{"title":"A Review on Supervised Machine Learning Text Categorization Approaches","authors":"Aayushi A. Shah, Keyur Rana","doi":"10.1109/ICCSDET.2018.8821134","DOIUrl":"https://doi.org/10.1109/ICCSDET.2018.8821134","url":null,"abstract":"The inception of abundant and hefty digitized text documents has emerged in recent years. Such texts need to be categorized technically for storage and retrieval purpose. Text Categorization Machine Learning techniques exist to manage the substantial data. These techniques can be divided into Supervised and Unsupervised Machine Learning techniques. In this paper we review Supervised Machine learning techniques that deal with generating patterns and hypothesis according to the prior knowledge. The objective of this paper is to highlight important features and methods of Supervised Machine Learning techniques. Selecting important features and then classifying the text is necessary for effective text categorization. The performance of Text Categorization and dimensionality improves by performing feature selection in the existing techniques. The importance of feature selection is considered in this paper. The general comparison table of techniques is presented for in depth parametric assessment.","PeriodicalId":157362,"journal":{"name":"2018 International Conference on Circuits and Systems in Digital Enterprise Technology (ICCSDET)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131242869","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Non-Swarm Plant Intelligence Algorithm: BladderWorts Suction (BWS) Algorithm","authors":"R. Gowri, R. Rathipriya","doi":"10.1109/ICCSDET.2018.8821225","DOIUrl":"https://doi.org/10.1109/ICCSDET.2018.8821225","url":null,"abstract":"BladderWorts Suction (BWS) Algorithm is proposed in this article, which is a novel Plant intelligence inspired meta-heuristic non-swarm algorithm. The concept of non-swarm intelligence is focused in this paper because of the autonomous behavior of the individuals. In the swarm intelligence algorithms, the individuals are influenced by the global knowledge. Sometimes, the small change by an individual may result in group level behavior. The core inspiration for this non-swarm optimization algorithm is the foraging suction mechanism of the aquatic plant Utricularia (Bladderworts). The worst bladders are regenerated periodically to accelerate the solution search of the stagnant bladders at local optima. It is tested with different benchmark test functions. The optimizing tendency of this algorithm is studied empirically, which yields good results. Comparatively, BWS algorithm also produces positive insights like various other popular optimization techniques.","PeriodicalId":157362,"journal":{"name":"2018 International Conference on Circuits and Systems in Digital Enterprise Technology (ICCSDET)","volume":"28 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134462148","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Identifying Relevant Text from Text Document Using Deep Learning","authors":"P. Parvathi, T. S. Jyothis","doi":"10.1109/ICCSDET.2018.8821192","DOIUrl":"https://doi.org/10.1109/ICCSDET.2018.8821192","url":null,"abstract":"Now-a-days the amount of information available on the web is enormous and incrementing at an exponential rate. Thus identifying relevant text from text document has become very crucial. Text classification is the task of relegating a document under a predefined category. There are several methods to identify which words in text documents are important to explain the category it is associated with. The proposed approach uses convolution neural network with deep learning. And the deep learning is used to predict the categories accurately. Thus by calculating the test’s accuracy by F1 Score, we get an accuracy value which is approximately equal to 1.","PeriodicalId":157362,"journal":{"name":"2018 International Conference on Circuits and Systems in Digital Enterprise Technology (ICCSDET)","volume":"76 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114320841","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Double Encryption using TEA and DNA","authors":"S. G, S. Rajesh","doi":"10.1109/ICCSDET.2018.8821121","DOIUrl":"https://doi.org/10.1109/ICCSDET.2018.8821121","url":null,"abstract":"Information security has become a major challenge in data transmission. Data transmitted through the network is vulnerable to many passive and active attacks. Cryptographic algorithms provide security against the data intruders and provide secure network communication. In this method, two algorithms TEA and DNA are combined to form a new algorithm called DETD (Double Encryption using TEA and DNA). The algorithm mainly deals with encryption and decryption time of a given input text. Here, both the encryption and decryption time are compared with the other two algorithms and the results are recorded. This algorithm also aims to provide data security by increasing the levels of encryption.","PeriodicalId":157362,"journal":{"name":"2018 International Conference on Circuits and Systems in Digital Enterprise Technology (ICCSDET)","volume":"699 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116963081","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Performance Improvement of Slot Antenna Using Various Parameters and Band Pass Filter","authors":"S. Kannadhasan, R. Nagarajan","doi":"10.1109/ICCSDET.2018.8821207","DOIUrl":"https://doi.org/10.1109/ICCSDET.2018.8821207","url":null,"abstract":"Slot antenna using a first and second order band pass frequency selective surface of a substrate with enhancement of gain is presented in this paper. The in-phase transmission of waves radiated from the antenna over a 3dB bandwidth of about 60% is allowed in each layer by the proposed antenna. This design facilitates an enhancement of up to 4dB bandwidth over entire frequency of 6GHz and 12GHz The insertion loss between the two transmission poles along side a linearly decreasing transmission section over the band is low provided by the structure.","PeriodicalId":157362,"journal":{"name":"2018 International Conference on Circuits and Systems in Digital Enterprise Technology (ICCSDET)","volume":"5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123688630","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Metamaterial loaded CB-CPW Antenna for ISM band and 5G Applications","authors":"S. K, J. Gandhimohan, T. Shanmuganantham","doi":"10.1109/ICCSDET.2018.8821153","DOIUrl":"https://doi.org/10.1109/ICCSDET.2018.8821153","url":null,"abstract":"Metamaterials/Spilt Ring Resonator (SRR) loaded with conductor backed