] H. El-Owaidy, A. Abdeldaim and A. A. El-Deeb, On Some New Retarded Nonlinear Integral Inequalities and Their Applications, Mathematical Sciences Letters, 3(3), 157-164 (2014).
[61] H. Zheng, J. Jie and Y. Zheng, Multi-Swarm Chaotic Particle Swarm Optimization for Protein Folding, Journal of Bionanoscience, 7, 643-648 (2013).
[62] S. V. Sathyanarayana and K. N. Hari Bhat, Novel Scheme for Storage and Transmission of Medical Images with Patient Information Using Elliptic Curve Based Image Encryption Schemes with LSB Based Steganographic Technique, Journal of Medical Imaging and Health Informatics, 2, 15-24 (2012).
[63] Satyendra Sharma and Brahmjit Singh, Field Measurements for Cellular Network Planning, Journal of Bioinformatics and Intelligent Control, 2, 112-118 (2013).
[64] Y. Wang, An Approximate Algorithm for TSP with Four Vertices and Three Lines Inequality, Information Sciences Letters, 3(2), 41-44 (2014).
[65] S. P. Singh and B. K. Konwar, Insilico Proteomics and Genomics Studies on ThyX of Mycobacterium Tuberculosis, Journal of Bioinformatics and Intelligent Control, 2, 11-18 (2013).
[66] K. Kumar, A. K. Verma and R. B. Patel, Framework for Key Management Scheme in Heterogeneous Wireless Sensor Networks, Journal of Emerging Technologies in Web Intelligence, 3(4), 286-296 (2011).
[67] N. Barnthip and A. Muakngam, Preparation of Cellulose Acetate Nanofibers Containing Centella Asiatica Extract by Electrospinning Process as the Prototype of Wound-Healing Materials, Journal of Bionanoscience, 8, 313-318 (2014).
[68] R. Jac Fredo, G. Kavitha and S. Ramakrishnan, Segmentation and Analysis of Corpus Callosum in Autistic MR Brain Images Using Reaction Diffusion Level Sets, Journal of Medical Imaging and Health Informatics, 5, 737-741 (2015).
[69] Wang, B. Zhu, An Improved Algorithm of the Node Localization in Ad Hoc Network, Journal of Networks, 9(3), 549-557 (2014).
[70] T. Buvaneswari and A. A. Iruthayaraj, Secure Discovery Scheme and Minimum Span Verification of Neighbor Locations in Mobile Ad-hoc Networks, Australian Journal of Basic and Applied Sciences, 8(2), 30-36 (2014).
[71] Y. Zhang, Z. Wang and Z. Hu, Nonlinear Electroencephalogram Analysis of Neural Mass Model, Journal of Medical Imaging and Health Informatics, 5, 783-788 (2015).
[72] S. Panwar and N. Nain, A Novel Segmentation Methodology for Cursive Handwritten Documents, IETE Journal of Research, 60(6), 432-439 (2014).
[73] H. Mao, On Applications of Matroids in Class-oriented Concept Lattices, Mathematical Sciences Letters, 3(1), 35-41 (2014).
[74] D. Kumar, K. Singh, V. Verma and H. S. Bhatti, Synthesis and Characterization of Carbon Quantum Dots from Orange Juice, Journal of Bionanoscience, 8, 274-279 (2014).
[75] V. Kumutha and S. Palaniammal, Enhanced Validity for Fuzzy Clustering Using Microarray data, Australian Journal of Basic and Applied Sciences, 8(3), 7-15 (2014).
[76] S. R. Tahmasbpour, S. A. Zamani, B. Asadi, and M. Hosseinzadeh, Numerical Simulation and Plane Stress Analytical Solution of two Connected Rotating Disk, Indian Journal of Scientific Research, 3(1): 115-123 (2014).
[77] S. Bandopadhyay, and P. Venkatasubramanian, Expert Systems as Decision Aid in Surface Mine Equipment Election, International Journal of Mining, Reclamation and Environment 1, 159-165 (1987).
[78] S. Anon, Belt Conveyors for Bulk Materials. Conveyor Equipment Manufacturers Association, 5the International Conference on Dam Engineering, Lisbon (2007).
[79] Y. Chang, Applications of the Extent Analysis Method on Fuzzy AHP, European Journal of Operational Research 95, 649-655 (1996).