coplanar waveguide fed (CB-CPW) patch antennas are widely applicable in medical field for monitoring on-body signals. The main characteristic of this type of antenna have high gain and bandwidth. The main advantages of CPW fed have lower attenuation and dispersion. The prototype resonated frequencies are 2.44GHz and 3.5GHz. The 2.36GHz to 2.48GHz are used for ISM band applications. The 3.3GHz to 3.6GHz are used for WiMAX/5G medical service applications. The designed antenna reflection coefficients are −27dB at 2.43GHz, −13dB at 3.5GHz for non-SRR loaded structure, −19dB at 2.44GHz and −26dB at 3.5GHz.","PeriodicalId":157362,"journal":{"name":"2018 International Conference on Circuits and Systems in Digital Enterprise Technology (ICCSDET)","volume":"258 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122671121","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Stabilization Of Inverted Pendulum On Cart Based On Pole Placement and LQR","authors":"Ramashis Banerjee, Arnab Pal","doi":"10.1109/ICCSDET.2018.8821196","DOIUrl":"https://doi.org/10.1109/ICCSDET.2018.8821196","url":null,"abstract":"An inverted pendulum on cart is an object which is a nonlinear, unstable system, is used as a standard for designing the control methods and finds most versatile application in the field of control theory. To achieve the stabilization of a inverted pendulum system pole placement method is used to design a state feedback controller and then optimal linear quadratic regulator has been applied to the system. The results shown that are the comparison between the performance of two controllers, first the state feedback controller, which is designed by pole placement method and the optimal LQR controller. Both controller stabilizes the inverted pendulum system but deviates in their performance. Simulation has been carried out to show two different approaches for comparative study of their performance.","PeriodicalId":157362,"journal":{"name":"2018 International Conference on Circuits and Systems in Digital Enterprise Technology (ICCSDET)","volume":"194 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122704891","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Ruth Moly Benjamin, X. Anitha mary, Deepika Nareti, Bavithra B
{"title":"Labview Based Empirical Mode Type Signal Decomposition Algorithm For Non-stationary signals","authors":"Ruth Moly Benjamin, X. Anitha mary, Deepika Nareti, Bavithra B","doi":"10.1109/ICCSDET.2018.8821093","DOIUrl":"https://doi.org/10.1109/ICCSDET.2018.8821093","url":null,"abstract":"This paper proposes a method to analyze non-linear signals in time domain more effectively. The noise variance is used as the threshold for denoising a signal using an improved empirical mode decomposition (EMD).The time domain is decomposed using EMD. Stationarity of a signal is not assumed as the IMFs differ with time. Therefore it is more apt for nonlinear signals compared to other methods such as Wavelets and Fourier. This way EMD is a more attracting method for analyzing signals from complex systems. For automation and measurement LabVIEW is a powerful and adaptable analysis and instrumentation software system. Since it is software based it ensures greater flexibility than standard laboratory instruments.","PeriodicalId":157362,"journal":{"name":"2018 International Conference on Circuits and Systems in Digital Enterprise Technology (ICCSDET)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130889343","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Low Cost Embedded Design for Wireless Remote Monitoring of Measurement Data in LabVIEW","authors":"A. Joseph, D. Vasanthi, M. John","doi":"10.1109/ICCSDET.2018.8821064","DOIUrl":"https://doi.org/10.1109/ICCSDET.2018.8821064","url":null,"abstract":"Data acquisition hardware plays a crucial role in the design of LabVIEW based measurement systems. The low-cost embedded design is based on the microcontroller – 89C51 and Analog to Digital Converter – ADC 0808. The design is capable of acquiring up to eight channel data and also performs the conversion of channel data into a single serial data for wireless transmission. The low-cost embedded hardware provides the flexibility of selecting the channels based on the number of measurements. The serial data is then wirelessly transmitted using SMS (Short Message Service) standard in GSM (Global System for Mobile communication) for remote monitoring and data logging in LabVIEW environment. The article highlights the design of embedded hardware supporting GSM-based wireless communication and its integration with LabVIEW programming environment for computer automated measurement.","PeriodicalId":157362,"journal":{"name":"2018 International Conference on Circuits and Systems in Digital Enterprise Technology (ICCSDET)","volume":"22 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121993473","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Design and Defect Analysis of Novel NAND/NOR Gate in Quantum-dot Cellular Automata","authors":"Marshal Raj, Lakshminarayanan Gopalakrishnan","doi":"10.1109/ICCSDET.2018.8821116","DOIUrl":"https://doi.org/10.1109/ICCSDET.2018.8821116","url":null,"abstract":"Quantum-dot Cellular automata is an emerging post-CMOS technology which offers promising features such as high speed, high packaging density and low power. It has led to the emergence of several circuit designs in Quantum-dot Cellular Automata. Circuits are designed in Quantum-dot Cellular Automata using majority gate and inverter. The majority gates function either as an AND or OR gate. NAND/NOR function is implemented by combing AND/OR gate with an inverter. A dedicated NAND/NOR gate will help to develop the QCA layout generation. Few structures are already existing in literature to implement NAND/NOR operation. All the existing designs require large area for implementation. In this paper, a novel NAND/NOR gate is proposed with the same cell count and area of a AND/OR gate. To validate the proposed gate, multiplexer and D-Flip Flop circuits are designed and implemented using the proposed gate. The simulation results show that the proposed gate consumes less area than the existing state-of-the-art designs. Defect analysis is performed for the proposed gate and compared with the existing designs. All the simulations and verifications are done using QCADesigner.","PeriodicalId":157362,"journal":{"name":"2018 International Conference on Circuits and Systems in Digital Enterprise Technology (ICCSDET)","volume":"76 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116221546","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}