[80] M. Hosseinzadeh, The Effect of Polyurethane Hardness on the New Die-Set of Sheet Hydroforming Process Parameters, Applied Mechanics and Materials, 152: 1623-1627 (2012).
[81] S. A. Zamani, and M. Hosseinzadeh, Investigation of the Effect of Blank Shape on the Sheet Hydroforming Parameters, In Applied Mechanics and Materials, 152: 1658-1663 (2012).
[82] O. O. E. Ajibola, O. Ibidapo-Obe, and V. O. S. OIunloyo, A Model for the Management of Gait Syndrome in Huntington's Disease Patient, Journal of Bioinformatics and Intelligent Control, 3, 15-22 (2014).
[83] L. Z. Pei, T. Wei, N. Lin and Z. Y. Cai, Electrochemical Sensing of Histidine Based on the Copper Germanate Nanowires Modified Electrode, Journal of Bionanoscience, 9, 161-165 (2015).
[84] M. K. Elboree, Explicit Analytic Solution for the Nonlinear Evolution Equations using the Simplest Equation Method, Mathematical Sciences Letters, 3(1), 59-63 (2014).
[85] R. Yousef and T. Almarabeh, An enhanced requirements elicitation framework based on business process models, Scientific Research and Essays, 10(7), 279-286 (2015).
[86] K. Manimekalai and M.S. Vijaya, Taxonomic Classification of Plant Species Using Support Vector Machine, Journal of Bioinformatics and Intelligent Control, 3, 65-71 (2014).
[87] S. Rajalaxmi and S. Nirmala, Automated Endo Fitting Curve for Initialization of Segmentation Based on Chan Vese Model, Journal of Medical Imaging and Health Informatics, 5, 572-580 (2015).
[88] T. Mahmood and K. Hayat, Characterizations of Hemi-Rings by their Bipolar-Valued Fuzzy h-Ideals, Information Sciences Letters, 4(2), 51-59 (2015).
[89] Agarwal and N. Mittal, Semantic Feature Clustering for Sentiment Analysis of English Reviews, IETE Journal of Research, 60(6), 414-422 (2014).
[90] S. Radharani and M. L. Valarmathi, Content Based Watermarking Techniques using HSV and Fractal Dimension in Transform Domain, Australian Journal of Basic and Applied Sciences, 8(3), 112-119 (2014).
[91] S. A. Zamani, and M. Hosseinzadeh, Investigation of the Effect of Blank Shape on the Sheet Hydroforming Parameters, Applied Mechanics and Materials, 152: 1658-1663 (2012).
[92] L. Zare, and M. Ataei, The Application of Fuzzy Analytic Hierarchy Process (FAHP) Approach to Selection of Optimum Underground Mining Method for Jajarm Bauxite Mine, Expert Systems With Applications 36, 8218-8226 (2009).
[93] R. Zhang, Y. Bai, C. Wang and W. Ma, Surfactant-Dispersed Multi-Walled Carbon Nanotubes: Interaction and Antibacterial Activity, Journal of Bionanoscience, 8, 176-182 (2014).
[94] B. K. Singh, Generalized Semi-bent and Partially Bent Boolean Functions, Mathematical Sciences Letters, 3(1), 21-29 (2014).
[95] S. K. Singla and V. Singh, Design of a Microcontroller Based Temperature and Humidity Controller for Infant Incubator, Journal of Medical Imaging and Health Informatics, 5, 704-708 (2015).
[96] N. Barnthip and A. Muakngam, Preparation of Cellulose Acetate Nanofibers Containing Centella Asiatica Extract by Electrospinning Process as the Prototype of Wound-Healing Materials, Journal of Bionanoscience, 8, 313-318 (2014).
[97] R. Jac Fredo, G. Kavitha and S. Ramakrishnan, Segmentation and Analysis of Corpus Callosum in Autistic MR Brain Images Using Reaction Diffusion Level Sets, Journal of Medical Imaging and Health Informatics, 5, 737-741 (2015).
[98] Wang, B. Zhu, An Improved Algorithm of the Node Localization in Ad Hoc Network, Journal of Networks, 9(3), 549-557 (2014).
[99] T. Buvaneswari and A. A. Iruthayaraj, Secure Discovery Scheme and Minimum Span Verification of Neighbor Locations in Mobile Ad-hoc Networks, Australian Journal of Basic and Applied Sciences, 8(2), 30-36 (2014).
[100] Y. Zhang, Z. Wang and Z. Hu, Nonlinear Electroencephalogram Analysis of Neural Mass Model, Journal of Medical Imaging and Health Informatics, 5, 783-788 (2015).
[101] S. Panwar and N. Nain, A Novel Segmentation Methodology for Cursive Handwritten Documents, IETE Journal of Research, 60(6), 432-439 (2014).
[102] H. Mao, On Applications of Matroids in Class-oriented Concept Lattices, Mathematical Sciences Letters, 3(1), 35-41 (2014).
[103] D. Kumar, K. Singh, V. Verma and H. S. Bhatti, Synthesis and Characterization of Carbon Quantum Dots from Orange Juice, Journal of Bionanoscience, 8, 274-279 (2014).
[104] V. Kumutha and S. Palaniammal, Enhanced Validity for Fuzzy Clustering Using Microarray data, Australian Journal of Basic and Applied Sciences, 8(3), 7-15 (2014).
[105] Y. Wang, C. Yang and J. Yu, Visualization Study on Cardiac Mapping: Analysis of Isopotential Map and Isochron Map, Journal of Medical Imaging and Health Informatics, 5, 814-818 (2015).
[106] R. Su, Identification Method of Sports Throwing Force Based on Fuzzy Neural Network, Journal of Networks, 8(7), 1574-1581 (2013).
[107] L. Feng, W. Zhiqi and L. Ming, the Auto-Detection and Diagnose of the Mobile Electrocardiogram, Journal of Medical Imaging and Health Informatics, 5, 841-847 (2015).
[108] D. Deepa, C. Poongodi, A. Bharathi, Satellite Image Enhancement using Discrete Wavelet Transform and Morphological Filtering for Remote Monitoring, Australian Journal of Basic and Applied Sciences, 8(3), 27-34, (2014).
[109] R. Sarma, J. M. Rao and S. S. Rao, Fixed Point Theorems in Dislocated Quasi-Metric Spaces, Mathematical Sciences Letters, 3(1), 49-52 (2014).
[110] T. Gopalakrishnan and P. Sengottvelan, Discovering user profiles for web personalization using EM with Bayesian Classification, Australian Journal of Basic and Applied Sciences, 8(3), 53-60 (2014).
[111] R. Uthayakumar and A. Gowrisankar, Generalized Fractal Dimensions in Image Thresholding Technique, Inf. Sci. Lett. 3(3), 125-134 (2014).
[112] B. Ould Bilal, D. Nourou, C. M. F Kébé, V. Sambou, P. A. Ndiaye and M. Ndongo, Multi-objective optimization of hybrid PV/wind/diesel/battery systems for decentralized application by minimizing the levelized cost of energy and the CO2 emissions, International Journal of Physical Sciences, 10(5), 192-203 (2015).
[113] A. Maqbool, H. U. Dar, M. Ahmad, G. N. Malik, G. Zaffar, S. A. Mir and M. A. Mir, Comparative performance of some bivoltine silkworm (Bombyx mori L.) genotypes during different seasons, Scientific Research and Essays, 10(12), 407-410 (2015).
[114] M N. Seyedaghaee, S. Amirgholipour, H. Alinejad-Rokny and F. Rouhi, Strategic Planning Formulation by Using Reinforcement Learning, Research Journal of Applied Sciences, Engineering and Technology, 4(11), 1448-1454 (2012).
[115] S. Y. Li, C. Chen, H. Q. Zhang, H. Y. Guo, H. Wang, L. Wang, X. Zhang, S. N. Hua, J. Yu, P. G. Xiao, R. S. Li, and X. Tan, Antiviral. Res. 67, 18 (2005).
[116] R. B. Little, A theory of the relativistic fermionic spinrevorbital, International Journal of Physical Sciences, 10(1), 1-37 (2015).
[117] Z. Chen, F. Wang and Li Zhu, The Effects of Hypoxia on Uptake of Positively Charged Nanoparticles by Tumor Cells, J. Bionanosci. 7, 601-605 (2013).
[118] A. Kaur and V. Gupta, A Survey on Sentiment Analysis and Opinion Mining Techniques, Journal of Emerging Technologies in Web Intelligence, 5(4), 367-371 (2013).
[119] P. Saxena and M. Agarwal, Finite Element Analysis of Convective Flow through Porous Medium with Variable Suction, Inf. Sci. Lett. 3(3), 97-101 (2014).
[120] J. G. Bruno, Electrophoretic Characterization of DNA Oligonucleotide-PAMAM Dendrimer Covalent and Noncovalent Conjugates, J. Bionanosci. 9, 203-208 (2015).
[121] K. K. Tanaeva, Yu. V. Dobryakova, and V. A. Dubynin, Maternal Behavior: A Novel Experimental Approach and Detailed Statistical Analysis, J. Neurosci. Neuroeng. 3, 52-61 (2014).
[122] Zaitseva and M. Rusin, Healthcare System Representation and Estimation Based on Viewpoint of Reliability Analysis, J. Med. Imaging Health Inf. 2, 80-86 (2012).
[123] R. Ahirwar, P. Devi and R. Gupta, Seasonal incidence of major insect-pests and their biocontrol agents of soybean crop (Glycine max L. Merrill), Scientific Research and Essays, 10(12), 402-406 (2015).
[124] Boussak, H. Chemani and A. Serier, Characterization of porcelain tableware formulation containing bentonite clay, International Journal of Physical Sciences, 10(1), 38-45 (2015).
[125] Q. Xiaohong, and Q. Xiaohui, An Evolutionary Particle Swarm Optimizer Based on Fractal Brownian Motion. Journal of Computational Intelligence and Electronic Systems, 1, 138 (2012).
[126] Minhas and M. Kumar, LSI Based Relevance Computation for Topical Web Crawler, Journal of Emerging Technologies in Web Intelligence, 5(4), 401-406 (2013).
[127] H. Alinejad-Rokny, H. Pourshaban, A. Goran, M. MirnabiBaboli, Network Motifs Detection Strategies and Using for Bioinformatic Networks, Journal of Bionanoscience, 8, 353 (2014).
[128] Y. Shang, Efficient strategies for attack via partial information in scale-free networks, Inf. Sci. Lett. 1(1), 1-5 (2012).
[129] M. Ahmadinia, H. Alinejad-Rokny, and H. Ahangarikiasari, Journal of Networks 9(10), 2567-2573 (2014).
[130] I. Rathore and J. C. Tarafdar, Perspectives of Biosynthesized Magnesium Nanoparticles in Foliar Application of Wheat Plant. J. Bionanosci. 9, 209-214 (2015).
[131] Hui Yan and Haiyan Hu, Research and Realization of ISIC-CDIO Teaching Experimental System Based on RFID Technology of Web of Things, J. Bionanosci. 7, 696-702 (2013).
[132] R. Teles, B. Barroso, A. Guimaraes and H. Macedo, Automatic Generation of Human-like Route Descriptions: A Corpus-driven Approach, Journal of Emerging Technologies in Web Intelligence, 5(4), 413-423 (2013).
[133] E. S. Hui, Diffusion Magnetic Resonance Imaging of Ischemic Stroke, J. Neurosci. Neuroeng. 1, 48-53 (2012).
[134] O. E. Emam, M. El-Araby and M. A. Belal, On Rough Multi-Level Linear Programming Problem, Inf. Sci. Lett. 4(1), 41-49 (2015).
[135] B. Prasad, D.C. Dimri and L. Bora, Effect of pre-harvest foliar spray of calcium and potassium on fruit quality of Pear cv. Pathernakh, Scientific Research and Essays, 10(11), 392-396 (2015).
[136] L. Xu, A. Y. Hui, E. Albanis, M. J. Arthur, S. M. O'Byrne, W. S. Blaner, P. Mukherjee, S. L. Friedman, and F. J. Eng, Gut. 54, 142 (2005).
[137] G. Singh, Optimization of Spectrum Management Issues for Cognitive Radio, Journal of Emerging Technologies in Web Intelligence, 3(4), 263-267 (2011).
[138] D. Madhuri, Linear Fractional Time Minimizing Transportation Problem with Impurities, Inf. Sci. Lett. 1(1), 7-19 (2012).
[139] A. D. Dele, Oscilating magnetic field an anti malaria therapy, International Journal of Physical Sciences, 10(10), 329-334 (2015).
[140] Mayevsky, J. Sonn and E. Barbiro-Michaely, Physiological Mapping of Brain Functions In Vivo: Surface Monitoring of Hemodynamic Metabolic Ionic and Electrical Activities in Real-Time, J. Neurosci. Neuroeng. 2, 150-177 (2013).
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